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Research Output

2002

Dimensionality reduction for classification tasks modelling

Puuronen, S., Patterson, D. W., Tsymbal, A. & Pechenizkiy, M., 2002, Proceedings 43rd Scandinavian Conference on Simulation and Modelling (SIMS 2002, Oulu, Finland, September 26-27, 2002)). Juuso, E. & Yliniemi, L. (eds.). Finnish Society of Automation & Yleisjäljennös, p. 35-44

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Eigenvector-based feature extraction for classification

Tsymbal, A., Puuronen, S., Pechenizkiy, M., Baumgarten, M. & Patterson, D. W., 2002, Proceedings 15th International Florida Artificial Intelligence Research Society Conference (FLAIRS'02, Pensacola Beach FL, USA, May 14-16, 2002). Haller, S. M. & Simmons, G. (eds.). AAAI Press, p. 354-358

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

2003

Dynamic integration of classifiers in the space of principal components

Tsymbal, A., Pechenizkiy, M., Puuronen, S. & Patterson, D. W., 2003, Advances in Databases and Information Systems (Proceedings 7th East European Conference, ADBIS 2003, Dresden, Germany, September 3-6, 2003). Kalinichenko, L. A., Manthey, R., Thalheim, B. & Wloka, U. (eds.). Berlin: Springer, p. 278-292 (Lecture Notes in Computer Science; vol. 2798).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

7 Citations (Scopus)

Feature extraction for classification in knowledge discovery systems

Pechenizkiy, M., Puuronen, S. & Tsymbal, A., 2003, Knowledge-Based Intelligent Information and Engineering Systems (Proceedings 7th International Conference, KES 2003, Oxford, UK, September 3-5, 2003), Part I. Palade, V., Howlett, R. J. & Jain, L. C. (eds.). Berlin: Springer, p. 526-532 (Lecture Notes in Computer Science; vol. 2773).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

8 Citations (Scopus)

Feature extraction for classification in the data mining process

Pechenizkiy, M., Puuronen, S. & Tsymbal, A., 2003, In : International Journal on Information Theories and Applications. 10, 1, p. 271-278

Research output: Contribution to journalArticleAcademicpeer-review

Feature extraction for classification in the data mining process

Pechenizkiy, M., Puuronen, S. & Tsymbal, A., 2003, Proceedings 10th International Conference Knowledge-Dialogue-Solution (KDS’03, Varna, Bulgaria, June 16-26, 2003). Gladun, V. P. & Markov, K. (eds.). p. 321-329

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Search strategies for ensemble feature selection in medical diagnostics

Tsymbal, A., Cunningham, P., Pechenizkiy, M. & Puuronen, S., 2003, Proceedings 16th IEEE International Symposium on Computer-Based Medical Systems (CBMS'03, New York NY, USA, June 26-27, 2003). IEEE Computer Society, p. 124-129

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

17 Citations (Scopus)
2004

Diversity in random subspacing ensembles

Tsymbal, A., Pechenizkiy, M. & Cunningham, P., 2004, Data Warehousing and Knowledge Discovery (Proceedings 6th International Conference, DaWaK'04, Zaragoza, Spain, September 1-3, 2004). Kambayashi, Y., Mohania, M. K. & Wöß, W. (eds.). Berlin: Springer, p. 309-319 (Lecture Notes in Computer Science; vol. 3181).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

5 Citations (Scopus)

PCA-based feature transformation for classification : issues in medical diagnostics

Pechenizkiy, M., Tsymbal, A. & Puuronen, S., 2004, Proceedings 17th IEEE International Symposium on Computer-Based Medical Systems (CBMS'04, Bethesda MD, USA, June 24-25, 2004). IEEE Computer Society, p. 535-541

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

33 Citations (Scopus)
2005

Competitive advantage from data mining : some lessons learnt in the information systems field

Pechenizkiy, M., Puuronen, S. & Tsymbal, A., 2005, Database and Expert Systems Applications (Proceedings 16th International Workshop, DEXA'05, Copenhagen, Denmark, August 22-26, 2005). IEEE Computer Society, p. 733-737

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

5 Citations (Scopus)

Data mining strategy selection via empirical and constructive induction

Pechenizkiy, M., 2005, Proceedings of the IASTED International Conference on Databases and Applications (DBA'05, Innsbruck, Austria, February 14-16, 2005). ACTA Press, p. 59-64

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Diversity in search strategies for ensemble feature selection

Tsymbal, A., Pechenizkiy, M. & Cunningham, P., 2005, In : Information Fusion. 6, 1, p. 83-98

Research output: Contribution to journalArticleAcademicpeer-review

225 Citations (Scopus)

Feature extraction for supervised learning in knowledge discovery systems

Pechenizkiy, M., 2005, Jyväskylä: Jyväskylän Yliopisto. 86 p.

Research output: ThesisPhd Thesis 4 Research NOT TU/e / Graduation NOT TU/e)

Open Access
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164 Downloads (Pure)

Knowledge discovery from microbiology data : many-sided analysis of antibiotic resistance in nosocomial infections

Pechenizkiy, M., Tsymbal, A., Puuronen, S., Shifrin, M. A. & Alexandrova, I., 2005, Professional knowledge management : 3rd Biennial conference, WM 2005, Kaiserslautern, Germany, April 10-13, 2005 : revised selected papers. Althoff, K. D., Dengel, A., Bergmann, R., Nick, M. & Roth-Berghofer, T. (eds.). Berlin: Springer, p. 360-372 (Lecture Notes in Computer Science; vol. 3782).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

7 Citations (Scopus)

Knowledge discovery in microbiology data : analysis of antibiotic resistance in nosocomial infections

Tsymbal, A., Pechenizkiy, M., Puuronen, S., Shifrin, M. A. & Alexandrova, I., 2005, WM 2005 : Professional Knowledge Management - Experiences and Visions (Proceedings 3rd Conference, Kaiserslautern, Germany, April 10-13, 2005). Althoff, K. D., Dengel, A., Bergmann, R., Nick, M. & Roth-Berghofer, T. (eds.). Kaiserslautern: DFKI, p. 334-340

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Knowledge management challenges in knowledge discovery systems

Pechenizkiy, M., Tsymbal, A. & Puuronen, S., 2005, Database and Expert Systems Applications (Proceedings 16th International Workshop, DEXA'05, Copenhagen, Denmark, August 22-26, 2005). IEEE Computer Society, p. 433-437

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

7 Citations (Scopus)

Local dimensionality reduction within natural clusters for medical data analysis

Pechenizkiy, M., Tsymbal, A. & Puuronen, S., 2005, Proceedings 18th IEEE International Symposium on Computer-Based Medical Systems (CBMS'05, Dublin, Ireland, June 23-24, 2005). IEEE Computer Society, p. 365-370

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

3 Citations (Scopus)

On the use of information systems research methods in data mining

Pechenizkiy, M., Puuronen, S. & Tsymbal, A., 2005, Information Systems Development : Advances in Theory, Practice, and Education (Proceedings 13th International Conference, ISD'04, Vilnius, Lithuania, August 26-28, 2004). Vasilecas, O., Wojtkowski, W. & Zupančič, J. (eds.). Boston: Springer, p. 487-499 13 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Sequential genetic search for ensemble feature selection

Tsymbal, A., Pechenizkiy, M. & Cunningham, P., 2005, IJCAI-05 (Proceedings 19th International Joint Conference on Artificial Intelligence, Edinburgh, UK, July 30-August 5, 2005). Kaelbling, L. P. & Saffiotti, A. (eds.). Professional Book Center, p. 877-882

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

18 Citations (Scopus)

The impact of feature extraction on the performance of a classifier : kNN, Naïve Bayes and C4.5

Pechenizkiy, M., 2005, Advances in artificial intelligence : 18th conference of the canadian society for computational Studies of Intelligence, Canadian AI 2005, Victoria, Canada, May 9-11, 2005 : proceedings. Kégl, B. & Lapalme, G. (eds.). Berlin: Springer, p. 268-279 (Lecture Notes in Computer Science; vol. 3501).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

16 Citations (Scopus)

Towards the framework of adaptive user interfaces for eHealth

Vasilyeva, E., Pechenizkiy, M. & Puuronen, S., 2005, Proceedings 18th IEEE International Symposium on Computer-Based Medical Systems (CBMS'05, Dublin, Ireland, June 23-24, 2005). IEEE Computer Society, p. 139-144

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

23 Citations (Scopus)
2006

Class noise and supervised learning in medical domains : the effect of feature extraction

Pechenizkiy, M., Tsymbal, A., Puuronen, S. & Pechenizkiy, O., 2006, Proceedings 19th IEEE International Symposium on Computer-Based Medical Systems (CBMS'06, Salt Lake City UT, USA, June 22-23, 2006). IEEE Computer Society, p. 708-713

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

47 Citations (Scopus)

Data mining researcher, who is your customer? Some issues inspired by the information systems field

Puuronen, S., Pechenizkiy, M. & Tsymbal, A., 2006, Database and Expert Systems Applications (Proceedings 17th International Workshop, DEXA'06, Krakow, Poland, September 4-8, 2006). IEEE Computer Society, p. 579-583

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

3 Citations (Scopus)

Dynamic integration with random forests

Tsymbal, A., Pechenizkiy, M. & Cunningham, P., 2006, Machine Learning ECML 2006 : 17th European Conference on Machine Learning Berlin, Germany, September 18-22, 2006 : proceedings. Fürnkranz, J., Scheffer, T. & Spiliopoulou, M. (eds.). Berlin: Springer, p. 801-808 (Lecture Notes in Computer Science; vol. 4212).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

44 Citations (Scopus)

Handling local concept drift with dynamic integration of classifiers : domain of antibiotic resistance in nosocomial infections

Tsymbal, A., Pechenizkiy, M., Cunningham, P. & Puuronen, S., 2006, Proceedings 19th IEEE International Symposium on Computer-Based Medical Systems (CBMS'06, Salt Lake City UT, USA, June 22-23, 2006). IEEE Computer Society, p. 679-684

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

30 Citations (Scopus)

Local dimensionality reduction and supervised learning within natural clusters for biomedical data analysis

Pechenizkiy, M., Tsymbal, A. & Puuronen, S., 2006, In : IEEE Transactions on Information Technology in Biomedicine. 10, 3, p. 533-539

Research output: Contribution to journalArticleAcademicpeer-review

6 Citations (Scopus)

On combining principal components with Fisher's linear discriminants for supervised learning

Pechenizkiy, M., Tsymbal, A. & Puuronen, S., 2006, In : Foundations of Computing and Decision Sciences. 31, 1, p. 59-73

Research output: Contribution to journalArticleAcademicpeer-review

The challenge of feedback personalization to learning styles in a web-based learning system

Vasilyeva, E., Pechenizkiy, M. & Puuronen, S., 2006, Proceedings 6th IEEE International Conference on Advanced Learning Technologies (ICALT '06, Kerkrade, The Netherlands, July 5-7, 2006). IEEE Computer Society, p. 1143-1144

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

15 Citations (Scopus)

The impact of sample reduction on PCA-based feature extraction for supervised learning

Pechenizkiy, M., Puuronen, S. & Tsymbal, A., 2006, Proceedings 21st ACM Symposium on Applied Computing (SAC'06, Dijon, France, April 23-27, 2006). Haddad, H. (ed.). Association for Computing Machinery, Inc, p. 553-558

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

19 Citations (Scopus)

Towards better understanding of circulating fluidized bed boilers : a data mining approach

Pechenizkiy, M., Tourunen, A., Kärkkäinen, T., Ivannikov, A. & Nevalainen, H., 2006, Proceedings ECML/PKDD Workshop on PRactical Data Mining (Berlin, Germany, September 22, 2006). Ackermann, M. (ed.). p. 80-83

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

2007

Adaptation of feedback in e-learning systems at individual and group level

Vasilyeva, E., Pechenizkiy, M. & De Bra, P. M. E., 2007, Proceedings of the Workshop on Personalisation in E-Learning Environments at Individual and Group Level (PING 2007, in conjunction with the 11th International Conference on User Modeling), June 25-29 2007, Corfu, Greece. Brusilovsky, P., Grigoriadou, M. & Papanikolou, K. (eds.). Athens (Greece): University of Athens, p. 49-56

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

2 Downloads (Pure)

A framework for guiding the museum tour personalization

Pechenizkiy, M. & Calders, T., 2007, Proceedings of the Workshop on Personalized Access to Cultural Heritage (PATCH'07), 26 June 26, Corfu, Greece. Aroyo, L. M., Kuflik, T., Stock, O. & Zancanaro, M. (eds.). Athens (Greece): IIT, NCSR Demokritos, p. 11-28

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

Feature extraction for dynamic integration of classifiers

Pechenizkiy, M., Tsymbal, A., Puuronen, S. & Patterson, D. W., 2007, In : Fundamenta Informaticae. 77, 3, p. 243-275

Research output: Contribution to journalArticleAcademicpeer-review

6 Citations (Scopus)

Feedback adaptation in web-based learning systems

Vasilyeva, E., Puuronen, S., Pechenizkiy, M. & Räsänen, P., 2007, In : International Journal of Continuing Engineering Education and Lifelong Learning. 17, 4-5, p. 337-357

Research output: Contribution to journalArticleAcademicpeer-review

29 Citations (Scopus)

Personalization of immediate feedback to learning styles

Vasilyeva, E., Pechenizkiy, M., Gavrilova, T. & Puuronen, S., 2007, Proceedings of the 7th International Conference on Advanced Learning Technologies (ICALT 2007) 18-20 July 2007, Niigata, Japan. Spector, J. M., Sampson, D. G., Okamoto, T., Cerri, S. A., Ueno, M. & Kashihara, A. (eds.). Los Alamitos, California, USA: Institute of Electrical and Electronics Engineers, p. 622-624

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

4 Citations (Scopus)

Using cellular automata for feature construction - Preliminary study

Mertik, M., Pechenizkiy, M., Stiglic, G. & Kokol, P., 2007, Proceedings of the 2007 IEEE Digital Ecosystems and Technologies Conference (DEST 2007) 21-23 February 2007, Cairns, Australia. Piscataway, New Jersey, USA: IEEE Computer Society, p. 479-484

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Downloads (Pure)

Workshop on Educational Data Mining @ ICALT07 (EDM@ICALT07)

Beck, J. E., Calders, T., Pechenizkiy, M. & Viola, S. R., 2007, Proceedings of the 7th International Conference on Advanced Learning Technologies (ICALT 2007) 18-20 July 2007, Niigata, Japan. Spector, J. M., Sampson, D. G., Okamoto, T., Cerri, S. A., Ueno, M. & Kashihara, A. (eds.). Los Alamitos, California, USA: Institute of Electrical and Electronics Engineers, p. 933-934

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademic

1 Citation (Scopus)
2008

Adaptation of elaborated feedback in e-learning

Vasilyeva, E., Pechenizkiy, M. & De Bra, P. M. E., 2008, Adaptive Hypermedia and Adaptive Web-Based Systems (5th International Conference, AH 2008, Hannover, Germany, July 29-August 1, 2008, Proceedings). Nejdl, W., Kay, J., Pu, P. & Herder, E. (eds.). Berlin: Springer, p. 235-244 (Lecture Notes in Computer Science; vol. 5149).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

13 Citations (Scopus)
1 Downloads (Pure)

Adaptivity in GRAPPLE: Adaptation in any way you like (Poster)

De Bra, P. M. E., Smits, D., Pechenizkiy, M. & Vasilyeva, E., 2008, Proceedings of the World Conference on E-Learning in Corporate, Government, Healthcare & Higher Education (E-Learn 2008, Las Vegas NV, USA, November 17-21, 2008). Bonk, C. J. & et al., X. (eds.). Norfolk VA, USA: Association for the Advancement of Computing in Education, p. 3654-3659

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Downloads (Pure)

Defining adaptation in a generic multi layer model: CAM: The GRAPPLE Conceptual Adaptation Model

Hendrix, M., De Bra, P. M. E., Pechenizkiy, M., Smits, D. & Cristea, A. I., 2008, Times of Convergence. Technologies across Learning Contexts (Third European Conference on Technology Enhanced Learning, EC-TEL 2008, Maastricht, September 18-19, 2008, Proceedings). Dillenbourg, P. & Specht, M. (eds.). Berlin: Springer, p. 132-143 (Lecture Notes in Computer Science; vol. 5192).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

23 Citations (Scopus)

Does relevance matter to data mining research?

Pechenizkiy, M., Puuronen, S. & Tsymbal, A., 2008, Data Mining: Foundations and Practice. Lin, T. Y., Xie, Y., Wasilewska, A. & Liau, C. J. (eds.). Berlin: Springer, p. 251-275 (Studies in Computational Intelligence; vol. 118).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

4 Citations (Scopus)

Dynamic integration of classifiers for handling concept drift

Tsymbal, A., Pechenizkiy, M., Cunningham, P. & Puuronen, S., 2008, In : Information Fusion. 9, 1, p. 56-68

Research output: Contribution to journalArticleAcademicpeer-review

130 Citations (Scopus)

Effectiveness of local feature selection in ensemble learning for prediction of antimicrobial resistance

Puuronen, S., Pechenizkiy, M. & Tsymbal, A., 2008, Proceedings 21st IEEE International Symposium on Computer-Based Medical Systems (CBMS 2008, Jyväskylä, Finland, June 17-19, 2008). Institute of Electrical and Electronics Engineers, p. 632-637

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Feedback authoring possibilities in web-based learning systems

Vasilyeva, E., De Bra, P. M. E. & Pechenizkiy, M., 2008, Proceedings of the World Conference on E-Learning in Corporate, Government, Healthcare & Higher Education (E-Learn 2008, Las Vegas NV, USA, November 17-21, 2008). Bonk, C. J. & et al., X. (eds.). Norfolk VA, USA: Association for the Advancement of Computing in Education, p. 3981-3986

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Food sales prediction: "If only it knew what we know"

Meulstee, P. & Pechenizkiy, M., 2008, Proceedings 2nd International Workshop on Domain Driven Data Mining (DDDM'08), in: IEEE International Conference on Data Mining: Workshops (ICDM'08, Pisa, Italy, December 15-19, 2008). IEEE Computer Society, p. 134-143

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

5 Citations (Scopus)

GRAPPLE : integrating adaptive learning into learning management systems

De Bra, P. M. E., Pechenizkiy, M., Sluijs, van der, K. A. M. & Smits, D., 2008, Proceedings ED-MEDIA 2008 (20th Annual World Conference on Educational Multimedia, Hypermedia and Telecommunications, Vienna, Austria, June 30-July 4, 2008). Luca, J. & Weippl, E. (eds.). Chesapeake VA: Association for the Advancement of Computing in Education, p. 5183-5188

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

10 Downloads (Pure)

Immediate elaborated feedback personalization in online assessment

Vasilyeva, E., De Bra, P. M. E. & Pechenizkiy, M., 2008, Times of Convergence. Technologies across Learning Contexts (Third European Conference on Technology Enhanced Learning, EC-TEL 2008, Maastricht, September 18-19, 2008, Proceedings). Dillenbourg, P. & Specht, M. (eds.). Berlin: Springer, p. 449-460 (Lecture Notes in Computer Science; vol. 5192).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

5 Citations (Scopus)
2 Downloads (Pure)

Mining the student assessment data: Lessons drawn from a small scale case study

Pechenizkiy, M., Calders, T. G. K., Vasilyeva, E. & De Bra, P. M. E., 2008, Educational Data Mining 2008 (1st International Conference, EDM'08, Montréal, Québec, Canada, June 20-21, 2008, Proceedings). Baker, de, R. S. J., Barnes, T. & Beck, J. E. (eds.). p. 187-191

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

29 Citations (Scopus)

Proceedings of the 21st IEEE international symposium on Computer-based medical systems CBMS 2008, Jyväskylä, Finland, June 17-19, 2008

Puuronen, S. (ed.), Pechenizkiy, M. (ed.), Tsymbal, A. (ed.) & Lee, D. J. (ed.), 2008, Los Alamitos: IEEE Computer Society.

Research output: Book/ReportBook editingAcademic

Proceedings of the International Workshop on Applying Data Mining in e-Learning (ADML-2007, Sissi, Crete, Greece, September 18, 2007)

Romero, C. (ed.), Pechenizkiy, M. (ed.), Calders, T. G. K. (ed.), Beck, J. E. (ed.) & Van Assche, F. (ed.), 2008, Aachen: CEUR-WS.org.

Research output: Book/ReportBook editingAcademic