Publikationen
2025
Finding predictive features for energy consumption of CNC machines
Kader, Hafez; Ströbel, Robin; Puchta, Alexander; Fleischer, Jürgen; Noack, Benjamin; Spiliopoulou, Myra
In: GFaI Tagungsband 2024 - Berlin : Gesellschaft zur Förderung angewandter Informatik e.V., S. 89-95 [Workshop: 26. Anwenderbezogener Workshop zur Erfassung, Modelierung, Verarbeitung und Auswertung von 3D-Daten, Berlin, 26. -27. November 2024]
Challenges and opportunities for statistics in the era of data science
Kirch, Claudia; Lahiri, Soumendra; Binder, Harald; Brannath, Werner; Cribben, Ivor; Dette, Holger; Doebler, Philipp; Feng, Oliver; Gandy, Axel; Greven, Sonja; Hammer, Barbara; Harmeling, Stefan; Hotz, Thomas; Kauermann, Göran; Krause, Joscha; Krempl, Georg; Nieto-Reyes, Alicia; Okhrin, Ostap; Ombao, Hernando; Pein, Florian; Pešta, Michal; Politis, Dimitris; Qin, Li-Xuan; Rainforth, Tom; Rauhut, Holger; Reeve, Henry; Salinas, David; Schmidt-Hieber, Johannes; Scott, Clayton; Segers, Johan; Spiliopoulou, Myra; Wilhelm, Adalbert; Wilms, Ines; Yu, Yi; Lederer, Johannes
In: Harvard data science review - Cambridge, MA : MIT Press, Bd. 7 (2025), Heft 2, S. 50
2024
Predicting user engagement in mHealth apps with neighborhood-based approaches
Schleicher, Miro; Pryss, Rüdiger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: 2024 IEEE 37th International Symposium on Computer-Based Medical Systems (CBMS) - Piscataway, NJ : IEEE, S. 391-397 [Symposium: 2024 IEEE 37th International Symposium on Computer-Based Medical Systems, CBMS, Guadalajara, Mexico, 26-28 June 2024]
Training and validating a treatment recommender with partial verification evidence
Unnikrishnan, Vishun; Puga, Clara; Schleicher, Miro; Niemann, Uli; Langguth, Berthold; Schoisswohl, Stefan; Mazurek, Birgit; Cima, Rilana; Lopez-Escamez, Jose Antonio; Kikidis, Dimitris; Vellidou, Eleftheria; Pryss, Ruediger; Schlee, Winfried; Spiliopoulou, Myra
In: Artificial intelligence in medicine - Amsterdam [u.a.] : Elsevier Science, Bd. 160 (2025), Artikel 103062, insges. 13 S.
Parsimonious predictors for medical decision support - minimizing the set of questionnaires used for tinnitus outcome prediction
Schleicher, Miro; Brüggemann, Petra; Böcking, Benjamin; Niemann, Uli; Mazurek, Birgit; Spiliopoulou, Myra
In: Expert systems with applications - Amsterdam [u.a.] : Elsevier Science, Bd. 239 (2024), Artikel 122336
Heterogeneity in response to treatment across tinnitus phenotypes
Niemann, Uli; Boecking, Benjamin; Brueggemann, Petra; Spiliopoulou, Myra; Mazurek, Birgit
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature, Bd. 14 (2024), Artikel 2111, insges. 11 S.
Identifying older adults at risk for dementia based on smartphone data obtained during a wayfinding task in the real world
Marquardt, Jonas; Mohan, Priyanka; Spiliopoulou, Myra; Glanz, Wenzel; Butryn, Michaela; Kühn, Esther; Schreiber, Stefanie; Maass, Anne; Diersch, Nadine
In: PLOS digital health - San Francisco, CA : PLoS, Bd. 3 (2024), Heft 10, Artikel e0000613, insges. 29 S.
Stream learning with entity-centric models and active feature acquisition
Beyer, Christian; Spiliopoulou, Myra
In: Magdeburg: Universitätsbibliothek, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2024, 1 Online-Ressource (XV, 137 Seiten, 4.47 MB) [Literaturverzeichnis: Seite 129-135][Literaturverzeichnis: Seite 129-135]
Leveraging the potential of multi-layer networks for subgroup discovery
Ramos Teixeira Puga, Clara; Spiliopoulou, Myra
In: Magdeburg: Universitätsbibliothek, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2024, 1 Online-Ressource (XVI, 127 Seiten, 14,81 MB) [Literaturverzeichnis: Seite 119-127][Literaturverzeichnis: Seite 119-127]
Entity-centric machine learning - leveraging entity neighbourhoods for personalised predictors
Unnikrishnan, Vishnu Mazhuvancherry; Spiliopoulou, Myra
In: Magdeburg: Universitätsbibliothek, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2024, 1 Online-Ressource (XVII, 148 Seiten, 8,65 MB) [Literaturverzeichnis: Seite 139-148][Literaturverzeichnis: Seite 139-148]
2023
Predicting the chance for being at-risk of AD based on smartphone data obtained during an everyday wayfinding task in the real world
Marquardt, Jonas; Mohan, Priyanka; Spiliopoulou, Myra; Glanz, Wenzel; Butryn, Michaela; Kühn, Esther; Schreiber, Stefanie; Maass, Anne; Diersch, Nadine
In: Alzheimer's and dementia - Hoboken, NJ : Wiley, Bd. 19 (2023), Heft Suppl. 18, Artikel e072058, insges. 4 S.
A similarity-guided framework for error-driven discovery of patient neighbourhoods in EMA data
Unnikrishnan, Vishnu; Schleicher, Miro; Puga, Clara; Pryss, Rüdiger; Vogel, Carsten; Schlee, Winfried; Spiliopoulou, Myra
In: Advances in Intelligent Data Analysis XXI , 1st ed. 2023. - Cham : Springer Nature Switzerland ; Crémilleux, Bruno, S. 459-471 - ( Lecture notes in computer science book series; volume 13876)
Expect the gap - a recommender approach to estimate the absenteeism of self-monitoring mHealth app users
Schleicher, Miro; Pryss, Rüdiger; Schlee, Winfried; Spiliopoulou, Myra
In: 2022 IEEE 9th International Conference on Data Science and Advanced Analytics / IEEE International Conference on Data Science and Advanced Analytics , 2022 - Piscataway, NJ : IEEE . - 2023, insges. 10 S.
Reducing missingness in a stream through cost-aware active feature acquisition
Büttner, Maik; Beyer, Christian; Spiliopoulou, Myra
In: Konferenz: IEEE 9th International Conference on Data Science and Advanced Analytics, DSAA, Shenzhen, China, 13-16 October 2022, 2022 IEEE 9th International Conference on Data Science and Advanced Analytics (DSAA) - [Piscataway, NJ]: IEEE . - 2023, insges. 10 S.
Productive teaming under uncertainty: when a human and a machine classify objects together
Rother, Anne; Notni, Gunther; Hasse, Alexander; Noack, Benjamin; Beyer, Christian; Reißmann, Jan; Zhang, Chen; Ragni, Marco; Arlinghaus, Julia C.; Spiliopoulou, Myra
In: 2023 IEEE International Conference on Advanced Robotics and its Social Impacts (ARSO) , 2023 - [Piscataway, NJ] : IEEE, S. 9-14
Joining imputation and active feature acquisition for cost saving on data streams with missing features
Büttner, Maike; Beyer, Christiane; Spiliopoulou, Myra
In: Discovery Science , 1st ed. 2023. - Cham : Springer Nature Switzerland ; Bifet, Albert, S. 308-322 - (Lecture notes in computer science; volume 14276)
Challenges for active feature acquisition and imputation on data streams
Beyer, Christian; Büttner, Maik; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 3470 (2023), S. 9-13 [Workshop: Workshop on Interactive Adaptive Learning, Torino, Italy, 22. September 2023]
Stability of mental motor-imagery classification in EEG depends on the choice of classifier model and experiment design, but not on signal preprocessing
Rosenfelder, Martin Justinus; Spiliopoulou, Myra; Hoppenstedt, Burkhard; Pryss, Rüdiger; Fissler, Patrick; Piedra Walter, Mario della; Kolassa, Iris-Tatjana; Bender, Andreas
In: Frontiers in computational neuroscience - Lausanne : Frontiers Research Foundation, Bd. 17 (2023), S. 1-18, Artikel 1142948
The statistical analysis plan for the unification of treatments and interventions for tinnitus patients randomized clinical trial (UNITI-RCT)
Simoes, Jorge Piano; Schoisswohl, Stefan; Schlee, Winfried; Basso, Laura; Bernal-Robledano, Alberto; Boecking, Benjamin; Cima, Rilana; Denys, Sam; Engelke, Milena; Escalera-Balsera, Alba; Gallego-Martinez, Alvaro; Gallus, Silvano; Kikidis, Dimitris; López-Escámez, Jose A.; Marcrum, Steven C.; Markatos, Nikolaos; Martin-Lagos, Juan; Martinez-Martinez, Marta; Mazurek, Birgit; Vassou, Evgenia; Jarach, Carlotta Micaela; Mueller-Locatelli, Nicolas; Neff, Patrick; Niemann, Uli; Omar, Hafez Kader; Puga, Clara; Schleicher, Miro; Unnikrishnan, Vishnu; Perez-Carpena, Patricia; Pryss, Rüdiger; Robles-Bolivar, Paula; Rose, Matthias; Schecklmann, Martin; Schiele, Tabea; Schobel, Johannes; Spiliopoulou, Myra; Stark, Sabine; Vogel, Carsten; Wunder, Nina; Zachou, Zoi; Langguth, Berthold
In: Trials - London : BioMed Central, Bd. 24 (2023), Artikel 472, insges. 13 S.
Editorial: Smart mobile data collection in the context of neuroscience, volume II
Pryss, Rüdiger; Schlee, Winfried; Reichert, Manfred; Probst, Thomas; Langguth, Berthold; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation, Bd. 17 (2023), insges. 3 S.
A cost-based multi-layer network approach for the discovery of patient phenotypes
Puga, Clara; Niemann, Uli; Schlee, Winfried; Spiliopoulou, Myra
In: International journal of data science and analytics - Cham, Switzerland : Springer International Publishing . - 2023, insges. 21 S. [Online first]
Prediction meets time series with gaps - user clusters with specific usage behavior patterns
Schleicher, Miro; Unnikrishnan, Vishnu; Pryss, Rüdiger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: Artificial intelligence in medicine - Amsterdam [u.a.] : Elsevier Science, Bd. 142 (2023), Artikel 102575
2022
Analysis of exhausted T cells, systemically enhanced cytokine levels ex vivo and machine learning facilitated search for ageing-related biomarkers
Beyer, Christian; Jamaludeen, Noor; Vogel, Katrin; Pierau, Mandy; Lingel, Holger; Meltendorf, Stefan; Spiliopoulou, Myra; Brunner-Weinzierl, Monika
In: Das Gesundheitswesen - Stuttgart [u.a.] : Thieme, Bd. 84 (2022), Heft 8/9, S. 846
Classification of cardiac cohorts based on morphological and hemodynamic features derived from 4D PC-MRI data
Niemann, Uli; Neog, Atrayee; Behrendt, Benjamin; Lawonn, Kai; Gutberlet, Matthias; Spiliopoulou, Myra; Preim, Bernhard; Meuschke, Monique
In: 2022 IEEE 35th International Symposium on Computer-Based Medical Systems (CBMS) / IEEE International Symposium on Computer-Based Medical Systems , 2022 - Piscataway, NJ : IEEE, S. 416-421 [Symposium: 35th International Symposium on Computer-Based Medical Systems, CBMS, Shenzen, China, 21-23 July 2022]
Data-driven prediction of athletes performance based on their social media presence
Dreyer, Frank; Greif, Jannik; Günther, Kolja; Spiliopoulou, Myra; Niemann, Uli
In: Discovery Science , 1st ed. 2022. - Cham : Springer Nature Switzerland ; Pascal, Poncelet, S. 197-211 - (Lecture notes in computer science; volume 13601) [Konferenz: 25th International Conference on Discovery Science, DS 2022, Montpellier, France, October 10-12, 2022]
Discovering instantaneous granger causalities in non-stationary categorical time series data
Jamaludeen, Noor; Unnikrishnan, Vishnu; Brechmann, André; Spiliopoulou, Myra
In: Artificial Intelligence in Medicine , 1st ed. 2022. - Cham : Springer International Publishing ; Michalowski, Martin, S. 200-209 - (Lecture notes in computer science; volume 13263) [Konferenz: 20th International Conference on Artificial Intelligence in Medicine, AIME 2022, Halifax, NS, Canada, June 14–17, 2022]
When can I expect the mhealth user to return? - prediction meets time series with gaps
Schleicher, Miro; Pryss, Rüdiger; Schlee, Winfried; Spiliopoulou, Myra
In: Artificial Intelligence in Medicine , 1st ed. 2022. - Cham : Springer International Publishing ; Michalowski, Martin, S. 310-320 - ( Lecture notes in computer science; volume 13263) [Konferenz: 20th International Conference on Artificial Intelligence in Medicine, AIME 2022, Halifax, NS, Canada, June 1417, 2022]
Prediction of declining engagement to self-monitoring apps on the example of tinnitus mHealth data
Schleicher, Miro; Hamacher, Sebastian; Naujoks, Mats; Günther, Kolja; Schmidt, Timo; Pryss, Rüdiger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: 2022 IEEE 35th International Symposium on Computer-Based Medical Systems (CBMS) / IEEE International Symposium on Computer-Based Medical Systems , 2022 - Piscataway, NJ : IEEE [Symposium: 35th International Symposium on Computer-Based Medical Systems, CBMS, Shenzen, China, 21-23 July 2022]
Dimensions of tinnitus-related distress
Brueggemann, Petra; Mebus, Wilhelm; Boecking, Benjamin; Amarjargal, Nyamaa; Niemann, Uli; Spiliopoulou, Myra; Dobel, Christian; Rose, Matthias; Mazurek, Birgit
In: Brain Sciences - Basel : MDPI AG, Bd. 12 (2022), Heft 2, Artikel 275, insges. 13 S.
Standardized clinical profiling in spanish patients with chronic tinnitus
Haro-Hernandez, Elisheba; Perez-Carpena, Patricia; Unnikrishnan, Vishnu; Spiliopoulou, Myra; Lopez-Escamez, Jose A.
In: Journal of Clinical Medicine - Basel : MDPI, Bd. 11 (2022), Heft 4, Artikel 978
Juxtaposing medical centers using different questionnaires through score predictors
Puga, Clara; Schleicher, Miro; Niemann, Uli; Unnikrishnan, Vishnu; Boecking, Benjamin; Brueggemann, Petra; Simoes, Jorge; Langguth, Berthold; Schlee, Winfried; Mazurek, Birgit; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation, Bd. 16 (2022), Artikel 818686, insges. 12 S.
Predicting ecological momentary assessments in an app for tinnitus by learning from each user's stream with a contextual multi-armed bandit
Shahania, Saijal; Unnikrishnan, Vishnu; Pryss, Rüdiger; Kraft, Robin; Schobel, Johannes; Hannemann, Ronny; Schlee, Winny; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation, Bd. 16 (2022), Artikel 836834, insges. 17 S.
Transferability of a battery cell end-of-life prediction model using survival analysis
Santhira Sekeran, Maya; Živadinović, Milan; Spiliopoulou, Myra
In: Energies - Basel : MDPI, Bd. 15 (2022), Heft 8, Artikel 2930, insges. 16 S.
Virtual reality for medical annotation tasks - a systematic review
Rother, Anne; Spiliopoulou, Myra
In: Frontiers in virtual reality - Lausanne : Frontiers Media, Bd. 3 (2022), Artikel 717383, insges. 12 S.
XAI4EEG - spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series
Raab, Dominik; Theissler, Andreas; Spiliopoulou, Myra
In: Neural computing & applications - London : Springer, Bd. 35 (2023), Heft 14, S. 10051 - 10068 [Special Issue on Interpretation of Deep Learning: Prediction, Representation, Modeling and Utilization]
Smartphone-guided educational counseling and self-help for chronic tinnitus
Schlee, Winfried; Neff, Patrick; Simoes, Jorge; Langguth, Berthold; Schoisswohl, Stefan; Steinberger, Heidi; Norman, Marie; Spiliopoulou, Myra; Schobel, Johannes; Hannemann, Ronny; Pryss, Rüdiger
In: Journal of Clinical Medicine - Basel : MDPI, Bd. 11 (2022), Heft 7, Artikel 1825, insges. 11 S.
Assessment of immune status using inexpensive cytokines - a literature review and learning approaches
Jamaludeen, Noor; Lehmann, Juliane; Beyer, Christian; Vogel, Katrin; Pierau, Mandy; Brunner-Weinzierl, Monika; Spiliopoulou, Myra
In: Sensors - Basel : MDPI, Bd. 22 (2022), Heft 24, Artikel 9785, insges. 26 S.
2021
User-centric vs whole-stream learning for EMA prediction
Shahania, Saijal; Unnikrishnan, Vishnu; Pryss, Rüdiger; Kraft, Robin; Schobel, Johannes; Hannemann, Ronny; Schlee, Winny; Spiliopoulou, Myra
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems / IEEE CBMS , 2021 - Piscataway, NJ : IEEE ; Almeida, João Rafael [Symposium: IEEE 34th International Symposium on Computer-Based Medical Systems, CBMS 2021, virtual, 7-9 June 2021]
Discovery of patient phenotypes through multi-layer network analysis on the example of tinnitus
Puga, Clara; Niemann, Uli; Unnikrishnan, Vishnu; Schleicher, Miro; Schlee, Winfried; Spiliopoulou, Myra
In: 2021 IEEE International Conference on Data Science and Advanced Analytics / IEEE DSAA , 2021 - Piscataway, NJ : IEEE, insges. 10 S. [Konferenz: IEEE 8th International Conference on Data Science and Advanced Analytics, DSAA, Porto, Portugal, 6-9 October 2021]
Juxtaposing 5G coronavirus tweets with general coronavirus tweets during the early months of coronavirus outbreak
Trad, Rafi; Spiliopoulou, Myra
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems / IEEE CBMS , 2021 - Piscataway, NJ : IEEE ; Almeida, João Rafael [Symposium: IEEE 34th International Symposium on Computer-Based Medical Systems, CBMS 2021, virtual, 7-9 June 2021]
Towards a unification of treatments and interventions for tinnitus patients - the EU research and innovation action UNITI
Schlee, Winfried; Schoisswohl, Stefan; Staudinger, Susanne; Schiller, Axel; Lehner, Astrid; Langguth, Berthold; Schecklmann, Martin; Simoes, Jorge; Neff, Patrick; Marcrum, Steven C.; Spiliopoulou, Myra; Niemann, Uli; Schleicher, Miro; Unnikrishnan, Vishnu; Puga, Clara; Mulansky, Lena; Pryss, Ruediger; Vogel, Carsten; Allgaier, Johannes; Giannopoulou, Efi; Birki, Katalin; Liakou, Klairi; Cima, Rilana; Vlaeyen, Johan W.S.; Verhaert, Nicolas; Ranson, Saskia; Mazurek, Birgit; Brueggemann, Petra; Boecking, Benjamin; Amarjargal, Nyamaa; Specht, Sandy; Stege, Alexandra; Hummel, Michael; Rose, Matthias; Oppel, Kevin; Dettling-Papargyris, Juliane; Lopez-Escamez, Jose Antonio; Amanat, Sana; Gallego-Martinez, Alvaro; Escalera-Balsera, Alba; Espinosa-Sanchez, Juan Manuel; Garcia-Valdecasas, Juan; Mata-Ferron, Maria; Martin-Lagos, Juan; Martinez-Martinez, Maria; Martinez-Martinez, María Jesús; Müller-Locatelli, Nicolas; Perez-Carpena, Patricia; Alcazar-Beltran, Jorge; Hidalgo-Lopez, Leyre; Vellidou, Eleftheria; Sarafidis, Michalis; Katrakazas, Panagiotis; Kostaridou, Vassileia; Koutsouris, Dimitris; Manta, Rano; Paraskevopoulos, Evangelos; Haritou, Maria; Elgoyhen, Ana Belén; Goedhart, Hazel; Koller, Michael; Shekhawat, Giriraj Singh; Crump, Holger; Hannemann, Ronny; Holfelder, Marc; Oberholzer, Timon; Vontas, Apostolos; Trochidis, Ilias; Moumtzi, Vicky; Cederroth, Christopher R.; Koloutsou, Konstantina; Spanoudakis, George; Basdekis, Ioannis; Gallus, Silvano; Lugo, Alessandra; Stival, Chiara; Borroni, Elisa; Markatos, Nikolaos; Bibas, Athanasios; Kikidis, Dimitris
In: Progress in brain research - Amsterdam [u.a.] : Elsevier, Bd. 260 (2021), S. 441-451
Circadian conditional granger causalities on ecological momentary assessment data from an mHealth app
Jamaludeen, Noor; Unnikrishnan, Vishnu; Pryss, Rüdiger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems / IEEE CBMS , 2021 - Piscataway, NJ : IEEE ; Almeida, João Rafael [Symposium: IEEE 34th International Symposium on Computer-Based Medical Systems, CBMS 2021, virtual, 7-9 June 2021]
Love thy neighbours - a framework for error-driven discovery of useful neighbourhoods for one-step forecasts on EMA data
Unnikrishnan, Vishnu; Shah, Yash; Schleicher, Miro; Fernández-Viadero, Carlos; Strandzheva, Mirela; Velikova, Doroteya; Dimitrov, Plamen; Pryss, Rüdiger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems / IEEE CBMS , 2021 - Piscataway, NJ : IEEE ; Almeida, João Rafael [Symposium: IEEE 34th International Symposium on Computer-Based Medical Systems, CBMS 2021, virtual, 7-9 June 2021]
Using big data to develop a clinical decision support system for tinnitus treatment
Schlee, Winfried; Langguth, Berthold; Pryss, Rüdiger; Allgaier, Johannes; Mulansky, Lena; Vogel, Carsten; Spiliopoulou, Myra; Schleicher, Miro; Unnikrishnan, Vishnu; Puga, Clara; Manta, Ourania; Sarafidis, Michalis; Kouris, Ioannis; Vellidou, Eleftheria; Koutsouris, Dimitris; Koloutsou, Konstantina; Spanoudakis, George; Cederroth, Christopher; Kikidis, Dimitris
In: The Behavioral Neuroscience of Tinnitus , 1st ed. 2021. - Cham : Springer International Publishing ; Searchfield, Grant D., S. 175-189 - (Current topics in behavioral neurosciences; volume 51)
A framework for authorial clustering of shorter texts in latent semantic spaces
Trad, Rafi; Spiliopoulou, Myra
In: Advances in Intelligent Data Analysis XIX , 1st ed. 2021. - Cham : Springer International Publishing ; Abreu, Pedro Henriques, S. 301-312 - (Lecture Notes in Computer Science; 12695) [Symposium: 19th International Symposium on Intelligent Data Analysis, IDA 2021, Porto, Portugal, April 26-28, 2021]
Potential of point-of-care and at-home assessment of immune status via rapid cytokine detection and questionnaire-based anamnesis
Jamaludeen, Noor; Beyer, Christian; Billing, Ulrike; Vogel, Katrin; Brunner-Weinzierl, Monika; Spiliopoulou, Myra
In: Sensors - Basel : MDPI, Bd. 21 (2021), Heft 15, Artikel 4960, insges. 33 S.
LAC: Latent Authorial Clustering of shorter texts
Trad, Rafi; Spiliopoulou, Myra
In: Software impacts - [Amsterdam] : Elsevier ScienceDirect, Bd. 10 (2021), Artikel 100119, insges. 3 S.
Assessing the difficulty of annotating medical data in crowdworking with help of experiments
Rother, Anne; Niemann, Uli; Hielscher, Tommy; Völzke, Henry; Ittermann, Till; Spiliopoulou, Myra
In: PLOS ONE - San Francisco, California, US : PLOS, Bd. 16 (2021), Heft 7, Artikel e0254764, insges. 26 S.
Immune-checkpoint blockade of CTLA-4 (CD152) in antigen-specific human T-cell responses differs profoundly between neonates, children, and adults
Arra, Aditya; Pech, Maximilian; Fu, Hang; Lingel, Holger; Braun, Franziska; Beyer, Christian; Spiliopoulou, Myra; Bröker, Barbara; Lampe, Karen; Arens, Christoph; Vogel, Katrin; Pierau, Mandy; Brunner-Weinzierl, Monika
In: OncoImmunology - Abingdon : Taylor & Franics, Bd. 10 (2021), Heft 1, Artikel e1938475, insges. 12 S.
Intelligent assistance for expert-driven subpopulation discovery in high-dimensional timestamped medical data
Niemann, Uli; Spiliopoulou, Myra; Preim, Bernhard
In: Magdeburg, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2021, ix, 185 Seiten [Literaturverzeichnis: Seite 159-182][Literaturverzeichnis: Seite 159-182]
2020
Predicting the health condition of mHealth app users with large differences in the number of recorded observations - where to learn from?
Unnikrishnan, Vishnu; Shah, Yash; Schleicher, Miro; Strandzheva, Mirela; Dimitrov, Plamen; Velikova, Doroteya; Pryss, Ruediger; Schobel, Johannes; Schlee, Winfried; Spiliopoulou, Myra
In: Discovery Science , 1st ed. 2020. - Cham : Springer International Publishing ; Appice, Annalisa, S. 659-673 - ( Lecture Notes in Computer Science; volume 12323) [Konferenz: 23rd International Conference on Discovery Science, DS 2020, Thessaloniki, Greece, October 19-21, 2020]
Multivariate time series as images - imputation using convolutional denoising autoencoder
Safi, Abdullah Al; Beyer, Christian; Unnikrishnan, Vishnu; Spiliopoulou, Myra
In: Advances in Intelligent Data Analysis XVIII , 1st ed. 2020. - Cham : Springer International Publishing ; Berthold, Michael R., insges. 13 S. - (Lecture notes in computer science; 12080) [Symposium: 18th International Symposium on Intelligent Data Analysis, IDA 2020, Konstanz, Germany, April 27-29, 2020]
Understanding adherence to the recording of ecological momentary assessments in the example of tinnitus monitoring
Schleicher, Miro; Unnikrishnan, Vishnu; Neff, Patrick; Simoes, Jorge; Probst, Thomas; Pryss, Rüdiger; Schlee, Winfried; Spiliopoulou, Myra
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature - Volume 10(2020), article number 22459, 13 Seiten
Machine learning identifies the dynamics and influencing factors in an auditory category learning experiment
Abolfazli, Amir; Brechmann, André; Wolff, Susann; Spiliopoulou, Myra
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature - Volume 10(2020), article-number 6548, 12 Seiten
Development and internal validation of a depression severity prediction model for tinnitus patients based on questionnaire responses and socio-demographics
Niemann, Uli; Brueggemann, Petra; Boecking, Benjamin; Mazurek, Birgit; Spiliopoulou, Myra
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature - Volume 10 (2020), article number 4664, 9 Seiten
Active feature acquisition on data streams under feature drift
Beyer, Christian; Büttner, Maik; Unnikrishnan, Vishnu; Schleicher, Miro; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Annals of telecommunications - Paris : Lavoisier, Bd. 75 (2020), Heft 9/10, S. 597-611
Efficient processing of geospatial mhealth data using a scalable crowdsensing platform
Kraft, Robin; Birk, Ferdinand; Reichert, Manfred; Deshpande, Aniruddha; Schlee, Winfried; Langguth, Berthold.; Baumeister, Harald; Probst, Thomas; Spiliopoulou, Myra; Pryss, Rüdiger
In: Sensors - Basel : MDPI - Volume 20 (2020), issue 12, article 3456, 21 Seiten
Gender-specific differences in patients with chronic tinnitus-baseline characteristics and treatment effects
Niemann, Uli; Boecking, Benjamin; Brueggemann, Petra; Mazurek, Birgit; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation, Bd. 14 (2020), Artikel 487, insges. 11 S.
Tinnitus-related distress after multimodal treatment can be characterized using a key subset of baseline variables
Niemann, Uli; Boecking, Benjamin; Brueggemann, Petra; Mebus, Wilhelm; Mazurek, Birgit; Spiliopoulou, Myra
In: PLOS ONE - San Francisco, California, US : PLOS - 15 (2020), 1, article e0228037, insgesamt 18 Seiten
Plantar temperatures in stance position - a comparative study with healthy volunteers and diabetes patients diagnosed with sensoric neuropathy
Niemann, Uli; Spiliopoulou, Myra; Malanowski, Jan; Kellersmann, Juliane; Szczepanski, Thorsten; Klose, Silke; Dedonaki, Eirini; Walter, Isabell; Ming, Antao; Mertens, Peter R.
In: EBioMedicine - Amsterdam [u.a.] : Elsevier - Volume 54.2020, article 102712, 11 Seiten
Resource management for model learning at entity level
Beyer, Christian; Unnikrishnan, Vishnu; Brüggemann, Robert; Toulouse, Vincent; Omar, Hafez Kader; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Annals of telecommunications - Paris : Lavoisier, Bd. 75 (2020), S. 549-561
The effect of non-personalised tips on the continued use of self-monitoring mHealth applications
Unnikrishnan, Vishnu; Schleicher, Miro; Shah, Yash; Jamaludeen, Noor; Pryss, Ruediger; Schobel, Johannes; Kraft, Robin; Schlee, Winfried; Spiliopoulou, Myra
In: Brain Sciences - Basel : MDPI AG - Volume 10(2020), issue 12, article 924, 13 Seiten
Phenotyping chronic tinnitus patients using self-report questionnaire data - cluster analysis and visual comparison
Niemann, Uli; Brueggemann, Petra; Boecking, Benjamin; Mebus, Wilhelm; Rose, Matthias; Spiliopoulou, Myra; Mazurek, Birgit
In: Scientific reports - [London] : Macmillan Publishers Limited, part of Springer Nature, Bd. 10 (2020), Artikel 16411, insges. 10 S.
2019
Towards a hierarchical approach for outlier detection in industrial production settings
Hoppenstedt, Burkhard; Reichert, Manfred; Kammerer, Klaus; Spiliopoulou, Myra; Pryss, Rüdiger
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 2322 (2019), S. 1-4 [Workshop: Workshops of the EDBT/ICDT 2019 Joint Conference (EDBT/ICDT 2019), Lisbon, Portugal, March 26, 2019]
Exploiting entity information for stream classification over a stream of reviews
Beyer, Christian; Unnikrishnan, Vishnu; Niemann, Uli; Matuszyk, Pawel; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Applied computing 2019 / Annual ACM Symposium on Applied Computing , 2019 - [New York, NY] : Association for Computing Machinery, Inc. (ACM), S. 564-573 [Symposium: 34th ACM/SIGAPP Symposium on Applied Computing, SAC, Limassol, Cyprus, April 08 - 12, 2019]
Assessing the reliability of crowdsourced labels via Twitter
Jamaludeen, Noor; Unnikrishnan, Vishnu; Sekeran, Maya S.; Ali, Majed; Trang, Le Anh; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 2454 (2019), S. 115-126 [Konferenz: Konferenz "Lernen, Wissen, Daten, Analysen", LWDA 2019, Berlin, Germany, September 30 - October 2, 2019]
Active feature acquistion for opinion stream classication under drift
Shivakumaraswamy, Ranjith; Beyer, Christian; Unnikrishnan, Vishnu; Ntoutsi, Eirini; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen : RWTH, Bd. 2444 (2019), S. 108-111 [Workshop on Interactive Adaptive Learning, IAL 2019, Würzburg, Germany, September 16, 2019]
Entity-level stream classification - exploiting entity similarity to label the future observations referring to an entity
Unnikrishnan, Vishnu; Beyer, Christian; Matuszyk, Pawel; Niemann, Uli; Pryss, Rüdiger; Schlee, Winfried; Ntoutsi, Eirini; Spiliopoulou, Myra
In: International journal of data science and analytics - Cham, Switzerland : Springer International Publishing . - 2019 [Online first]
Introduction to the special issue on social data analytics in medicine and healthcare
Rodríguez-González, Alejandro; Vakali, Athena; Mayer, Miguel A.; Okumura, Takashi; Menasalvas-Ruiz, Ernestina; Spiliopoulou, Myra
In: International journal of data science and analytics - Cham, Switzerland : Springer International Publishing . - 2019 [Online first]
Visual analysis of missing values in longitudinal cohort study data
Alemzadeh, Shiva; Niemann, Uli; Ittermann, Till; Völzke, Henry; Schneider, Daniel; Spiliopoulou, Myra; Bühler, K.; Preim, Bernhard
In: Computer graphics forum - Oxford : Wiley-Blackwell, Bd. 39 (2020), Heft 1, S. 63-75
Editorial: Towards an understanding of tinnitus heterogeneity
Cederroth, Christopher R.; Gallus, Silvano; Hall, Deborah A.; Kleinjung, Tobias; Langguth, Berthold; Maruotti, Antonello; Meyer, Martin; Norena, Arnaud; Probst, Thomas; Pryss, Rüdiger; Searchfield, Grant; Shekhawat, Giriraj; Spiliopoulou, Myra; Vanneste, Sven; Schlee, Winfried
In: Frontiers in aging neuroscience - Lausanne : Frontiers Research Foundation - Vol. 11.2019, Art. 53, insgesamt 7 S.
Exploiting background knowledge on evolving objects to identify relevant dimensions for classification
Hielscher, Tommy; Spiliopoulou, Myra; Preim, Bernhard
In: Magdeburg, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2019, xv, 137 Seiten [Literaturverzeichnis: Seite 121-135][Literaturverzeichnis: Seite 121-135]
2018
Transformation of temperature timeseries into features that characterize patients with diabetic autonomic nerve disorder
Ravindran, Rohith; Niemann, Uli; Klose, Silke; Walter, Isabell; Ming, Antao; Mertens, Peter R.; Spiliopoulou, Myra
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Entity-level stream classification - exploiting entity similarity to label the future observations referring to an entity
Unnikrishnan, Vishnu; Beyer, Christian; Matuszyk, Pawel; Niemann, Uli; Pryss, Rüdiger; Schlee, Winfried; Ntoutsi, Eirini; Spiliopoulou, Myra
In: 2018 IEEE 5th International Conference on Data Science and Advanced Analytics / IEEE International Conference on Data Science and Advanced Analytics , 2018 - Piscataway, NJ : IEEE ; Bonchi, Francesco, S. 246-255 [Konferenz: IEEE 5th International Conference on Data Science and Advanced Analytics, DSAA, Turin, Italy, 01-03 October 2018]
Active stream learning with an oracle of unknown availability for sentiment prediction
Serrao, Elson; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 2192 (2018), S. 36-47 [Workshop: Workshop on Interactive Adaptive Learning, Dublin, Ireland, 10. September 2018]
Studying the potential of multi-target classification on patient screening data to predict dropout cases
Motwani, Rajeev; Reichert, Manfred; Kalle, Sven; Pryss, Ruediger; Schlee, Winfried; Probst, Thomas; Langguth, Berthold; Landgrebe, Michael; Spiliopoulou, Myra
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Building a Bayesian Network to understand the interplay of variables in an epidemiological population-based study
Multani, Paras; Niemann, Uli; Cypko, Mario A.; Kuehn, Jens-Peter; Völzke, Henry; Oeltze-Jafra, Steffen; Spiliopoulou, Myra
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Differences between android and iOS users of the TrackYourTinnitus mobile crowdsensing mHealth platform
Pryss, Ruediger; Reichert, Manfred; Schlee, Winfried; Spiliopoulou, Myra; Langguth, Berthold; Probst, Thomas
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Discovering, selecting and exploiting feature sequence records of study participants for the classification of epidemiological data on hepatic steatosis
Hielscher, Tommy; Völzke, Henry; Papapetrou, Panagiotis; Spiliopoulou, Myra
In: Proceedings of the 33rd Annual ACM Symposium on Applied Computing 2018 - New York, NY : ACM, S. 6-13 [Symposium: 33rd Annual ACM Symposium on Applied Computing, SAC '18, Pau, France, April 09 - 13, 2018]
Rupture status classification of intracranial aneurysms using morphological parameters
Niemann, Uli; Berg, Philipp; Niemann, Annika; Beuing, Oliver; Preim, Bernhard; Spiliopoulou, Myra; Saalfeld, Sylvia
In: 31st IEEE International Symposium on Computer-Based Medical Systems , 2018 - Piscataway, NJ : IEEE [Symposium: 31st IEEE International Symposium on Computer-Based Medical Systems, CBMS 2018, Karlstad, Sweden, 18-21 June 2018]
Predicting polarities of entity-centered documents without reading their contents
Beyer, Christian; Niemann, Uli; Unnikrishnan, Vishnu; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Proceedings of the 33rd Annual ACM Symposium on Applied Computing 2018 - New York, NY : ACM, S. 525-528 [Symposium: 33rd Annual ACM Symposium on Applied Computing, SAC '18, Pau, France, April 09 - 13, 2018]
Enriching lexicons with ephemeral words for sentiment analysis in social streams
Melidis, Damianos P.; Campero, Alvaro V.; Iosifidis, Vasileios; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Proceedings of the 8th International Conference on Web Intelligence, Mining and Semantics - New York : ACM - 2018, Art. 38, insgesamt 8 S. [Konferenz: 8th International Conference on Web Intelligence, Mining and Semantics, WIMS '18, Novi Sad, Serbia, June 25 - 27, 2018]
Learning under feature drifts in textual streams
Melidis, Damianos P.; Spiliopoulou, Myra; Ntoutsi, Eirini
In: Proceedings of the 27th ACM Conference on Information and Knowledge Management - New York, NY : ACM, Association for Computing Machinery . - 2018, S. 527-536 [Konferenz: 27th ACM Conference on Information and Knowledge Management, CIKM '18, Torino, Italy, October 22 - 26, 2018]
Prospective crowdsensing versus retrospective ratings of tinnitus variability and tinnitus-stress associations based on the TrackYourTinnitus mobile platform
Pryss, Rüdiger; Probst, Thomas; Schlee, Winfried; Schobel, Johannes; Langguth, Berthold; Neff, Patrick; Spiliopoulou, Myra; Reichert, Manfred
In: International journal of data science and analytics - Cham, Switzerland : Springer International Publishing . - 2018 [Online First]
Personalized recommender systems for product-line configuration processes
Pereira, Juliana Alves; Matuszyk, Pawel; Krieter, Sebastian; Spiliopoulou, Myra; Saake, Gunter
In: Computer languages, systems and structures - Amsterdam [u.a.] : Elsevier Science . - 2018, insges. 21 S.
How do annotators label short texts? - toward understanding the temporal dynamics of tweet labeling
Räbiger, Stefan; Spiliopoulou, Myra; Saygın, Yücel
In: Information sciences - New York, NY : Elsevier Science Inc., Bd. 457/458 (2018), S. 29-47
Review of smart services for tinnitus self-help, diagnostics and treatments
Kalle, Sven; Schlee, Winfried; Pryss, Rüdiger C.; Probst, Thomas; Reichert, Manfred; Langguth, Berthold; Spiliopoulou, Myra
In: Frontiers in neuroscience - Lausanne : Frontiers Research Foundation - Vol. 12.2018, Art. 541, insgesamt 8 S.
Outpatient tinnitus clinic, self-help web platform, or mobile application to recruit tinnitus study samples?
Probst, Thomas; Pryss, Rüdiger C.; Langguth, Berthold; Spiliopoulou, Myra; Landgrebe, Michael; Vesala, Markku; Harrison, Stephen; Schobel, Johannes; Reichert, Manfred; Stach, Michael; Schlee, Winfried
In: Frontiers in aging neuroscience - Lausanne : Frontiers Research Foundation - Vol. 9.2018, Art. 113, insgesamt 7 Seiten
A framework for expert-driven subpopulation discovery and evaluation using subspace clustering for epidemiological data
Hielscher, Tommy; Niemann, Uli; Preim, Bernhard; Völzke, Henry; Ittermann, Till; Spiliopoulou, Myra
In: Expert systems with applications - Amsterdam [u.a.] : Elsevier Science, Bd. 113 (2018), S. 147-160
Personalized recommender systems for software product line configurations
Arriel, Juliana; Saake, Gunter; Spiliopoulou, Myra
In: Magdeburg, Dissertationn Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2018, xviii, 206 Seiten [Literaturverzeichnis: Seite [179]-206][Literaturverzeichnis: Seite [179]-206]
A system for the automatic detection and identification of engineered nanoparticles in scanning electron microscopy images
Kockentiedt, Stephen; Tönnies, Klaus; Spiliopoulou, Myra
In: Magdeburg, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2018, xxxi, 219 Seiten [Literaturverzeichnis: Seite 207-219][Literaturverzeichnis: Seite 207-219]
2017
Scalable online Top-N recommender systems
Jorge, Alípio M.; Vinagre, João; Domingues, Marcos; Gama, João; Soares, Carlos; Matuszyk, Pawel; Spiliopoulou, Myra
In: E-Commerce and Web Technologies - Cham : Springer . - 2017, S. 3-20 - (Lecture Notes in Business Information Processing; 278) [Konferenz: 17th International Conference, EC-Web 2016, Porto, Portugal, September 5-8, 2016]
Mobile crowdsensing for the juxtaposition of realtime assessments and retrospective reporting for neuropsychiatric symptoms
Pryss, Rudiger; Probst, Thomas; Schlee, Winfried; Schobel, Johannes; Langguth, Berthold; Neff, Patrick; Spiliopoulou, Myra; Reichert, Manfred
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017 / IEEE International Symposium on Computer-Based Medical Systems , 2017 - Piscataway, NJ : IEEE, S. 642-647 [Symposium: IEEE 30th International Symposium on Computer-Based Medical Systems, (CBMS)Thessaloniki, Greece, 22-24 June 2017]
Patient empowerment through summarization of discussion threads on treatments in a patient self-help forum
Dandage, Sourabh; Huber, Johannes; Janki, Atin; Niemann, Uli; Pryss, Rüdiger; Reichert, Manfred; Harrison, Steve; Vessala, Markku; Schlee, Winfried; Probst, Thomas; Spiliopoulou, Myra
In: Precision medicine powered by pHealth and connected health - Singapore : Springer Nature Singapore ; Maglaveras, Nicos . - 2017, S. 16-29 - (IFMBE proceedings; 66) [Konferenz: International Conference on Biomedical and Health Informatics, ICBHI 2017, Thessaloniki, Greece, 18-21 November 2017]
Visual analytics of missing data in epidemiological cohort studies
Alemzadeh, Shiva; Niemann, Uli; Ittermann, Till; Völzke, Henry; Schneider, Daniel; Spiliopoulou, Myra; Preim, Bernhard
In: VCBM 2017 - Eurographics Ass. [Workshop: Eurographics Workshop on Visual Computing for Biology and Medicine, VCBM 2017, Bremen, Germany, Bremen, Germany, September 07-08, 2017]
Subpopulation discovery and validation in epidemiological data
Alemzadeh, Shiva; Hielscher, Tommy; Niemann, Uli; Cibulski, Lena; Ittermann, Till; Völzke, Henry; Spiliopoulou, Myra; Preim, Bernhard
In: EuroVa 2017 - Eurographics ; Sedlmaier, Michael [Workshop: EuroVis Workshop on Visual Analytics, EuroVa 2017, Barcelona, Spain, June 12 - 13, 2017]
Combining subgroup discovery and clustering to identify diverse subpopulations in cohort study data
Niemann, Uli; Spiliopoulou, Myra; Preim, Bernhard; Ittermann, Till; Völzke, Henry
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017 / IEEE International Symposium on Computer-Based Medical Systems , 2017 - Piscataway, NJ : IEEE ; Bamidis, Panagiotis D., S. 582-587 [Symposium: IEEE 30th International Symposium on Computer-Based Medical Systems, (CBMS)Thessaloniki, Greece, 22-24 June 2017]
ICE - interactive classification rule exploration on epidemiological data
Schleicher, Miro; Ittermann, Till; Niemann, Uli; Völzke, Henry; Spiliopoulou, Myra
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017 / IEEE International Symposium on Computer-Based Medical Systems , 2017 - Piscataway, NJ : IEEE ; Bamidis, Panagiotis D., S. 606-611 [Symposium: IEEE 30th International Symposium on Computer-Based Medical Systems, (CBMS)Thessaloniki, Greece, 22-24 June 2017]
Studying the potential of multi-target classification to characterize combinations of classes with skewed distribution
Schneck, Arne; Kalle, Sven; Pryss, Rüdiger; Schlee, Winfried; Probst, Thomas; Langguth, Berthold; Landgrebe, Michael; Reichert, Manfred; Spiliopoulou, Myra
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017 / IEEE International Symposium on Computer-Based Medical Systems , 2017 - Piscataway, NJ : IEEE, S. 630-635 [Symposium: IEEE 30th International Symposium on Computer-Based Medical Systems, (CBMS)Thessaloniki, Greece, 22-24 June 2017]
Forgetting techniques for stream-based matrix factorization in recommender systems
Matuszyk, Pawel; Vinagre, João; Spiliopoulou, Myra; Jorge, Alípio Mário; Gama, João
In: Knowledge and information systems - London : Springer, Bd. 55 (2018), Heft 2, S. 275-304
Does tinnitus depend on time-of-day? - an ecological momentary assessment study with the TrackYourTinnitus application
Probst, Thomas; Pryss, Rüdiger Christoph; Langguth, Berthold; Rauschecker, Josef P.; Schobel, Johannes; Reichert, Manfred; Spiliopoulou, Myra; Schlee, Winfried; Zimmermann, Johannes
In: Frontiers in aging neuroscience - Lausanne : Frontiers Research Foundation - Vol. 9, Art. 253, insgesamt 9 S.
Stream-based semi-supervised learning for recommender systems
Matuszyk, Pawel; Spiliopoulou, Myra
In: Machine learning - Dordrecht [u.a.] : Springer Science + Business Media B.V . - 2017
Selective learning for recommender systems
Matuszyk, Pawel; Spiliopoulou, Myra
In: Magdeburg, Dissertation Otto-von-Guericke-Universität Magdeburg, Fakultät für Informatik 2017, 201 Seiten [Literaturverzeichnis: Seite 185-198][Literaturverzeichnis: Seite 185-198]
Visual subpopulation discovery and validation in epidemiological data
Alemzadeh, Shiva; Hielscher, Tommy; Niemann, Uli; Cibulski, Lena; Ittermann, Till; Völzke, Henry; Spiliopoulou, Myra; Preim, Bernhard
In: De.arxiv.org - [S.l.] : Arxiv.org . - 2017, insges. 12 S.
2016
SteM at SemEval-2016 Task 4 - applying active learning to improve sentiment classification
Räbiger, Stefan; Kazmi, Mishal; Saygın, Yücel; Schüller, Peter; Spiliopoulou, Myra
In: The 10th International Workshop on Semantic Evaluation - proceedings of the workshop , 2016 - Stroudsburg, PA : Association for Computational Linguistics (ACL) - 2016, Art. S16-1007, S. 64-70 [Kongress: 10th International Workshop on Semantic Evaluation (SemEval-2016), San Diego, California, USA, 16-17 June, 2016]
Identifying relevant features for a multi-factorial disorder with constraint-based subspace clustering
Hielscher, Tommy; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: IEEE 29th International Symposium on Computer-Based Medical Systems - Piscataway, NJ : IEEE . - 2016, S. 207-212 [Kongress: IEEE 29th International Symposium on Computer-Based Medical Systems (CBMS), 20 June 2016, Dublin, Ireland und 21 - 23 June 2016, Belfast, Nothern Ireland]
Investigating exploratory capabilities of uncertainty sampling using SVMs in active learning
Lang, Dominik; Kottke, Daniel; Krempl, Georg; Spiliopoulou, Myra
In: CEUR workshop proceedings - Aachen, Germany : RWTH Aachen, Bd. 1707 (2016), S. 25-34 [Kongress: Workshop on Active Learning: Applications, Foundations and Emerging Trends, AL@iKNOW 2016, Graz, Austria, October 18, 2016]
A feature-based personalized recommender system for product-line configuration
Pereira, Juliana Alves; Matuszyk, Pawel; Krieter, Sebastian; Spiliopoulou, Myra; Saake, Gunter
In: Proceedings of the 2016 ACM SIGPLAN International Conference on Generative Programming - New York, NY : ACM, S. 120-131 [Kongress: 2016 ACM SIGPLAN International Conference on Generative Programming, GPCE 2016, Amsterdam, Netherlands, October 31 - November 01, 2016]
Learning pressure patterns for patients with diabetic foot syndrome
Niemann, Uli; Spiliopoulou, Myra; Samland, Fred; Szczepanski, Thorsten; Grützner, Jens; Ming, Antao; Kellersmann, Juliane; Malanowski, Jan; Klose, Silke; Mertens, Peter R.
In: IEEE 29th International Symposium on Computer-Based Medical Systems / IEEE International Symposium on Computer-Based Medical Systems , 2016 - Piscataway, NJ : IEEE ; Kane, Bridget, S. 54-59 [Kongress: IEEE 29th International Symposium on Computer-Based Medical Systems (CBMS), 20 June 2016, Dublin, Ireland und 21 - 23 June 2016, Belfast, Nothern Ireland]
Multi-class probabilistic active learning
Kottke, Daniel; Krempl, Georg; Lang, Dominik; Teschner, Sebastian; Spiliopoulou, Myra
In: ECAI 2016 , 2016 - Amsterdam : IOS Press, S. 586 - 594 - (Frontiers in artificial intelligence and applications; 285) [Kongress: 22nd European Conference on Artificial Intelligence, ECAI 2016, The Hague, The Netherlands, 29 August-2 September, 2016]
Comparative clustering of plantar pressure distributions in diabetics with polyneuropathy may be applied to reveal inappropriate biomechanical stress
Niemann, Uli; Spiliopoulou, Myra; Szczepanski, Thorsten; Samland, Fred; Grützner, Jens; Senk, Dominik; Ming, Antao; Kellersmann, Juliane; Malanowski, Jan; Klose, Silke; Mertens, Peter R.
In: PLOS ONE - San Francisco, California, US : PLOS - Bd. 11 (2016), 8, Art.-Nr. e0161326, insges. 12 S.
2015
Semi-supervised learning for stream recommender systems
Matuszyk, Pawel; Spiliopoulou, Myra
In: Discovery Science , 1st ed. 2015 - Cham : Springer ; Japkowicz, Nathalie, S. 131-145 - (Lecture notes in computer science; 9356)
Ageing-based multinomial naive bayes classifiers over opinionated data streams
Wagner, Sebastian; Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Machine Learning and Knowledge Discovery in Databases , 1st ed. 2015 - Cham [u.a.] : Springer ; Appice, Annalisa, S. 401-416 - (Lecture notes in computer science; 9284)
Forgetting methods for incremental matrix factorization in recommender systems
Matuszyk, Pawel; Vinagre, João; Spiliopoulou, Myra; Jorge, Alípio Mário; Gama, João
In: Proceedings of the 30th Annual ACM Symposium on Applied Computing 2015 - New York, NY : ACM, S. 947-953
Clustering-based optimised probabilistic active learning (COPAL)
Krempl, Georg; Ha, Tuan Cuong; Spiliopoulou, Myra
In: Discovery Science , 1st ed. 2015 - Cham : Springer ; Japkowicz, Nathalie, S. 101-115 - (Lecture notes in computer science; 9356)
Probabilistic active learning in datastreams
Kottke, Daniel; Krempl, Georg; Spiliopoulou, Myra
In: Advances in intelligent data analysis XIV - Cham [u.a.] : Springer . - 2015, S. 145-157 - (Lecture notes in computer science; 9385)
Incremental active opinion learning over a stream of opinionated documents
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Arxiv - Ithaca, NY : Cornell University . - 2015, insges. 10 S. [Kongress: WISDOM'15 ; (Sidney) : 2015.08.10]
Learning relational user profiles and recommending items as their preferences change
Siddiqui, Zaigham Faraz; Tiakas, Eleftherios; Symeonidis, Panagiotis; Spiliopoulou, Myra; Manolopoulos, Yannis
In: International journal on artificial intelligence tools - Singapore [u.a.] : World Scientific Publ. - Vol. 24.2015, 2, Art. 1540009, insgesamt 31 S.
Discovering and monitoring product features and the opinions on them with OPINSTREAM
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Neurocomputing - Amsterdam : Elsevier - Vol. 150.2015, Part A, S. 318-330
Extracting opinionated (sub)features from a stream of product reviews using accumulated novelty and internal re-organization
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Information sciences - New York, NY : Elsevier Science Inc. . - 2015
A framework for validating the merit of properties that predict the influence of a twitter user
Räbiger, Stefan; Spiliopoulou, Myra
In: Expert systems with applications - Amsterdam [u.a.] : Elsevier Science, Bd. 42 (2015), Heft 5, S. 2824-2834
Predicting the post-treatment recovery of patients suffering from traumatic brain injury (TBI)
Siddiqui, Zaigham Faraz; Krempl, Georg; Spiliopoulou, Myra; Pena, Jose M.; Paul, Nuria; Maestro, Fernando
In: Brain Informatics - Heidelberg : Springer, Bd. 2 (2015), Heft 1, S. 33-44
Can we classify the participants of a longitudinal epidemiological study from their previous evolution?
Niemann, Uli; Hielscher, Tommy; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: 2015 IEEE 28th International Symposium on Computer-Based Medical Systems - Piscataway, NJ : IEEE ; Traina, Caetano, S. 121-126
Understanding and monitoring attitudes of product properties over time
Zimmermann, Max; Spiliopoulou, Myra
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2015, XIV, 185 S.
2014
Probabilistic active learning - a short proposition
Krempl, Georg; Kottke, Daniel; Spiliopoulou, Myra
In: ECAI 2014: 21st European Conference on Artificial Intelligence, 18-22 August 2014, Prague, Czech Republic ; including Prestigious applications of intelligent systems (PAIS 2014) ; proceedings - Amsterdam [u.a.]: IOS Press, S. 1049-1050 - (Frontiers in artificial intelligence and applications; 263)Kongress: PAIS 2014 (Prague : 2014.08.18-22)
Hoeffding-CF - neighbourhood-based recommendations on reliably similar users
Matuszyk, Pawel; Spiliopoulou, Myra
In: User modeling, adaptation and personalization: 22nd international conference, UMAP 2014, Aalborg, Denmark, July 7-11, 2014 ; proceedings - Berlin [u.a.]: Springer, S. 146-157 - (Lecture notes in computer science; 8538)
Are some brain injury patients improving more than others?
Siddiqui, Zaigham Faraz; Krempl, Georg; Spiliopoulou, Myra; Peña, Jose M.; Paul, Nuria; Maestu, Fernando
In: Brain Informatics and Health / Slezak , Dominik - Cham [u.a.] : Springer . - 2014, S. 376-387 - (Lecture notes in computer science; 8609) Kongress: BIH 2014 Warsaw, Poland 2014.08.11-14
Predicting the performance of collaborative filtering algorithms
Matuszyk, Pawel; Spiliopoulou, Myra
In: Proceedings of the 4th International Conference on Web Intelligence, Mining and Semantics (WIMS14) - New York, NY: ACM, 2014, Art. 38, insgesamt 6 S.
Probabilistic active learning - towards combining versatility, optimality and efficiency
Krempl, Georg; Kottke, Daniel; Spiliopoulou, Myra
In: Discovery Science / Džeroski , Sašo - Cham [u.a.] : Springer ; Džeroski, Sašo *1968-* . - 2014, S. 168-179 - (Lecture Notes in Computer Science; 8777) Kongress: DS 2014 17 Bled, Slovenia 2014.10.08-10
xStreams - recommending items to users with time-evolving preferences
Siddiqui, Zaigham Faraz; Tiakas, Eleftherios; Symeonidis, Panagiotis; Spiliopoulou, Myra; Manolopoulos, Yannis
In: Proceedings of the 4th International Conference on Web Intelligence, Mining and Semantics (WIMS14) - New York, NY: ACM, 2014, Art. 22, insgesamt 12 S.
Mining longitudinal epidemiological data to understand a reversible disorder
Hielscher, Tommy; Spiliopoulou, Myra; Völzke, Heinz; Kühn, Jens-Peter
In: Advances in Intelligent Data Analysis XIII / Blockeel , Hendrik - Cham [u.a.] : Springer ; Blockeel, Hendrik . - 2014, S. 120-130 - (Lecture Notes in Computer Science; 8819) Kongress: IDA 2014 13 Leuven, Belgium 2014.10.30-11.01
Selective forgetting for incremental matrix factorization in recommender systems
Matuszyk, Pawel; Spiliopoulou, Myra
In: Discovery Science / Džeroski , Sašo - Cham [u.a.] : Springer ; Džeroski, Sašo *1968-* . - 2014, S. 204-215 - (Lecture Notes in Computer Science; 8777) Kongress: DS 2014 17 Bled, Slovenia 2014.10.08-10
Interactive medical miner - interactively exploring subpopulations in epidemiological datasets
Niemann, Uli; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: Machine Learning and Knowledge Discovery in Databases / Calders , Toon - Berlin, Heidelberg : Springer . - 2014, S. 460-463 - (Lecture notes in computer science; 8726) Kongress: ECML PKDD 2014 Nancy, France 2014.09.15-19
A semi-supervised self-adaptive classifier over opinionated streams
Zimmerann, M.; Ntoutsi, E.; Spiliopoulou, Myra
In: IEEE International Conference on Data Mining workshop (ICDMW), 2014: 14 Dec. 2014, Shenzhen, China - Piscataway, NJ: IEEE, S. 425-432
Adaptive semi supervised opinion classifier with forgetting mechanism
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Proceedings of the 29th Annual ACM Symposium on Applied Computing 2014: Gyeongju, Korea, March 24 - 28, 2014 - New York, NY: ACM, S. 805-812Kongress: SAC 29 (Gyeongju : 2014.03.24-28)
Using participant similarity for the classification of epidemiological data on hepatic steatosis
Hielscher, Tommy; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: 2014 IEEE 27th International Symposium on Computer-Based Medical Systems (CBMS): 27 - 29 May 2014, New York, New York, USA - Piscataway, NJ: IEEE, insges. 7 S.Kongress: CBMS 27 (New York : 2014.05.27-29)
Subpopulation discovery in epidemiological data with subspace clustering
Niemann, Uli; Spiliopoulou, Myra; Völzke, Henry; Kühn, Jens-Peter
In: Foundations of computing and decision sciences - Berlin: de Gruyter Open, Bd. 39 (2014), 4, S. 271-300
Summarizing dynamic Social Tagging Systems
Gabriel, Hans-Henning; Spiliopoulou, Myra; Nanopoulos, Alexandros
In: Expert systems with applications: an international journal - Amsterdam [u.a.]: Elsevier Science, Bd. 41.2014, 2, S. 457-469
Open challenges for data stream mining research
Krempl, Georg; Zliobaite, Indre; Brzezinski, Dariusz; Hüllermeier, Eyke; Last, Mark; Lemaire, Vincent; Noack, Tino; Shaker, Ammar; Sievi, Sonja; Spiliopoulou, Myra; Stefanowski, Jerzy
In: ACM SIGKDD explorations newsletter - New York, NY: ACM, Bd. 16.2014, 1, insges. 10 S.
Learning and inspecting classification rules from longitudinal epidemiological data to identify predictive features on hepatic steatosis
Niemann, Uli; Völzke, Henry; Kühn, Jens-Peter; Spiliopoulou, Myra
In: Expert systems with applications: an international journal - Amsterdam [u.a.]: Elsevier Science, Bd. 41 (2014), 11, S. 5405-5415
Data analysis, machine learning and knowledge discovery
Spiliopoulou, Myra; Schmidt-Thieme, Lars; Janning, Ruth
In: Heidelberg [u.a.]: Springer, 2014, XXI, 470 S. - (Studies in classification, data analysis, and knowledge organization), ISBN: 978-3-319-01594-1 Kongress: GfKI Conference on Data Analysis, Machine Learning and Applications 36 Hildesheim 2012.08.01-03[Literaturangaben; This volume contains the revised versions of selected papers presented during the 36th Annual Conference of the German Classification Society (GfKl). The conference hosted by the University of Hildesheim, Germany, together with the Otto-von-Guericke-Universität of Magdeburg, Germany, in August 2012.]
2013
Correcting the usage of the hoeffding inequality in stream mining
Matuszyk, Pawel; Krempl, Georg; Spiliopoulou, Myra
In: Advances in Intelligent Data Analysis XII / Tucker , Allan - Berlin, Heidelberg : Springer ; Tucker, Allan . - 2013, S. 298-309 - (Lecture Notes in Computer Science; 8207) Kongress: IDA 2013 12 London 2013.10.17-19
Classification of benign and malignant DCE-MRI breast tumors by analyzing the most suspect region
Saalfeld, Sylvia; Niemann, Uli; Preim, Uta; Preim, Bernhard; Spiliopoulou, Myra
In: Bildverarbeitung für die Medizin 2013 / Meinzer , Hans-Peter - Berlin, Heidelberg : Springer ; Meinzer, Hans-Peter, S. 45-50 Kongress: Bildverarbeitung für die Medizin Heidelberg 2013.03.03-05
Extracting opinionated (sub)features from a stream of product reviews
Zimmermann, Max; Ntoutsi, Eirini; Spiliopoulou, Myra
In: Discovery Science / Fürnkranz , Johannes - Berlin, Heidelberg : Springer . - 2013, S. 340-355 - (Lecture notes in computer science; 8140) Kongress: DS 16 Singapore 2013.10.06-09
Framework for storing and processing relational entities in stream mining
Matuszyk, Pawel; Spiliopoulou, Myra
In: Advances in knowledge discovery and data mining ; Pt. 2. - Berlin [u.a.] : Springer, S. 497-508, 2013 - (Lecture Notes in Computer Science; 7819)Kongress: PAKDD 2013; 17 (Gold Coast, Australia) : 2013.04.14-17
Reference process flows for telecommunication companies
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Business & information systems engineering. - Wiesbaden : Gabler, Bd. 5.2013, 2, S. 83-96
Referenzprozessabläufe für Telekommunikationsunternehmen
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Wirtschaftsinformatik. - Berlin : Springer, Bd. 55.2013, 2, S. 83-97
Mining perennial objects
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2013, XXII, 173 S., graph. Darst.
Entwicklung einer referenzmodellbasierten Unternehmensarchitektur für die Telekommunikationsindustrie
Czarnecki, Christian; Spiliopoulou, Myra; Turowski, Klaus
In: Berlin: Logos-Verl., Zugl.: Magdeburg, Univ., Fak. für Informatik, Diss., 2013, XX, 204 S., ISBN: 3-8325-3510-1
Visually summarizing semantic evolution in document streams with topic table
Gohr, Andrè; Spiliopoulou, Myra; Hinneburg, Alexander
In: Knowledge discovery, knowledge engineering and knowledge management - Berlin : Springer . - 2013, S. 136-150
2012
Where are we going? - predicting the evolution of individuals
Siddiqui, Zaigham Faraz; Oliveira, Márcia; Gama, João; Spiliopoulou, Myra
In: Advances in intelligent data analysis XI. - Berlin [u.a.] : Springer, S. 357-368, 2012 - (Lecture Notes in Computer Science; 7619)Kongress: IDA 2012; 11 (Helsinki) : 2012.10.25-27
Framework for computer aided analysis of medical protocols in a hospital
Schult, Rene; Matuszyk, Pawel; Spiliopoulou, Myra
In: HEALTHINF 2012. - SciTePress, S. 225-230Kongress: HEALTHINF; (Vilamoura, Portugal) : 2012.02.01-04
Transformation in Telecommunication - Analyse und Clustering von Real-life Projekten
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Multikonferenz Wirtschaftsinformatik 2012/ MKWI - Berlin: Gito . - 2012, S. 985-998
Tranformation in Telecummunication - Analyse und Clustering von Real-life Projekten
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Multikonferenz Wirtschaftsinformatik 2012. - Berlin : Gito, S. 985-997Kongress: MKWI; (Braunschweig) : 2012.02.29-03.02
Discovering global and local bursts in a stream of news
Zimmermann, max; Ntoutsi, Irene; Siddiqui, Zaigham Faraz; Spiliopoulou, Myra; Kriegel, Hans-Peter
In: The 27th annual ACM Symposium on Applied Computing. - New York, NY : ACM, S. 807-812, 2012Kongress: SAC; 27 (Riva del Garda, Italy) : 2012.03.26-30
Label monitoring on document streams
Schult, René; Spiliopoulou, Myra; Nürnberger, Andreas
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2012, 101 Bl.
Knowledge representation with condensed set-valued attributes
Rügheimer, Frank Christopher; Kruse, Rudolf; Spiliopoulou, Myra
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2012, XI, 178 S., graph. Darst.
LWA 2011 - Otto-von-Guericke-Universität Magdeburg, 28. - 30. September 2011 - technical report ; report of the symposium "Lernen, Wissen, Adaptivität 2011" of the GI special interest groups KDML, IR and WM
Spiliopoulou, Myra; Nürnberger, Andreas; Schult, Rene
In: Magdeburg: Univ., 2011; Online-Ressource (PDF-Datei: 324 S.)Kongress: LWA; (Magdeburg) : 2011.09.28-30
Guest editorial: special issue on a decade of mining the Web
Spiliopoulou, Myra; Mobasher, Bamshad; Nasraoui, Olfa; Zaiane, Osmar
In: Data mining and knowledge discovery : DMKD. - Norwell, Mass : Springer Science + Business Media, LCC, Bd. 24.2012, 3, S. 473-477
A holistic framework for the implementation of a next generation network
Czarnecki, Christian; Spiliopoulou, Myra
In: International journal of business information systems: IJBIS - Olney, Bucks.: Inderscience Enterprises, 2005, Bd. 9.2012, 4, S. 385-401
A semi-supervised incremental clustering algorithm for streaming data
Halkidi, Maria; Spiliopoulou, Myra; Pavlou, Aikaterini
In: Advances in knowledge discovery and data mining. - Berlin [u.a.] : Springer, S. 578-590, 2012 - (Lecture notes in computer science; 7301)Kongress: PAKDD; 16 (Kuala Lumpur, Malaysia) : 2012.05.29-06.01
2011
Making business systems in the telecommunication industry more customer-oriented
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Information Systems Development. - New York, NY : Springer Science+Business Media, LLC, S. 169-180, 2011
Evolution in social networks - a survey
Spiliopoulou, Myra
In: Social network data analytics. - New York, NY [u.a.] : Springer, S. 149-170, 2011
Text mining and applications in life sciences
Hinneburg, Alexander; Brass, Stefan; Seidl, Thomas; Spiliopoulou, Myra
In: Halle, Univ., Naturwissenschaftliche Fakultät III, Habil.-Schr., 2011, Online-Ressource (152 S. = 2,57 mb) [Tag der Verteidigung: 13.01.2011][Tag der Verteidigung: 13.01.2011]
Prediction of surgery duration using empirical anesthesia protocols
Schult, Rene; Matuszyk, Pawel; Spiliopoulou, Myra
In: The first International Workshop on Knowledge Discovery in Health Care and Medicine. - Athen, insges. 12 S., 2011Kongress: KDHCM; 1 (Athen) : 2011.09.09
A data generator for multi-stream data
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra; Panagiotis, Symeonidis; Eleftherios, Tiakas
In: The second International Workshop on Mining Ubiquitous and Social Environments, MUSE '11, September 5, 2011 Athens, Greece, insges. 8 S.
Extracting cross references from life science databases for search result ranking
Bachmann, Anja; Schult, René; Spiliopoulou, Myra
In: Proceedings of the 2011 ACM International Conference on Information and Knowledge Management & co-located workshops. - New York, NY : ACM, S. 1253-1258
On the distinctiveness of tags in collaborative tagging systems
Gohr, André; Hinneburg, Alexander; Spiliopoulou, Myra; Usbeck, Ricardo
In: Proceedings of the International Conference on Web Intelligence, Mining and Semantics, WIMS'11. - New York : ACM, insges. 5 S., 2011
Dealing with concept drift and class imbalance in multi-label stream classification
Spyromitros Xioufis, Eleftherios; Spiliopoulou, Myra; Tsoumakas, Grigorios; Vlahavas, Ioannis
In: Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence ; Vol. 2. - Menlo Park, Calif. : AAAI Press [u.a.], S. 1583-1588, 2011Kongress: IJCAI; 22 (Barcelona, Spain) : 2011.07.16-22
Summarizing cluster evolution in dynamic environments
Ntoutsi, Irene; Spiliopoulou, Myra; Theodoridis, Yannis
In: Computational science and its applications - ICCSA 2011 ; Pt. 2. - Berlin [u.a.] : Springer, S. 562-577 - (Lecture notes in computer science; 6783)Kongress: ICCSA; 11 (Santander) : 2011.06.20-23
Online clustering of high-dimensional trajectories under concept drift
Krempl, Georg; Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Machine learning and knowledge discovery in databases ; Pt. 2. - Heidelberg [u.a.] : Springer, S. 261-276, 2011 - (Lecture notes in computer science; 6912)Kongress: ECML PKDD; (Athens) : 2011.09.05-09
Classification rule mining for a stream of perennial objects
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Proceedings of the 5th international conference on Rule-based reasoning, programming, and applications, Barcelona, 2011
Query-Sets ++ - a scalable approach for modeling web sites
Poblete, Barbara; Spiliopoulou, Myra; Mendoza, Marcelo
In: String processing and information retrieval. - Heidelberg [u.a.] : Springer, S. 129-134, 2011 - (Lecture notes in computer science; 7024)Kongress: SPIRE; 18 (Pisa) : 2011.10.17-21
Summarization meets visualization on online social networks
Gabriel, Hans-Henning; Spiliopoulou, Myra; Stachtiari, Emmanouela; Vakali, Athina
In: IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT), 2011. - Piscataway, NJ : IEEE, S. 475-478Kongress: WI-IAT 2011; (Lyon, France) : 2011.08.22-27
2010
Wissensmanagement kleiner und mittelständischer Unternehmen in Zeiten demographischen Wandels
Peters, Sibylle; Spengler, Thomas; Spiliopoulou, Myra
In: Wertschöpfungsmanagement im Mittelstand. - Wiesbaden : Gabler, S. 43-69, 2010
Eigenvector-based clustering using aggregated similarity matrices
Gabriel, Hans-Henning; Spiliopoulou, Myra; Nanopoulos, Alexandros
In: Applied computing 2010. - New York, NY : ACM, S. 1083-1087Kongress: ACM Symposium on Applied Computing; 25 (Sierre, Switzerland) : 2010.03.22-26
Ontology learning from semi-structured Web documents
Brunzel, Marko; Spiliopoulou, Myra
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2010, XIII, 223 S., graph. Darst., 30 cm
Special issue: 13th International Conference on Natural Language and Information Systems (NLDB 2008) - five selected and extended papers
Kapetanios, Epaminondas; Sugumaran, V.; Spiliopoulou, Myra
In: St. Louis, Mo.: Elsevier, 2010; S. 249-316 - (Data & knowledge engineering; 69.2010,3)Kongress: International Conference on Natural Language and Information Systems ; 13 (London, UK) : 2008.06.24-27NLDB; 13 (London, UK) : 2008.06.24-27
Visually summarizing the evolution of documents under a social tag
Gohr, Andre; Spiliopoulou, Myra; Hinneburg, Alexander
In: Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - [S.l.] : SciTePress . - 2010, S. 85-94
Services in electronic telecommunication markets: a framework for planning the virtualization of processes
Czarnecki, Christian; Winkelmann, Axel; Spiliopoulou, Myra
In: Electronic markets: the international journal on networked business - Heidelberg: Springer, 1991, Bd. 20.2010, 3/4, S. 197-207
Privacy-preserving query log mining for business confidentiality protection
Poblete, Barbara; Spiliopoulou, Myra; Baeza-Yates, Ricardo
In: ACM transactions on the web. - New York, NY : ACM, Bd. 4.2010, 3, insges. 20 S.
Novel data stream pattern mining report on the StreamKDD'10 workshop
Dunham, Margaret H.; Hahsler, Michael; Spiliopoulou, Myra
In: SIGKDD explorations. - New York, NY : ACM, Bd. 12.2010, 2, S. 54-55
Tree Induction over Perennial Objects
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Scientific and Statistical Database Management, 22nd International Conference, SSDBM 2010, Heidelberg, Germany, June 30-July 2, Proceedings
Automated constraint selection for semi-supervised clustering algorithm
Ruiz, Carlos; Carlos, G. Vallejo; Spiliopoulou, Myra; Menasalvas, Ernestina
In: Current topics in artificial intelligence. - Berlin [u.a.] : Springer, S. 151-160, 2010 - (Lecture notes in computer science ; 5988)Kongress: CAEPIA; 13 (Seville) : 2009.11.09-13
Stream Clustering of Growing Objects
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Discovery Science, 12th International Conference, DS 2009, Porto, Portugal, October 3-5, 2009, Proceedings
2009
How does the implementation of a next generation network influence a telecommunication company?
Czarnecki, Christian; Heuser, Marcus; Spiliopoulou, Myra
In: Online Proceedings of the European and Mediterranean Conference on Information Systems (EMCIS). - Brunel University, insges. 11 S., 2009[Track: Enterprise Systems, Artikel C34]
Knowledge discovery enhanced with semantic and social information
Berendt, Bettina; Mladenič, Dunja; Gemmis, Marco; Semeraro, Giovanni; Spiliopoulou, Myra; Stumme, Gerd; Svátek, Vojtěch; Železný, Filip
In: Heidelberg: Springer, 2009, X, 143 S. - (Studies in computational intelligence; Vol. 220), ISBN: 978-3-642-01890-9 Kongress: European Conference on Principles and Practice of Knowledge Discovery in Databases 11 Warsaw 2007.09.17-21[Literaturangaben]
Advances in web mining and web usage analysis - 9th International Workshop on Knowledge Discovery on the Web, WebKDD 2007 and 1st International Workshop on Social Networks Analysis, SNA-KDD 2007, San Jose, CA, USA, August 12-15, 2007 ; revised papers
Zhang, Haizheng; Spiliopoulou, Myra; Mobasher, Bamshad; Giles, C. Lee; McCallum, Andrew; Nasraoui, Olfa; Srivastava, Jaideep; Yen, John
In: Heidelberg [u.a.]: Springer, 2009, X, 153 S. - (Lecture notes in computer science; 5439; Lecture notes in artificial intelligence), ISBN: 978-3-642-00527-5 Kongress: International Workshop on Social Networks Analysis 1 San Jose, CA 2007.08.12-15[Literaturangaben]
Advances in Web Mining and Web Usage Analysis
Nasraoui, Olfa; Spiliopoulou, Myra; Srivastava, Jaideep; Mobasher, Bamshad; Masand, Brij
In: 8th Int.\ Workshop on Knowledge Discovery on the Web, WebKDD 2008, Revised Papers
Topic evolution in a stream of documents
Gohr, André; Hinneburg, Alexander; Schult, René; Spiliopoulou, Myra
In: Proceedings of the Ninth SIAM International Conference on Data Mining , 2009 , [Elektronische Ressource] - Philadelphia : SIAM, insges. 12 S.
Finding stops in error-prone tTrajectories of moving objects with time-based clustering
Zimmermann, Max; Spiliopoulou, Myra; Kirste, Thomas
In: IMC 2009. - [Marburg] : Blista, S. 275-286Kongress: IMC 2009; 13 (Marburg) : 2009.07.14-17
Website Privacy Preservation for Query Log Publishing
Poblete, Barbara; Spiliopoulou, Myra; Baeza-Yates, Ricardo
In: Privacy, Security, and Trust in KDD - First ACM SIGKDD International Workshop, PinKDD 2007, San Jose, CA, USA, August 12, 2007, Revised, Selected Papers
On Exploiting the Power of Time in Data Mining
Böttcher, Mirko; Höppner, Frank; Spiliopoulou, Myra
In: SIGKDD Explorations, 2008
Density-based semi-supervised clustering
Ruiz, Carlos; Spiliopoulou, Myra; Menasalvas, Ernestina
In: Data mining and knowledge discovery. - Dordrecht [u.a.] : Springer Science + Business Media B.V, 2009
Tracing cluster transitions for different cluster types
Ntoutsi, Irene; Spiliopoulou, Myra; Theodoridis, Yannis
In: Control and cybernetics. - Warszawa : SRI PAS, Bd. 38.2009, 1, S. 239-259
C-DenStream - using domain knowledge on a data stream
Ruiz, Carlos; Menasalvas, Ernestina; Spiliopoulou, Myra
In: Discovery science. - Berlin [u.a.] : Springer, S. 287-301, 2009 - (Lecture notes in computer science; 5808)Kongress: DS; 12 (Porto) : 2009.10.03-05
Spectral clustering in social-tagging systems
Nanopoulos, Alexandros; Gabriel, Hans-Henning; Spiliopoulou, Myra
In: Web information systems engineering - WISE 2009. - Berlin [u.a.] : Springer, S. 87-100 - (Lecture notes in computer science; 5802)Kongress: WISE; 10 (Poznan) : 2009.10.05-07
Combining Multiple Interrelated Streams for Incremental Clustering
Siddiqui, Zaigham Faraz; Spiliopoulou, Myra
In: Scientific and Statistical Database Management, 21st International Conference, SSDBM 2009, New Orleans, LA, USA, June 2-4, 2009, Proceedings
Imprecision, diversity and uncertainty - disentangling theads in uncertainty management
Spiliopoulou, Myra; Keulen, Maurice van; Lenz, Hans-Joachim; Wijsen, Jef; Renz, Matthias; Kruse, Rudolf; Stern, Mirco
In: Uncertainty mnagement in information systems. - [Wadern] : Leibnitz-Zentrum für Informatik, insges. 3 S., 2009 - (Dagstuhl seminar proceedings; 08421)Kongress: Dagstuhl Seminar; : (Wandern) ; 2008.10.12-17
Discovering groups of sibling terms from web documents with XTREEM-SG
Brunzel, Marko; Spiliopoulou, Myra
In: , S. 126-155, 2008 - (Lecture notes in computer science; 5383)Kongress: EKAW 2006; 15 (Podebrady, Czech Republic) : 2006.10.
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