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Research Output

2009

From local patterns to global models : towards domain driven educational process mining

Trcka, N. & Pechenizkiy, M., 2009, Proceedings of the 9th International Conference on Intelligent Systems Design and Applications (ISDA'09, Pisa, Italy, November 30-December 2, 2009). Institute of Electrical and Electronics Engineers, p. 1114-1119

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

21 Citations (Scopus)

Guest editorial for DKE special issue on "Biomedical Data Mining"

Pechenizkiy, M. & Tsymbal, A., 2009, In : Data & Knowledge Engineering. 68, 12, p. 1357-1358

Research output: Contribution to journalEditorialAcademicpeer-review

Handling outliers and concept drift in online mass flow prediction in CFB boilers

Bakker, J., Pechenizkiy, M., Zliobaite, I., Ivannikov, A. & Kärkkäinen, T., 2009, Proceedings of the Third International Workshop on Knowledge Discovery from Sensor Data (KDD 2009, Paris, France, June 28, 2009). Omitaomu, O. A., Ganguly, A. R., Gama, J., Vatsavai, R. R., Chawla, N. V. & Gaber, M. M. (eds.). New York: Association for Computing Machinery, Inc, p. 13-22

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

7 Citations (Scopus)

OMFP : an approach for online mass flow prediction in CFB boilers

Zliobaite, I., Bakker, J. & Pechenizkiy, M., 2009, Discovery Science (12th International Conference, DS 2009, Porto, Portugal, October 3-5, 2009. Proceedings). Gama, J., Santos Costa, V., Jorge, A. M. & Brazdil, P. B. (eds.). Berlin: Springer, p. 272-286 (Lecture Notes in Computer Science; vol. 5808).

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

2 Citations (Scopus)

Online mass flow prediction in CFB boilers

Ivannikov, A., Pechenizkiy, M., Bakker, J., Leino, T., Jegoroff, M., Kärkkäinen, T. & Äyrämö, S., 2009, Advances in Data Mining. Applications and Theoretical Aspects (9th Industrial Conference, ICDM 2009, Leipzig, Germany, July 20-22, 2009. Proceedings). Perner, P. (ed.). Berlin: Springer, p. 206-219 (Lecture Notes in Computer Science; vol. 5633).

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

2 Citations (Scopus)

Online mass flow prediction in CFB boilers with explicit detection of sudden concept drift

Pechenizkiy, M., Bakker, J., Zliobaite, I., Ivannikov, A. & Kärkkäinen, T., 2009, In : SIGKDD Explorations. 11, 2, p. 109-116

Research output: Contribution to journalArticleAcademicpeer-review

Predicting students drop out : a case study

Dekker, G. W., Pechenizkiy, M. & Vleeshouwers, J. M., 2009, Proceedings of the 2nd International Conference on Educational Data Mining, EDM 2009, July 1-3, 2009. Cordoba, Spain. Barnes, T., Desmarais, M., Romero, C. & Ventura, S. (eds.). p. 41-50

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

Open Access
File
201 Citations (Scopus)
327 Downloads (Pure)

Process mining online assessment data

Pechenizkiy, M., Trcka, N., Vasilyeva, E., Aalst, van der, W. M. P. & De Bra, P. M. E., 2009, Educational Data Mining 2009: 2nd International Conference on Educational Data Mining : proceedings [EDM'09], Cordoba, Spain. July 1-3, 2009. Barnes, T., Desmarais, M., Romero, C. & Ventura, S. (eds.). S.l.: International Working Group on Educational Data Mining, p. 279-288

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

Open Access
File
44 Citations (Scopus)
94 Downloads (Pure)

Towards context aware food sales prediction

Zliobaite, I., Bakker, J. & Pechenizkiy, M., 2009, Proceedings of the 3rd International Workshop on Domain Driven Data Mining (DDDM'09, Miami FL, USA, December 6, 2009; in conjunction with IEEE ICDM'09). p. 94-99

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

11 Citations (Scopus)

Towards context aware food sales prediction (Extended abstract)

Zliobaite, I., Bakker, J. & Pechenizkiy, M., 2009, Proceedings 21st Benelux Conference on Artificial Intelligence (BNAIC'09, Eindhoven, The Netherlands, October 29-30, 2009). Calders, T., Tuyls, K. & Pechenizkiy, M. (eds.). p. 449-450

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

1 Citation (Scopus)
1 Downloads (Pure)

Towards the second order adaptation in the next generation remote patient management systems

Tesanovic, A., Manev, G., Pechenizkiy, M. & Vasilyeva, E., 2009, Proceedings of the Workshop on Personalisation for eHealth (Pers4eHealth'09, Verona, Italy, July 19, 2009; co-located with AIME'09). Grasso, F. & Paris, C. (eds.). p. 34-40

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

Open Access
File
28 Downloads (Pure)

Using minimum description length for process mining

Calders, T. G. K., Günther, C. W., Pechenizkiy, M. & Rozinat, A., 2009, Proceedings of the 2009 ACM Symposium on Applied Computing (SAC 2009, Honolulu HI, USA, March 8-12, 2009). Shin, S. Y. & Ossowski, S. (eds.). New York NY: Association for Computing Machinery, Inc, p. 1451-1455

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

34 Citations (Scopus)

Versioning in adaptive hypermedia

Knutov, E., De Bra, P. M. E. & Pechenizkiy, M., 2009, Proceedings of the 1st DAH'2009 Workshop on Dynamic and Adaptive Hypertext: Generic Frameworks, Approaches and Techniques (Torino, Italy, June 29, 2009; co-located with ACM Hypertext 2009). Aachen: CEUR-WS.org, p. 61-71 (CEUR Workshop Proceedings; vol. 473).

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

2 Citations (Scopus)
1 Downloads (Pure)
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)

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

Tailoring feedback in online assessment: Influence of learning styles on the feedback preferences and elaborated feedback effectiveness

Vasilyeva, E., Pechenizkiy, M., De Bra, P. M. E. & Puuronen, S., 2008, Proceedings 8th IEEE International Conference on Advanced Learning Technologies (ICALT 2008, Santander, Spain, July 1-5, 2008). Woolf, B. P., Aïmeur, E., Nkambou, R. & Lajoie, S. (eds.). Institute of Electrical and Electronics Engineers, p. 834-838

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

14 Citations (Scopus)

Tailoring of feedback in online assessment: Lessons learnt

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. 518-526

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

Tailoring of feedback in web-based learning : the role of response certitude in the assessment

Vasilyeva, E., Pechenizkiy, M. & De Bra, P. M. E., 2008, Intelligent Tutoring Systems (9th International Conference, ITS 2008, Montreal, Canada, June 23-27, 2008, Proceedings). Woolf, B. P., Aïmeur, E., Nkambou, R. & Lajoie, S. (eds.). Berlin: Springer, p. 771-773 (Lecture Notes in Computer Science; vol. 5091).

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

4 Citations (Scopus)

Towards more relevance-oriented data mining research

Pechenizkiy, M., Puuronen, S. & Tsymbal, A., 2008, In : Intelligent Data Analysis. 12, 2, p. 237-249

Research output: Contribution to journalArticleAcademicpeer-review

6 Citations (Scopus)
1 Downloads (Pure)
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)
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

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)