Prof. Spiliopoulou

Prof. Dr. rer. nat. habil. Myra Spiliopoulou
Institut für Technische und Betriebliche Informationssysteme (ITI)
Aktuelle Projekte
- Annotator-Machine-Interaction
Laufzeit: 01.01.2015 - 31.12.2023 - UNITI - Unification of Treatments and Interventions for Tinnitus Patients
Laufzeit: 01.01.2020 - 31.03.2023 - Entity-Centric Learning on Streams
Laufzeit: 16.03.2017 - 15.03.2023 - Mining methods for the analysis of EHR records of tinnitus patients
Laufzeit: 08.08.2018 - 31.12.2022 - Entwicklung eines Test zur Diagnostik von Immunkompetenz bei SeniorInnen mit Hilfe von Data-mining Methoden (ImmunLearning)
Laufzeit: 01.03.2018 - 30.09.2022
Abgeschlossene Projekte
- QUALIMAN: Qualitätssicherung Master DKE, DigiEng..
Laufzeit: 15.05.2018 - 31.12.2021 - ESIT: European School for Interdisciplinary Tinnitus Research
Laufzeit: 01.04.2017 - 31.03.2021 - CHRODIS PLUS Joint Action
Laufzeit: 01.09.2017 - 31.08.2020 - Stream Mining Methods for Prediction on Trajectories of Medical Data
Laufzeit: 01.03.2017 - 29.02.2020 - Medical Mining for Epidemiology and Clinical Research
Laufzeit: 01.01.2018 - 31.12.2019 - Medical Mining with Supervised and Semisupervised Methods
Laufzeit: 01.12.2013 - 30.11.2019 - OSCAR: Ensemble-Methoden und Methoden des aktiven Lernens für die Klassifikation von Meinungsströmen
Laufzeit: 01.02.2017 - 31.10.2019 - Dynamic Recommender Systems
Laufzeit: 01.04.2013 - 01.04.2018 - Medical Mining
Laufzeit: 01.01.2013 - 01.01.2018 - Drift Mining
Laufzeit: 01.10.2011 - 30.09.2016 - Probabilistic Active Learning
Laufzeit: 01.07.2015 - 30.09.2016 - IMPRINT: Inkrementelles Data Mining für multi-relationale Objekte
Laufzeit: 15.06.2011 - 31.12.2014 - Tracking people's perception of products over time with Opinion Stream Mining
Laufzeit: 01.10.2011 - 15.06.2014 - Inkrementelles Multirelationales Lernen
Laufzeit: 01.07.2008 - 31.03.2013 - Recommendation Engines for the Web 2.0
Laufzeit: 01.01.2011 - 31.12.2012 - Data Mining Methoden zur Unterstuetzung der OP-Planung
Laufzeit: 01.01.2011 - 30.08.2012 - Data Mining auf medizinischen Protokolldaten
Laufzeit: 01.10.2010 - 30.08.2012 - Wissensentdeckung auf multidimensionalen Datenbeständen
Laufzeit: 01.07.2008 - 30.06.2011 - Pattern Evolution in Text Mining
Laufzeit: 01.03.2006 - 14.02.2011 - KO-RFID: Effiziente Kollaboration in RFID-gestützten Logistiknetzen
Laufzeit: 01.10.2006 - 30.09.2009 - Wissensteilung in Organisationen durch Online Communities
Laufzeit: 01.01.2005 - 31.05.2009 - PARMENIDES "Ontology-driven temporal text mining on organisational data for extracting temporal valid knowledge"
Laufzeit: 01.08.2002 - 30.04.2005 - DIAsDEM-2 "Integration von Altlastdaten und semistrukturierten Dokumenten mit Data-Mining Verfahren"
Laufzeit: 01.02.2003 - 15.11.2004
2022
Begutachteter Zeitschriftenartikel
Dimensions of tinnitus-related distress
In: Brain Sciences - Basel: MDPI AG, Bd. 12 (2022), 2, insges. 13 S.
Juxtaposing medical centers using different questionnaires through score predictors
In: Frontiers in neuroscience - Lausanne: Frontiers Research Foundation, Bd. 16 (2022), insges. 12 S.
2021
Begutachteter Zeitschriftenartikel
Immune-checkpoint blockade of CTLA-4 (CD152) in antigen-specific human T-cell responses differs profoundly between neonates, children, and adults
In: OncoImmunology - Abingdon: Taylor & Franics, 2012, Bd. 10 (2021), 1, insges. 12 S.
Potential of point-of-care and at-home assessment of immune status via rapid cytokine detection and questionnaire-based anamnesis
In: Sensors - Basel: MDPI, 2001, Bd. 21 (2021), 15, insges. 33 S.
Assessing the difficulty of annotating medical data in crowdworking with help of experiments
In: PLOS ONE - San Francisco, California, US: PLOS, Bd. 16 (2021), 7, insges. 26 S.
LAC: Latent Authorial Clustering of shorter texts
In: Software impacts - [Amsterdam]: Elsevier ScienceDirect, Bd. 10 (2021), insges. 3 S.
Buchbeitrag
Circadian conditional granger causalities on ecological momentary assessment data from an mHealth app
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems: proceedings : 7-9 July 2021, virtual event - Piscataway, NJ: IEEE; Almeida, João Rafael . - 2021
Discovery of patient phenotypes through multi-layer network analysis on the example of tinnitus
In: 2021 IEEE International Conference on Data Science and Advanced Analytics - Piscataway, NJ: IEEE . - 2021, insges. 10 S.
Using big data to develop a clinical decision support system for tinnitus treatment
In: The Behavioral Neuroscience of Tinnitus - Cham: Springer International Publishing; Searchfield, Grant D. . - 2021, S. 175-189 - (Current topics in behavioral neurosciences; volume 51)
User-centric vs whole-stream learning for EMA prediction
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems: proceedings : 7-9 July 2021, virtual event - Piscataway, NJ: IEEE; Almeida, João Rafael . - 2021
A framework for authorial clustering of shorter texts in latent semantic spaces
In: Advances in Intelligent Data Analysis XIX: 19th International Symposium on Intelligent Data Analysis, IDA 2021, Porto, Portugal, April 2628, 2021, Proceedings - Cham: Springer International Publishing; Abreu, Pedro Henriques . - 2021, S. 301-312 - (Lecture Notes in Computer Science; 12695)
Juxtaposing 5G coronavirus tweets with general coronavirus tweets during the early months of coronavirus outbreak
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems: proceedings : 7-9 July 2021, virtual event - Piscataway, NJ: IEEE; Almeida, João Rafael . - 2021
Love thy neighbours - a framework for error-driven discovery of useful neighbourhoods for one-step forecasts on EMA data
In: 2021 IEEE 34th International Symposium on Computer-Based Medical Systems: proceedings : 7-9 July 2021, virtual event - Piscataway, NJ: IEEE; Almeida, João Rafael . - 2021
Dissertation
Intelligent assistance for expert-driven subpopulation discovery in high-dimensional timestamped medical data
In: Magdeburg, 2021, ix, 185 Seiten, Illustrationen, Diagramme, 30 cm
2020
Begutachteter Zeitschriftenartikel
Machine learning identifies the dynamics and influencing factors in an auditory category learning experiment
In: Scientific reports - [London]: Macmillan Publishers Limited, part of Springer Nature, Volume 10(2020), article-number 6548, 12 Seiten
Active feature acquisition on data streams under feature drift
In: Annals of telecommunications - Paris: Lavoisier, Bd. 75 (2020), 9/10, S. 597-611
Resource management for model learning at entity level
In: Annals of telecommunications - Paris: Lavoisier, Bd. 75 (2020), S. 549-561
Efficient processing of geospatial mhealth data using a scalable crowdsensing platform
In: Sensors - Basel: MDPI, Volume 20 (2020), issue 12, article 3456, 21 Seiten
Development and internal validation of a depression severity prediction model for tinnitus patients based on questionnaire responses and socio-demographics
In: Scientific reports - [London]: Macmillan Publishers Limited, part of Springer Nature, Volume 10 (2020), article number 4664, 9 Seiten
Gender-specific differences in patients with chronic tinnitus-baseline characteristics and treatment effects
In: Frontiers in neuroscience - Lausanne: Frontiers Research Foundation, Volume 14 (2020), article 487, 11 Seiten
Phenotyping chronic tinnitus patients using self-report questionnaire data - cluster analysis and visual comparison
In: Scientific reports - [London]: Macmillan Publishers Limited, part of Springer Nature, Bd. 10 (2020), insges. 10 S.
Plantar temperatures in stance position - a comparative study with healthy volunteers and diabetes patients diagnosed with sensoric neuropathy
In: EBioMedicine - Amsterdam [u.a.]: Elsevier, 2014, Volume 54.2020, article 102712, 11 Seiten
Tinnitus-related distress after multimodal treatment can be characterized using a key subset of baseline variables
In: PLOS ONE - San Francisco, California, US: PLOS, 15 (2020), 1, article e0228037, insgesamt 18 Seiten
Understanding adherence to the recording of ecological momentary assessments in the example of tinnitus monitoring
In: Scientific reports - [London]: Macmillan Publishers Limited, part of Springer Nature, Volume 10(2020), article number 22459, 13 Seiten
The effect of non-personalised tips on the continued use of self-monitoring mHealth applications
In: Brain Sciences - Basel: MDPI AG, Volume 10(2020), issue 12, article 924, 13 Seiten
Buchbeitrag
Multivariate time series as images - imputation using convolutional denoising autoencoder
In: Advances in Intelligent Data Analysis XVIII: 18th International Symposium on Intelligent Data Analysis, IDA 2020, Konstanz, Germany, April 2729, 2020, Proceedings - Cham: Springer International Publishing, 2020; Berthold, Michael R. . - 2020, insges. 13 S. - (Lecture notes in computer science; 12080)
Predicting the health condition of mHealth app users with large differences in the number of recorded observations - where to learn from?
In: Discovery Science: 23rd International Conference, DS 2020, Thessaloniki, Greece, October 1921, 2020, Proceedings - Cham: Springer International Publishing, 2020; Appice, Annalisa . - 2020, S. 659-673 - ( Lecture Notes in Computer Science; volume 12323)
2019
Begutachteter Zeitschriftenartikel
Visual analysis of missing values in longitudinal cohort study data
In: Computer graphics forum: the international journal of the Eurographics Association - Oxford: Wiley-Blackwell . - 2019
Editorial: Towards an understanding of tinnitus heterogeneity
In: Frontiers in aging neuroscience - Lausanne: Frontiers Research Foundation, Vol. 11.2019, Art. 53, insgesamt 7 S.
Introduction to the special issue on social data analytics in medicine and healthcare
In: International journal of data science and analytics - Cham, Switzerland: Springer International Publishing, 2019
Entity-level stream classification - exploiting entity similarity to label the future observations referring to an entity
In: International journal of data science and analytics - Cham, Switzerland: Springer International Publishing . - 2019
Buchbeitrag
Exploiting entity information for stream classification over a stream of reviews
In: Applied computing 2019: the 34th Annual ACM Symposium on Applied Computing : Limassol, Cyprus, April 8-12, 2019/ Annual ACM Symposium on Applied Computing - [New York, NY]: Association for Computing Machinery, Inc. (ACM) . - 2019, S. 564-573
Towards a hierarchical approach for outlier detection in industrial production settings
In: CEUR workshop proceedings - Aachen, Germany: RWTH Aachen, Bd. 2322 (2019), S. 1-4
Assessing the reliability of crowdsourced labels via Twitter
In: CEUR workshop proceedings - Aachen, Germany: RWTH Aachen, Bd. 2454 (2019), S. 115-126
Active feature acquistion for opinion stream classication under drift
In: CEUR workshop proceedings - Aachen: RWTH, Bd. 2444.2019, S. 108-111 ; [Workshop on Interactive Adaptive Learning, IAL 2019, Würzburg, Germany, September 16, 2019]
Dissertation
Exploiting background knowledge on evolving objects to identify relevant dimensions for classification
In: Magdeburg, 2019, xv, 137 Seiten, Diagramme, 30 cm ; [Literaturverzeichnis: Seite 121-135]
2018
Begutachteter Zeitschriftenartikel
A framework for expert-driven subpopulation discovery and evaluation using subspace clustering for epidemiological data
In: Expert systems with applications: an international journal - Amsterdam [u.a.]: Elsevier Science, Bd. 113 (2018), S. 147-160
Review of smart services for tinnitus self-help, diagnostics and treatments
In: Frontiers in neuroscience - Lausanne: Frontiers Research Foundation, Vol. 12.2018, Art. 541, insgesamt 8 S.
Personalized recommender systems for product-line configuration processes
In: Computer languages, systems and structures: an international journal - Amsterdam [u.a.]: Elsevier Science, insges. 21 S., 2018
Outpatient tinnitus clinic, self-help web platform, or mobile application to recruit tinnitus study samples?
In: Lausanne: Frontiers Research Foundation, Vol. 9.2018, Art. 113, insgesamt 7 Seiten
Prospective crowdsensing versus retrospective ratings of tinnitus variability and tinnitus-stress associations based on the TrackYourTinnitus mobile platform
In: Cham, Switzerland: Springer International Publishing, 2018
How do annotators label short texts? - toward understanding the temporal dynamics of tweet labeling
In: Information sciences: an international journal - New York, NY: Elsevier Science Inc, Bd. 457/458.2018, S. 29-47
Buchbeitrag
Predicting polarities of entity-centered documents without reading their contents
In: Proceedings of the 33rd Annual ACM Symposium on Applied Computing 2018 - New York, NY: ACM . - 2018, S. 525-528
Discovering, selecting and exploiting feature sequence records of study participants for the classification of epidemiological data on hepatic steatosis
In: Proceedings of the 33rd Annual ACM Symposium on Applied Computing 2018 - New York, NY: ACM, S. 6-13
Enriching lexicons with ephemeral words for sentiment analysis in social streams
In: Proceedings of the 8th International Conference on Web Intelligence, Mining and Semantics: Novi Sad, Serbia, June 25 - 27, 2018 - New York: ACM, 2018, Art. 38, insgesamt 8 S.
Learning under feature drifts in textual streams
In: Proceedings of the 27th ACM Conference on Information and Knowledge Management: Torino, Italy, October 22 - 26, 2018 - New York, NY: ACM, Association for Computing Machinery, S. 527-536
Studying the potential of multi-target classification on patient screening data to predict dropout cases
In: IEEE International Symposium on Computer-Based Medical Systems- Piscataway, NJ: IEEE, 2018
Building a Bayesian Network to understand the interplay of variables in an epidemiological population-based study
In: 31st IEEE International Symposium on Computer-Based Medical Systems: CBMS 2018 : 18-21 June 2018, Karlstad, Sweden : proceedings/ IEEE International Symposium on Computer-Based Medical Systems - Piscataway, NJ: IEEE . - 2018
Rupture status classification of intracranial aneurysms using morphological parameters
In: 31st IEEE International Symposium on Computer-Based Medical Systems: CBMS 2018 : 18-21 June 2018, Karlstad, Sweden : proceedings/ IEEE International Symposium on Computer-Based Medical Systems - Piscataway, NJ: IEEE . - 2018
Differences between android and iOS users of the TrackYourTinnitus mobile crowdsensing mHealth platform
In: IEEE International Symposium on Computer-Based Medical Systems- Piscataway, NJ: IEEE, 2018
Transformation of temperature timeseries into features that characterize patients with diabetic autonomic nerve disorder
In: 31st IEEE International Symposium on Computer-Based Medical Systems: CBMS 2018 : 18-21 June 2018, Karlstad, Sweden : proceedings/ IEEE International Symposium on Computer-Based Medical Systems - Piscataway, NJ: IEEE . - 2018
Active stream learning with an oracle of unknown availability for sentiment prediction
In: CEUR workshop proceedings - Aachen, Germany: RWTH Aachen, Bd. 2192 (2018), S. 36-47
Dissertation
Personalized recommender systems for software product line configurations
In: Magdeburg, 2018, xviii, 206 Seiten, Illustrationen, Tabellen, Diagramme ; [Literaturverzeichnis: Seite [179]-206]
A system for the automatic detection and identification of engineered nanoparticles in scanning electron microscopy images
In: Magdeburg, 2018, xxxi, 219 Seiten, Illustrationen, Tabellen, Diagramme ; [Literaturverzeichnis: Seite 207-219]
2017
Begutachteter Zeitschriftenartikel
Forgetting techniques for stream-based matrix factorization in recommender systems
In: Knowledge and information systems - London: Springer, insges. 30 S., 2017
Stream-based semi-supervised learning for recommender systems
In: Machine learning - Dordrecht [u.a.]: Springer Science + Business Media B.V, 2017
Does tinnitus depend on time-of-day? - an ecological momentary assessment study with the TrackYourTinnitus application
In: Frontiers in aging neuroscience - Lausanne: Frontiers Research Foundation, Vol. 9, Art. 253, insgesamt 9 S., 2017
Buchbeitrag
Subpopulation discovery and validation in epidemiological data
In: EuroVa 2017: EuroVis Workshop on Visual Analytics, Barcelona, Spain, June 12 - 13, 2017 - Eurographics; Sedlmaier, Michael . - 2017
Visual analytics of missing data in epidemiological cohort studies
In: VCBM 2017: Eurographics Workshop on Visual Computing for Biology and Medicine - Eurographics Ass. . - 2017
Patient empowerment through summarization of discussion threads on treatments in a patient self-help forum
In: Precision medicine powered by pHealth and connected health: ICBHI 2017, Thessaloniki, Greece, 18-21 November 2017 - Singapore: Springer Nature Singapore; Maglaveras, Nicos . - 2017, S. 16-29 - (IFMBE proceedings; 66)
Scalable online Top-N recommender systems
In: E-Commerce and Web Technologies - Cham: Springer, 2017 . - 2017, S. 3-20 - (Lecture Notes in Business Information Processing; 278)
Combining subgroup discovery and clustering to identify diverse subpopulations in cohort study data
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017: Thessaloniki, Greece, 22-24 June 2017 : proceedings/ IEEE International Symposium on Computer-Based Medical Systems - Piscataway, NJ: IEEE; Bamidis, Panagiotis D. . - 2017, S. 582-587
Mobile crowdsensing for the juxtaposition of realtime assessments and retrospective reporting for neuropsychiatric symptoms
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017: Thessaloniki, Greece, 22-24 June 2017 : proceedings - Piscataway, NJ: IEEE, S. 642-647
ICE - interactive classification rule exploration on epidemiological data
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017: Thessaloniki, Greece, 22-24 June 2017 : proceedings/ IEEE International Symposium on Computer-Based Medical Systems - Piscataway, NJ: IEEE; Bamidis, Panagiotis D. . - 2017, S. 606-611
Studying the potential of multi-target classification to characterize combinations of classes with skewed distribution
In: 2017 IEEE 30th International Symposium on Computer-Based Medical Systems, CBMS 2017: Thessaloniki, Greece, 22-24 June 2017 : proceedings - Piscataway, NJ: IEEE, S. 630-635
Dissertation
Selective learning for recommender systems
In: Magdeburg, 2017, 201 Seiten, Illustrationen, 30 cm ; [Literaturverzeichnis: Seite 185-198]
Nicht begutachteter Zeitschriftenartikel
Visual subpopulation discovery and validation in epidemiological data
In: De.arxiv.org - [S.l.]: Arxiv.org . - 2017, insges. 12 S.
2016
Begutachteter Zeitschriftenartikel
Multi-class probabilistic active learning
In: ECAI 2016: 22nd European Conference on Artificial Intelligence, 29 August-2 September 2016, The Hague, The Netherlands : including Prestigious applications of intelligent systems (PAIS 2016) : proceedings - Amsterdam: IOS Press, S. 586 - 594 - (Frontiers in artificial intelligence and applications; 285)
Comparative clustering of plantar pressure distributions in diabetics with polyneuropathy may be applied to reveal inappropriate biomechanical stress
In: PLOS ONE - San Francisco, California, US: PLOS, 2006, Bd. 11 (2016), 8, Art.-Nr. e0161326, insges. 12 S.
Buchbeitrag
Identifying relevant features for a multi-factorial disorder with constraint-based subspace clustering
In: IEEE 29th International Symposium on Computer-Based Medical Systems - Piscataway, NJ: IEEE, 2016 . - 2016, S. 207-212
Investigating exploratory capabilities of uncertainty sampling using SVMs in active learning
In: CEUR workshop proceedings - Aachen: RWTH, Bd. 1707.2016, S. 25-34
Learning pressure patterns for patients with diabetic foot syndrome
In: IEEE 29th International Symposium on Computer-Based Medical Systems: 20 June 2016, Dublin, Ireland : 21-23 June 2016, Belfast, Nothern Ireland : proceedings / IEEE International Symposium on Computer-Based Medical Systems - Piscataway, NJ: IEEE; Kane, Bridget . - 2016, S. 54-59
A feature-based personalized recommender system for product-line configuration
In: Proceedings of the 2016 ACM SIGPLAN International Conference on Generative Programming: concepts & experiences ; Amsterdam, Netherlands, October 31 - November 01, 2016 - New York, NY: ACM, S. 120-131
SteM at SemEval-2016 Task 4 - applying active learning to improve sentiment classification
In: The 10th International Workshop on Semantic Evaluation - proceedings of the workshop: June 16-17, 2016, San Diego, California, USA : SemEval-2016 - Stroudsburg, PA: Association for Computational Linguistics (ACL), 2016, Art. S16-1007, S. 64-70
2015
Begutachteter Zeitschriftenartikel
Can we classify the participants of a longitudinal epidemiological study from their previous evolution?
In: 2015 IEEE 28th International Symposium on Computer-Based Medical Systems: 22 - 25 June 2015, São Carlos and Ribeirão Preto, Brazil - Piscataway, NJ: IEEE; Traina, Caetano . - 2015, S. 121-126
A framework for validating the merit of properties that predict the influence of a twitter user
In: Expert systems with applications: an international journal - Amsterdam [u.a.]: Elsevier Science, Bd. 42.2015, 5, S. 2824-2834
Learning relational user profiles and recommending items as their preferences change
In: International journal on artificial intelligence tools: architectures, languages, algorithms : AI theory, AI tools, AI applications : IJAIT - Singapore [u.a.]: World Scientific Publ, Vol. 24.2015, 2, Art. 1540009, insgesamt 31 S.
Predicting the post-treatment recovery of patients suffering from traumatic brain injury (TBI)
In: Brain Informatics - Heidelberg: Springer, Bd. 2.2015, 1, S. 33-44
Discovering and monitoring product features and the opinions on them with OPINSTREAM
In: Neurocomputing: an international journal - 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
In: Information sciences: an international journal - New York, NY: Elsevier Science Inc, 2015
Incremental active opinion learning over a stream of opinionated documents
In: De.arxiv.org - [S.l.]: Arxiv.org, insges. 10 S., 2015
Buchbeitrag
Probabilistic active learning in datastreams
In: Advances in intelligent data analysis XIV: 14th international symposium, IDA 2015, Saint Etienne, France, October 2224, 2015 ; proceedings - Cham [u.a.]: Springer, S. 145-157 - (Lecture notes in computer science; 9385)
Clustering-based optimised probabilistic active learning (COPAL)
In: Discovery science: 18th international conference, DS 2015, Banff, AB, Canada, October 4 - 6, 2015 ; proceedings - Cham [u.a.]: Springer, S. 101-115 - (Lecture notes in computer science; 9356)
Forgetting methods for incremental matrix factorization in recommender systems
In: Proceedings of the 30th Annual ACM Symposium on Applied Computing 2015: Salamanca, Spain, April 13 - 17, 2015 - New York, NY: ACM, S. 947-953
Semi-supervised learning for stream recommender systems
In: Discovery science: 18th international conference, DS 2015, Banff, AB, Canada, October 4 - 6, 2015 ; proceedings - Cham [u.a.]: Springer, S. 131-145 - (Lecture notes in computer science; 9356)
Ageing-based multinomial naive bayes classifiers over opinionated data streams
In: Machine learning and knowledge discovery in databases: European conference, ECML PKDD 2015, Porto, Portugal, September 7 - 11, 2015 ; proceedings, part I - Cham [u.a.]: Springer, S. 401-416 - (Lecture notes in computer science; 9284)
Dissertation
Understanding and monitoring attitudes of product properties over time
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2015, XIV, 185 S., graph. Darst.
2014
Begutachteter Zeitschriftenartikel
Summarizing dynamic Social Tagging Systems
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
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
In: Expert systems with applications: an international journal - Amsterdam [u.a.]: Elsevier Science, Bd. 41 (2014), 11, S. 5405-5415
Subpopulation discovery in epidemiological data with subspace clustering
In: Foundations of computing and decision sciences - Berlin: de Gruyter Open, Bd. 39 (2014), 4, S. 271-300
Buchbeitrag
Mining longitudinal epidemiological data to understand a reversible disorder
In: Advances in intelligent data analysis XIII - Cham [u.a.]: Springer, 2014 . - 2014, S. 120-130 - (Lecture Notes in Computer Science; 8819)
Using participant similarity for the classification of epidemiological data on hepatic steatosis
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.
Probabilistic active learning - a short proposition
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)
Probabilistic active learning - towards combining versatility, optimality and efficiency
In: Discovery science: 17th international conference, DS 2014, Bled, Slovenia, October 8 - 10, 2014 ; proceedings - Cham [u.a.]: Springer, S. 168-179 - (Lecture Notes in Computer Science; 8777)
Hoeffding-CF - neighbourhood-based recommendations on reliably similar users
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)
Predicting the performance of collaborative filtering algorithms
In: Proceedings of the 4th International Conference on Web Intelligence, Mining and Semantics (WIMS14) - New York, NY: ACM, 2014, Art. 38, insgesamt 6 S.
Selective forgetting for incremental matrix factorization in recommender systems
In: Discovery science: 17th international conference, DS 2014, Bled, Slovenia, October 8 - 10, 2014 ; proceedings - Cham [u.a.]: Springer, S. 204-215 - (Lecture Notes in Computer Science; 8777)
Interactive medical miner - interactively exploring subpopulations in epidemiological datasets
In: Machine learning and knowledge discovery in databases: European conference, ECML PKDD 2014, Nancy, France, September 15 - 19, 2014 ; proceedings, part III - Berlin [u.a.]: Springer; Calders, Toon . - 2014, S. 460-463 - (Lecture notes in computer science; 8726)
Are some brain injury patients improving more than others?
In: Brain informatics and health: international conference, BIH 2014, Warsaw, Poland, August 11-14, 2014 ; proceedings - Cham [u.a.]: Springer, S. 376-387 - (Lecture notes in computer science; 8609)
xStreams - recommending items to users with time-evolving preferences
In: Proceedings of the 4th International Conference on Web Intelligence, Mining and Semantics (WIMS14) - New York, NY: ACM, 2014, Art. 22, insgesamt 12 S.
A semi-supervised self-adaptive classifier over opinionated streams
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
In: Proceedings of the 29th Annual ACM Symposium on Applied Computing 2014: Gyeongju, Korea, March 24 - 28, 2014 - New York, NY: ACM, S. 805-812
Herausgeberschaft
Data analysis, machine learning and knowledge discovery
In: Heidelberg [u.a.]: Springer, 2014, XXI, 470 S., graph. Darst. - (Studies in classification, data analysis, and knowledge organization) ; Kongress: Annual Conference of the German Classification Society 36 (Hildesheim : 2012.08.01-03)
2013
Begutachteter Zeitschriftenartikel
Reference process flows for telecommunication companies
In: Business & information systems engineering. - Wiesbaden : Gabler, Bd. 5.2013, 2, S. 83-96
Referenzprozessabläufe für Telekommunikationsunternehmen
In: Wirtschaftsinformatik. - Berlin : Springer, Bd. 55.2013, 2, S. 83-97
Buchbeitrag
Correcting the usage of the hoeffding inequality in stream mining
In: Advances in Intelligent Data Analysis XII. - Berlin : Springer Berlin, S. 298-309, 2013 - (Lecture Notes in Computer Science; 8207)
Framework for storing and processing relational entities in stream mining
In: Advances in knowledge discovery and data mining ; Pt. 2. - Berlin [u.a.] : Springer, S. 497-508, 2013 - (Lecture Notes in Computer Science; 7819)
Can we distinguish between benign and malignant breast tumors in DCE-MRI by studying a tumor's most suspect region only?
In: IEEE 26th International Symposium on Computer-Based Medical Systems (CBMS), 2013: 20 - 22 June 2013, University of Porto, Portugal - Piscataway, NJ: IEEE; Rodrigues, Pedro Pereira . - 2013, S. 77-82
Classification of benign and malignant DCE-MRI breast tumors by analyzing the most suspect region
In: Bildverarbeitung für die Medizin 2013: Algorithmen - Systeme - Anwendungen ; Proceedings des Workshops vom 3. bis 5. März 2013 in Heidelberg - Berlin [u.a.]: Springer; Meinzer, Hans-Peter *1948-* . - 2013, S. 45-50
Extracting opinionated (sub)features from a stream of product reviews
In: Discovery science. - Berlin [u.a.] : Springer, S. 340-355, 2013 - (Lecture notes in computer science; 8140)
Dissertation
Entwicklung einer referenzmodellbasierten Unternehmensarchitektur für die Telekommunikationsindustrie
In: Zugl.: Magdeburg, Univ., Fak. für Informatik, Diss., 2013: Berlin: Logos-Verl., XX, 204 S., graph. Darst., 24 cm
Mining perennial objects
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2013, XXII, 173 S., graph. Darst.
Konferenz/Aufsatz
Visually summarizing semantic evolution in document streams with topic table
In: Knowledge discovery, knowledge engineering and knowledge management - Berlin: Springer, 2013 . - 2013, S. 136-150
2012
Buchbeitrag
Tranformation in Telecummunication - Analyse und Clustering von Real-life Projekten
In: Multikonferenz Wirtschaftsinformatik 2012. - Berlin : Gito, S. 985-997
Framework for computer aided analysis of medical protocols in a hospital
In: HEALTHINF 2012. - SciTePress, S. 225-230 ; Kongress: HEALTHINF; (Vilamoura, Portugal) : 2012.02.01-04
Where are we going? - predicting the evolution of individuals
In: Advances in intelligent data analysis XI. - Berlin [u.a.] : Springer, S. 357-368, 2012 - (Lecture Notes in Computer Science; 7619)
Discovering global and local bursts in a stream of news
In: The 27th annual ACM Symposium on Applied Computing. - New York, NY : ACM, S. 807-812, 2012
Dissertation
Knowledge representation with condensed set-valued attributes
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2012, XI, 178 S., graph. Darst.
Label monitoring on document streams
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2012, 101 Bl., graph. Darst.
Herausgeberschaft
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
In: Magdeburg: Univ., 2011; Online-Ressource (PDF-Datei: 324 S.)
Originalartikel in begutachteter internationaler Zeitschrift
A holistic framework for the implementation of a next generation network
In: International journal of business information systems: IJBIS - Olney, Bucks.: Inderscience Enterprises, 2005, Bd. 9.2012, 4, S. 385-401
Guest editorial: special issue on a decade of mining the Web
In: Data mining and knowledge discovery : DMKD. - Norwell, Mass : Springer Science + Business Media, LCC, Bd. 24.2012, 3, S. 473-477
Originalartikel in begutachteter zeitschriftenartiger Reihe
A semi-supervised incremental clustering algorithm for streaming data
In: Advances in knowledge discovery and data mining. - Berlin [u.a.] : Springer, S. 578-590, 2012 - (Lecture notes in computer science; 7301)
2011
Artikel in Kongressband
Prediction of surgery duration using empirical anesthesia protocols
In: The first International Workshop on Knowledge Discovery in Health Care and Medicine. - Athen, insges. 12 S., 2011
A data generator for multi-stream data
In: The second International Workshop on Mining Ubiquitous and Social Environments, MUSE \'11, September 5, 2011 Athens, Greece, insges. 8 S.
Buchbeitrag
Making business systems in the telecommunication industry more customer-oriented
In: Information Systems Development. - New York, NY : Springer Science+Business Media, LLC, S. 169-180, 2011
Evolution in social networks - a survey
In: Social network data analytics. - New York, NY [u.a.] : Springer, S. 149-170, 2011
Habilitation
Text mining and applications in life sciences
In: Halle Univ., Naturwissenschaftliche Fakultät III, Habil.-Schr., 2011, Online-Ressource (152 S. = 2,57 mb)
Originalartikel in begutachteter zeitschriftenartiger Reihe
Extracting cross references from life science databases for search result ranking
In: Proceedings of the 2011 ACM International Conference on Information and Knowledge Management & co-located workshops. - New York, NY : ACM, S. 1253-1258
Summarization meets visualization on online social networks
In: IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT), 2011. - Piscataway, NJ : IEEE, S. 475-478
On the distinctiveness of tags in collaborative tagging systems
In: Proceedings of the International Conference on Web Intelligence, Mining and Semantics, WIMS\'11. - New York : ACM, insges. 5 S., 2011
Online clustering of high-dimensional trajectories under concept drift
In: Machine learning and knowledge discovery in databases ; Pt. 2. - Heidelberg [u.a.] : Springer, S. 261-276, 2011 - (Lecture notes in computer science; 6912)
Summarizing cluster evolution in dynamic environments
In: Computational science and its applications - ICCSA 2011 ; Pt. 2. - Berlin [u.a.] : Springer, S. 562-577 - (Lecture notes in computer science; 6783)
Query-Sets ++ - a scalable approach for modeling web sites
In: String processing and information retrieval. - Heidelberg [u.a.] : Springer, S. 129-134, 2011 - (Lecture notes in computer science; 7024)
Classification rule mining for a stream of perennial objects
In: Proceedings of the 5th international conference on Rule-based reasoning, programming, and applications, Barcelona, 2011
Dealing with concept drift and class imbalance in multi-label stream classification
In: Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence ; Vol. 2. - Menlo Park, Calif. : AAAI Press [u.a.], S. 1583-1588, 2011
2010
Buchbeitrag
Eigenvector-based clustering using aggregated similarity matrices
In: Applied computing 2010. - New York, NY : ACM, S. 1083-1087
Wissensmanagement kleiner und mittelständischer Unternehmen in Zeiten demographischen Wandels
In: Wertschöpfungsmanagement im Mittelstand. - Wiesbaden : Gabler, S. 43-69, 2010
Dissertation
Ontology learning from semi-structured Web documents
In: Magdeburg, Univ., Fak. für Informatik, Diss., 2010, XIII, 223 S., graph. Darst., 30 cm
Herausgeberschaft
Special issue: 13th International Conference on Natural Language and Information Systems (NLDB 2008) - five selected and extended papers
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) : 2008.06.24-27 ; NLDB; 13 (London, UK) : 2008.06.24-27
Konferenz/Aufsatz
Visually summarizing the evolution of documents under a social tag
In: Proceedings of the International Conference on Knowledge Discovery and Information Retrieval. - [S.l.] : SciTePress, S. 85-94, 2010
Originalartikel in begutachteter internationaler Zeitschrift
Services in electronic telecommunication markets: a framework for planning the virtualization of processes
In: Electronic markets: the international journal on networked business - Heidelberg: Springer, 1991, Bd. 20.2010, 3/4, S. 197-207
Novel data stream pattern mining report on the StreamKDD'10 workshop
In: SIGKDD explorations. - New York, NY : ACM, Bd. 12.2010, 2, S. 54-55
Privacy-preserving query log mining for business confidentiality protection
In: ACM transactions on the web. - New York, NY : ACM, Bd. 4.2010, 3, insges. 20 S.
Originalartikel in begutachteter zeitschriftenartiger Reihe
Automated constraint selection for semi-supervised clustering algorithm
In: Current topics in artificial intelligence. - Berlin [u.a.] : Springer, S. 151-160, 2010 - (Lecture notes in computer science ; 5988)
Stream Clustering of Growing Objects
In: Discovery Science, 12th International Conference, DS 2009, Porto, Portugal, October 3-5, 2009, Proceedings
Tree Induction over Perennial Objects
In: Scientific and Statistical Database Management, 22nd International Conference, SSDBM 2010, Heidelberg, Germany, June 30-July 2, Proceedings
2009
Artikel in Kongressband
Finding stops in error-prone tTrajectories of moving objects with time-based clustering
In: IMC 2009. - [Marburg] : Blista, S. 275-286 ; Kongress: IMC 2009; 13 (Marburg) : 2009.07.14-17
Buchbeitrag
How does the implementation of a next generation network influence a telecommunication company?
In: Online Proceedings of the European and Mediterranean Conference on Information Systems (EMCIS). - Brunel University, insges. 11 S., 2009
Herausgeberschaft
Knowledge discovery enhanced with semantic and social information
In: Berlin [u.a.]: Springer, 2009, X, 143 S., graph. Darst., 24 cm - (Studies in computational intelligence; Vol. 220), ISBN 978-3-642-01890-9 ; Kongress: Workshop Prior Conceptual Knowledge in Machine Learning and Knowledge Discovery, PriCKL 18 (Warsaw : 2007.09.17-21) ; [Literaturangaben]
Advances in Web Mining and Web Usage Analysis
In: 8th Int.\\ Workshop on Knowledge Discovery on the Web, WebKDD 2008, Revised Papers
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
In: Heidelberg [u.a.]: Springer, 2009, X, 153 S., Ill., graph. Darst., 235 mm x 155 mm - (Lecture notes in computer science; 5439; Lecture notes in artificial intelligence) ; Kongress: WebKDD 9 (San Jose, CA : 2007.08.12-15)
Konferenz/Aufsatz
Topic evolution in a stream of documents
In: Proceedings of the Ninth SIAM International Conference on Data Mining/ International Conference on Data Mining - Philadelphia: SIAM, 2009 . - 2009, insges. 12 S.
Originalartikel in begutachteter internationaler Zeitschrift
On Exploiting the Power of Time in Data Mining
In: SIGKDD Explorations, 2008
Tracing cluster transitions for different cluster types
In: Control and cybernetics. - Warszawa : SRI PAS, Bd. 38.2009, 1, S. 239-259
Website Privacy Preservation for Query Log Publishing
In: Privacy, Security, and Trust in KDD - First ACM SIGKDD International Workshop, PinKDD 2007, San Jose, CA, USA, August 12, 2007, Revised, Selected Papers
Density-based semi-supervised clustering
In: Data mining and knowledge discovery. - Dordrecht [u.a.] : Springer Science + Business Media B.V, 2009
Originalartikel in begutachteter zeitschriftenartiger Reihe
Discovering groups of sibling terms from web documents with XTREEM-SG
In: , S. 126-155, 2008 - (Lecture notes in computer science; 5383) ; Kongress: EKAW 2006; 15 (Podebrady, Czech Republic) : 2006.10.
Spectral clustering in social-tagging systems
In: Web information systems engineering - WISE 2009. - Berlin [u.a.] : Springer, S. 87-100 - (Lecture notes in computer science; 5802)
C-DenStream - using domain knowledge on a data stream
In: Discovery science. - Berlin [u.a.] : Springer, S. 287-301, 2009 - (Lecture notes in computer science; 5808)
Combining Multiple Interrelated Streams for Incremental Clustering
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
In: Uncertainty mnagement in information systems. - [Wadern] : Leibnitz-Zentrum für Informatik, insges. 3 S., 2009 - (Dagstuhl seminar proceedings; 08421)
2008
Artikel in Kongressband
Studying community dynamics with an incremental graph mining algorithm
In: 14th Americas Conference on Information Systems. - Red Hook, NY : Curran, insges. 11 S., 2008 ; Kongress: AMCIS 2008; 14 (Toronto) : 2008.08.14-17
Buchbeitrag
Understanding change before adaption - tracing changes over a stream of data
In: LWA 2007 - Lernen, Wissen, Adaption, Halle, September 2007 ; Workshop Proceedings/ LWA - Halle: Martin-Luther-Univ. Halle-Wittenberg, Inst. for Informatics, Databases and Information Systems . - 2007, S. 10 ; Kongress: Lernen, Wissen, Adaption (Halle : 2007.09.24-26)
Herausgeberschaft
International journal of business intelligence and data mining - IJBIDM
In: Olney, Bucks.: Inderscience Enterprises, 2005 ; [Herausgeberschaft besteht für Heft 3.2008, H. 1]
Natural language and information systems - 13th International Conference on Applications of Natural Language to Information Systems, NLDB 2008 London, UK, June 24-27, 2008 ; proceedings
In: Heidelberg [u.a.]: Springer, 2008, XIX, 386 S., graph. Darst., 235 mm x 155 mm - (Lecture notes in computer science; 5039) ; Kongress: NLDB 13 (London : 2008.06.24-27)
WebKDD'08 - 10 years of knowledge discovery on the web ; 10th International Workshop on Knowledge Discovery on the Web in conjunction with the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2008), August 24, 2008, Las Vegas, Nevada, USA ; proceedings
In: Las Vegas, 2008 ; Kongress: WebKDD; 10 (Las Vegas) : 2008.08.24 ; International Workshop on Knowledge Discovery on the Web; 10 (Las Vegas) : 2008.08.24
Originalartikel in begutachteter internationaler Zeitschrift
On exploiting the power of time in data mining
In: SIGKDD explorations. - New York, NY : ACM, Bd. 10.2008, 2, S. 3-11
Higher order mining
In: SIGKDD explorations: newsletter of the Special Interest Group (SIG) on Knowledge Discovery & Data Mining / Association for Computing Machinery: newsletter of the Special Interest Group (SIG) on Knowledge Discovery & Data Mining/ Association for Computing Machinery - New York, NY: ACM, Bd. 10 (2008), 1, S. 5-17
Originalartikel in begutachteter nationaler Zeitschrift
Contributing to market monitoring with topic evolution monitoring
In: Datenbank-Spektrum. - Berlin : Springer, Bd. 8.2008, 25, S. 23-30
Originalartikel in begutachteter zeitschriftenartiger Reihe
Lifelong knowledge acquisition with topic monitoring
In: Informatik 2008 ; Bd. 1: [Workshop E-Government und Digitale Archive - Workshop Gesundheitstelematik und eGK - Workshop SOA und EU-Dienstleistungsrichtlinie in der Öffentlichen Verwaltung - Workshop Security for Web Services and SOA - Workshop Software, Services und Plattformen für Neue Infrastrukturen in der Telekommunikation - Workshop Modellbasiertes Testen - Workshop Informationssysteme mit Open Source - Workshop Mobile and Embedded Interactive Systems - Workshop Vorgehensmodelle in der Praxis - Workshop IT-gestütztes Wissensmanagement - Workshop Elektronische Wahlen, Elektronische Teilhabe, Societyware: Beherrschbare Systeme? Wünschenswerte Systeme? - Workshop Mobiles Spielen]. - Bonn : Ges. für Informatik, S. 378-385 - (GI-Edition) ; Kongress: Jahrestagung der Gesellschaft für Informatik e.V.; 38 (München) : 2008.09.08-13
Wissenschaftliche Monographie
Notes of knowledge discovery from evolving data
In: Antwerp, 2008 ; Kongress: European Conference on Machine Learning and Principles and practice of Knowledge Discovery in Databases; (Antwerp, Belgium) : 2008.09.15-19 ; ECML PKDD 2008; (Antwerp, Belgium) : 2008.09.15-19
2007
Buchbeitrag
DENGRAPH - a density-based community detection algorithm
In: Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence (WI 2007): November 2 - 5, 2007, Fremont Marriott Hotel, Silicon Valley, [California], USA ; [WI 2007 main conference proceedings] / sponsored by IEEE Computer Society Technical Committee on Intelligent Informatics (TCII); Web Intelligence Consortium (WIC); ACM SIGART. Ed. by Tsau Young (T. Y.) Lin ... - Los Alamitos, Calif. [u.a.]: IEEE Computer Society . - 2007, S. 112-115 ; Kongress: WI (Silicon Valley : 2007.11.02-05)
Topic and cluster evolution over noisy document streams
In: Data mining patterns: new methods and applications / Pascal Poncelet, Maguelonne Teisseire, Florent Masseglia - Hershey, Pa. [u.a.]: Information Science Reference . - 2007, S. 220-239
Herausgeberschaft
Advances in web mining and web usage analysis - 8th International Workshop on Knowledge Discovery on the Web, WebKDD 2006, Philadelphia, PA, USA, August 20, 2006 ; revised papers
In: Heidelberg [u.a.]: Springer, 2007, XII, 246 S., Ill., graph. Darst. - (Lecture notes in computer science; 4811; Lecture notes in artificial intelligence) ; Kongress: WebKDD 8 (Philidelphia, Pa. : 2006.08.20)
Originalartikel in begutachteter internationaler Zeitschrift
Acquiring semantic sibling associations from web documents
In: International journal of data warehousing and mining: IJDWM ; an official publication of the Information Resources Management Association - Hershey, Pa.: IGI Global, Bd. 3 (2007), 4, S. 83-98
WebKDD/SNAKDD 2007 - web mining and social network analysis post-workshop report
In: SIGKDD explorations: newsletter of the Special Interest Group (SIG) on Knowledge Discovery & Data Mining / Association for Computing Machinery/ Association for Computing Machinery - New York, NY: ACM, Bd. 9 (2007), 2, S. 87-92
Originalartikel in begutachteter nationaler Zeitschrift
Data mining for community dynamics
In: Künstliche Intelligenz: KI ; Forschung, Entwicklung, Erfahrungen ; Organ des Fachbereichs 1 Künstliche Intelligenz der Gesellschaft für Informatik e.V., GI / Fachbereich 1 der Gesellschaft für Informatik e.V - Berlin: Springer . - 2007, 3, S. 23-29
Originalartikel in begutachteter zeitschriftenartiger Reihe
Domain relevance on term weighting
In: Natural language processing and information systems: 12th International Conference on Applications of Natural Language to Information Systems, NLDB 2007, Paris, France, June 27 - 29, 2007 ; proceedings / Zoubida Kedad; Nadira Lammari; Elisabeth Métais; Farid Meziane; Yacine Rezgui (eds.) - Berlin: Springer, 2007 . - 2007, S. 427-432 - (Lecture notes in computer science; 4592)
Users in volatile communities - studying active participation and community evolution
In: User modeling 2007: 11th international conference, UM 2007, Corfu, Greece, June 25 - 29, 2007 ; proceedings / Cristina Conati; Kathleen McCoy; Georgios Paliouras (eds.) - Berlin: Springer, 2007 . - 2007, S. 57-66 - (Lecture notes in computer science; 4511; Lecture notes in artificial intelligence)
C-DBSCAN - density-based clustering with constraints
In: Rough sets, fuzzy sets, data mining and granular computing. - Berlin [u.a.] : Springer, S. 216-223, 2007 - (Lecture notes in computer science; 4482) ; [RSFDGrC 2007 ; 11 (Toronto) : 2007.05.14-16]
Monitoring cluster transitions with MONIC /Myra Spiliopoulou; Irene Ntoutsi; Yannis Theodoridis; Rene Schult
In: Business intelligence: methods and applications ; essays in honor of Prof. Dr. Hans-J. Lenz / Veit Köppen ... (eds.) - Hamburg: Kovač, 2007 . - 2007, S. 141-152
2006
Artikel in Kongressband
User constraints over data streams
In: Proceedings of the 4th International Workshop on Knowledge Discovery from Data Streams / ed. Joao Gama ... - Berlin . - 2006, S. 117-126 ; Kongress: IWKDDS-2006 4 (Berlin : 2006.09.18-22)
The MONIC framework for cluster transition detection
In: 5th Hellenic Data Management Symposium, 7-8 September 2006, Thessaloniki, Greece ; proceedings - Thessaloniki . - 2006, S. 90-99 ; Kongress: Hellenic Data Management Symposium 5 (Thessaloniki, Greece : 2006.09.07-08)
Buchbeitrag
Mining and visualizing the evolution of subgroups in social networks
In: The 2006 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2006 main conference proceedings), 2006 IEEE /WIC/ACM International Conference on Intelligent Agent Technology (IAT 2006 main conference proceedings), 2006 IEEE /WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT 2006 workshop proceedings) - Los Alamitos, Calif. [u.a.]: IEEE Computer Society . - 2006, insges. 7 S. ; Kongress: IEEE/WIC/ACM International Conference on Web Intelligence (Hong Kong : 2006.12.18-22)
Observing dynamics in community structures
In: AISB\'06 ; Vol. 3 - Bristol: Univ. . - 2006, S. 102-105 ; Kongress: AISB\' 06 (Bristol : 2006.04.03-06)
Expanding the taxonomics of bibliographic archives with persisten long-term themes
In: Applied computing 2006 ; Vol. 1 - New York, NY: Association for Computing Machinery . - 2006, S. 627-634 ; Kongress: Annual ACM Symposium on Applied Computing 21 (Dijon : 2006.04.23-27)
MONIC - modeling and monitoring cluster transitions
In: Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining: August 20 - 23, 2006, Philadelphia, PA, USA / sponsored by ACM Special Interest Group on Knowledge Discovery and Data Mining and ACM Special Interest Group on Management of Data. Ed. by Lyle Ungar ... - New York, NY: ACM Press . - 2006, S. 706-711 ; Kongress: ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 12 (Philidelphia, PA : 2006.08.20-23)
Herausgeberschaft
Semantics, Web and mining - joint international workshops, EWMF 2005 and KDO 2005, Porto, Portugal, October 3 and 7, 2005 ; revised selected papers
In: Heidelberg [u.a.]: Springer, 2006, X, 195 S., Ill., graph. Darst., 235 mm x 155 mm - (Lecture notes in computer science; 4289; Lecture notes in artificial intelligence) ; Kongress: EWMF 2 (Porto : 2005.10.3)
Knowledge discovery in databases: PKDD 2006 ; 10th European Conference on Principles and Practice of Knowledge Discovery in Databases, Berlin, Germany, September 18-22, 2006 ; proceedings
In: Heidelberg [u.a.]: Springer, 2006, XXII, 660 S., graph. Darst., 235 mm x 155 mm - (Lecture notes in computer science; 4213; Lecture notes in artificial intelligence) ; Kongress: PKDD 10 (Berlin : 2006.09.18-22)
Machine learning: ECML 2006 - 17th European Conference on Machine Learning, Berlin, Germany, September 18 - 22, 2006 ; proceedings
In: Heidelberg [u.a.]: Springer, 2006, XXIII, 851 S., graph. Darst., 235 mm x 155 mm - (Lecture notes in computer science; 4212; Lecture notes in artificial intelligence) ; Kongress: ECML 17 (Berlin : 2006.09.18-22)
Current trends in database technology - EDBT 2006 - EDBT 2006 Workshops PhD, DataX, IIDB, IIHA, ICSNW, QLQP, PIM, PaRMa, and Reactivity on the Web, Munich, Germany, March 26-31, 2006 ; revised selected papers
In: Heidelberg [u.a.]: Springer, 2006, XXXI, 932 S., Ill., graph. Darst. - (Lecture notes in computer science; 4254) ; Kongress: EDBT 2006 10 (Munich : 2006.03.26-31)
Advances in web mining and web usage analysis - 7th International Workshop on Knowledge Discovery on the Web, WebKDD 2005, Chicago, IL, USA, August 21, 2005 ; revised papers
In: Heidelberg [u.a.]: Springer, 2006, VIII, 176 S., Ill., graph. Darst. - (Lecture notes in computer science; 4198; Lecture notes in artificial intelligence) ; Kongress: WebKDD 2005 7 (Chigago, Ill. : 2005.08.21)
From data and information analysis to knowledge engineering - proceedings of the 29th annual conference of the Gesellschaft für Klassifikation e.V., University of Magdeburg, March 9 - 11, 2005 ; with 120 tables
In: Berlin [u.a.]: Springer, 2006, XIX, 761 S., Ill.. graph. Darst., 24 cm - (Studies in classification, data analysis, and knowledge organization) ; Kongress: Annual conference of the Gesellschaft für Klassifikation e.V. 29 (Magdeburg : 2005.03.09-11)
Originalartikel in begutachteter internationaler Zeitschrift
WebKDD 2006 - web mining and web usage analysis post-workshop report
In: SIGKDD explorations: newsletter of the Special Interest Group (SIG) on Knowledge Discovery & Data Mining / Association for Computing Machinery/ Association for Computing Machinery - New York, NY: ACM, Bd. 8 (2006), 8, S. 84-89
Originalartikel in begutachteter zeitschriftenartiger Reihe
Discovering multi terms and co-hyponymy from XHTML documents with XTREEM
In: Knowledge discovery from XML documents: First International Workshop, KDXD 2006, Singapore, April 9, 2006; proceedings / Richi Nayak ... (eds.) - Berlin: Springer, 2006; Nayak, Richi . - 2006, S. 22-32 - (Lecture notes in computer science; 3915) ; Kongress: KDXD 2006 1(Singapore) (Singapore : 2006.04.09)
Discovering semantic sibling associations from web documents with XTREEM-SP
In: Data warehousing and knowledge discovery: 8th international conference, DaWaK 2006, Krakow, Poland, September 4 - 8, 2006 ; proceedings ; [held at DEXA 06] / A Min Tjoa; Juan Trujillo (eds.) - Berlin [u.a.]: Springer, 2006 . - 2006, S. 469-480 - (Lecture notes in computer science; 4081) ; Kongress: DaWaK 8 (Krakow : 2006.09.04-08)
Discovering semantic sibling groups from web documents with XTREEM-SG
In: Managing knowledge in a world of networks: 15th international conference, EKAW 2006, Podbrady, Czech Republic, October 2 - 6, 2006 ; proceedings / Steffen Staab; Vojtch Svátek (eds.) - Berlin: Springer, 2006 . - 2006, S. 141-157 - (Lecture notes in computer science; 4248; Lecture notes in artificial intelligence) ; Kongress: EKAW 15 (Poděbrady : 2006.10.02-06)
Community dynamics mining
In: 14th European Conference on Information Systems - Göteborg, 2006 . - 2006, insges. 12 S. ; Kongress: ECIS 2006 14 (Göteborg, Sweden : 2006.06.12-14)
Discovering emerging topics in unlabelled text collections
In: Advances in databases and information systems: 10th East European Conference, ADBIS 2006, Thessaloniki, Greece, September 3-7, 2006 ; proceedings / Yannis Manolopoulos; Jaroslav Pokorný; Timos Sellis (eds.) - Berlin: Springer, 2006 . - 2006, S. 353-366 - (Lecture notes in computer science; 4152) ; Kongress: ADBIS 10 (Thessaloniki : 2006.09.03-07)
Evaluation of ontology enhancement tools
In: Semantics, Web and mining: joint international workshops, EWMF 2005 and KDO 2005, Porto, Portugal, October 3 and 7, 2005 ; revised selected papers / Markus Ackermann; Bettina Berendt; Marko Grobelnik; Andreas Hotho; Dunja Mladeni; Giovanni Semeraro; Myra Spiliopoulou; Gerd Stumme; Vojtch Svátek; Maarten van Someren (eds.) - Berlin: Springer, 2006; Ackermann, Markus . - 2006, S. 132-146 - (Lecture notes in computer science; 4289; Lecture notes in artificial intelligence)
2005
Buchbeitrag
Capturing experiences in large-scale product development projects using debriefing.
In: Frick, Andreas (Hrsg.) ; Kerber, Gerrit (Hrsg.) ; Marré, Roland (Hrsg.): Entrepreneurship im Projektmanagement (Konferenz \"InterPM\" Glashütten 2005). - Beiträge. Heidelberg : dpunkt-Verl., 2005, S. 75 - 87
Originalartikel in begutachteter internationaler Zeitschrift
WebKDD 2005 : web mining and web usage analysis post-workshop report.
In: SIGKDD explorations [New York, NY] 7(2005), Nr. 2, S. 139 - 142
Originalartikel in begutachteter zeitschriftenartiger Reihe
The influence of incentives and culture on knowledge sharing.
In: Institute of Electrical and Electronics Engineers (Veranst.): System sciences (38th annual Hawaii international conference, Big Island, Hawaii, 3-6 January 2005). - proceedings. Los Alamitos, Calif. : IEEE, 2005, S. 1 - 10
2004
Buchbeitrag
Studying knowledge trading with a business game.
In: International Society for Computer and their Applications, ISCA (Veranst.): On computer sciences, software engineering, information technology, e-business and applications, CSITeA\'04 (International conference Cairo, Egypt December 27-29, 2004). Cairo : Univ., 2004, [6 Seiten] (CSITeA\'04)
Coupling information extraction and data mining for ontology learning in PARMENIDES.
In: Le Centre de Hautes Etudes Internationales d\'Informatique Documentaire C.I.D. (Veranst.): Coupling approaches, coupling media and cuopling languages for information retrieval, RIAO 2004 (Conference Avignon, France April 26-28, 2004). - proceedings. Ballu : C.I.D., 2004, o. S. (RIAO 2004)
Originalartikel in begutachteter internationaler Zeitschrift
Overview of the ACM SIGKDD 2004 workshop.
In: SIGKDD explorations [New York, NY] 6(2004), Nr. 2, S. 134 - 135
Originalartikel in begutachteter zeitschriftenartiger Reihe
Monitoring the evolution of web usage patterns.
In: Berendt, Bettina (Hrsg.) ; ... (Hrsg.) ; Spiliopoulou, Myra (Hrsg.) ; Stumme, Gerd (Hrsg.): Web mining : from web to semantic web (First European web mining forum, EWMF 2003 Cavtat-Dubrovnik, Croatia, September 2003). - invited and selected revised papers. Berlin : Springer, 2004, S. 181 - 200 (Lecture notes in computer science 3209)
A roadmap for web mining : from web to semantic web.
In: Berendt, Bettina (Hrsg.) ; ... (Hrsg.) ; Spiliopoulou, Myra (Hrsg.) ; Stumme, Gerd (Hrsg.): Web mining : from web to semantic web (First European web mining forum, EWMF 2003 Cavtat-Dubrovnik, Croatia, September 2003). - invited and selected revised papers. Berlin : Springer, 2004, S. 1 - 22 (Lecture notes in computer science 3209)
Towards an evaluation framework for knowledge management systems.
In: Kragiannis, Dimitris (Hrsg.) ; Reimer, Ulrich (Hrsg.): Practical aspects of knowledge management (5th International conference Vienna, Austria, December 2004). - proceedings. Berlin : Springer, 2004, 23 - 34 (Lecture notes in artificial intelligence 3336)
Deriving multiple topics to label small document regions.
In: Kamayashi, Yahiko (Hrsg.) ; Mohania, Mukesh (Hrsg.) ; Wöß, Wolfram (Hrsg.): Data warehousing and knowledge discovery (6th International conference, DaWaK 2004 Zaragoza, Spain, September 2004). - proceedings. Berlin : Springer, 2004, S. 289 - 298 (Lecture notes in computer science 3181)
2003
Buchbeitrag
Kursrelevanzprognose von Ad-hoc-Meldungen : Text Mining wider die Informationsüberlastung im Mobile Banking.
In: Uhr, Wolfgang (Hrsg.) ; Esswein, Werner (Hrsg.) ; Schoop, Eric (Hrsg.): Wirtschaftsinformatik 2003 : Medien, Märkte, Mobilität. Bd. 2. Heidelberg : Physica-Verl., 2003, S. 181 - 200. - 6. Internationale Tagung Wirtschaftsinformatik, WI 2003 ... vom 17. - 19. September and der Technischen Universität Dresden
Originalartikel in begutachteter zeitschriftenartiger Reihe
Efficient montoring of patters in data mining environment.
In: Kalinichenko, Leonid (Hrsg.) ; ... (Hrsg.): Advances in databases and information systems, ADBIS 2003(7th east european conference Dresden, Germany September 2003). - proceedings. Berlin : Springer, 2003, S. 253 - 265 (Lecture notes in computer science 2798)
2001
Artikel in Kongressband
Semantic tagging pf domain-specific text documents with DIASsDEM.
In: Saake, Gunter (Hrsg.) ; Sattler, Kai-Uwe (Hrsg.) ; Balko, Sören (Hrsg.): Databases, documents, and information fusion, DBfusion 2001 (1st international workshop Gommern, 03 May - 04 May 2001). - proceedings. Gommern, 2001, S. 61 - 72
Buchbeitrag
Kontrolle der Präsentation und Vermarktung von Gütern im WWW.
In: Hippner, Hajo (Hrsg.) ; Küsters, Ulrich (Hrsg.) ; Meyer, Matthias (Hrsg.) ; Wilde, Klaus (Hrsg.): Handbuch Data Mining im Marketing : Knowledge Discovery in Marketing Databases. Braunschweig : Vieweg, 2001, Kap. 33, S. 855 - 873
Web usage mining : Data Mining über die Nutzung des Web.
In: Hippner, Hajo (Hrsg.) ; Küsters, Ulrich (Hrsg.) ; Meyer, Matthias (Hrsg.) ; Wilde, Klaus (Hrsg.): Handbuch Data Mining im Marketing : Knowledge Discovery in Marketing Databases. Braunschweig : Vieweg, 2001, Kap. 13, S. 489 - 510
Originalartikel in begutachteter internationaler Zeitschrift
Data mining for measuring and improving the success of web sites.
In: Data mining and knowledge discovery [Boston, Mass.] 5(2001), S. 85 - 114
- Sabanc&305; University Istanbul
- Ludwig-Maximilians-Universität München
- Volkswagen
- Aristotle University of Thessaloniki
- Karl-Franzens-Universität Graz
- Prudsys AG
- Ernst-Moritz-Arndt-Universität Greifswald
- Center of Biomedical Technology, Madrid, Spain
- Polytecnical University of Madrid, Spain
- University of Porto, Portugal
- Universitätsklinikum Magdeburg
- Orange Labs (France Telecom R&D)
- LIN - Leibniz Institut für Neurobiologie Magdeburg
- Leibniz Universität Hannover
- Universitätsklinikum Regensburg
- Universität Bielefeld
- ifak system GmbH
- Zeincro
- Katholieke Universiteit Leuven
- Tinnituszentrum der Charit Universitätsmedizin Berlin
- Ethniko kai Kapodistriako Panepistimio Athinon
- Servicio Andaluz de Salud
- Institute of Communication and Computer Systems
- National and Kapodistrian University of Athens
- Sphynx Technology Solutions AG
- Prof. Dr. habil. Monika Christine Brunner-Weinzierl, Otto-von-Guericke-Universität Magdeburg Medizinische Fakultät Universitätskinderklinik
- Universitätsklinikum Würzburg
- KLINIKUM DER UNIVERSITAET REGENSBURG (Koordinator)
- Donau Universität Krems (Österreich)
- Instituto di Ricerche Pharmacologiche Mario Negri
- Karolinska Institutet
- Universität Ulm
- Charit Universitätsmedizin Berlin
- ZeinCRO Egeszsegugyi Szolgaltato Korlatolt Feleloddegu Tarsasag
- Klinikum der Universität Regensburg (Koordinator)
- Charit-Universitätsmedizin Berlin
- Center of Research and Technology Hellas
- Brunel University London, London(United Kingdom), Dr. Allan Tucker
- Sabanci University Istanbul, Turkey
- Vilabs LTD
- Donau-Universität, Österreich
Schwerpunkt der Arbeitsgruppe KMD ist die Analyse von dynamischen Daten. Wir entwickeln Methoden zur Adaption und Monitoring von Modellen auf dynamisch komplexen Daten. Unsere Anwendungsgebiete sind Kundenprofiling ( insb. für Empfehlungsmaschinen ) und Analyse von medizinischen Daten.
Beratung, Methoden und Lösungen für:
* explorative Analyse von klinischen und epidemiologischen Daten
* Analysen für mHealth / eHealth Anwendungen
* Opinion Mining
* Empfehlungsmaschinen
09/82 - 06/86 | Studium der Mathematik an der Universität Athen |
09/86 - 01/89 | Datenbank-Programmierung in Unternehmen |
01/89 - 11/94 | Wissenschaftliche Mitarbeiterin an der Informatik der Universität Athen |
1992: | Promotion in der Informatik an der Universität Athen zum Thema der parallelen Anfrageoptimierung |
12/94 - 08/2000 | Wissenschaftliche Mitarbeiterin (C1) am Institut für Wirtschaftsinformatik, Humboldt-Universität zu Berlin |
06/2000: | Habilitation in der Wirtschaftsinformatik |
09/2000 - 03/2001 | Gastprofessorin der Wirtschaftsinformatik an der ITI/FIN, Otto-von-Guericke-Universität Magdeburg |
04/2001 - 01/2003 | Professorin der "Wirtschaftsinformatik des E-Business" an der Handelshochschule Leipzig (HHL) |
seit 02/2003 | Professorin der Wirtschaftsinformatik an der ITI/FIN, Otto-von-Guericke-Universität Magdeburg |