Research Output

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2009

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
27 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)

AI model for computer games based on case based reasoning and AI planning

Menkovski, V. & Metafas, D., 2008, Proceedings of the 3rd International Conference on Digital Interactive Media in Entertainment and Arts (DIMEA'08), 10-12 September 2010, Athens, Greece. New York: Association for Computing Machinery, Inc, p. 295-302

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

2 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)

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)

Oblique decision trees using embedded support vector machines in classifier ensembles

Menkovski, V., Christou, I. & Efremidis, S., 2008, Proceedings of the 7th IEEE International Conference on Cybernetic Intelligent Systems 2008, CIS 2008, 9-10 September 2008, London, United Kingdom. Piscataway: Institute of Electrical and Electronics Engineers, p. 11-1/6

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

Open Access
File
11 Citations (Scopus)
142 Downloads (Pure)

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

3 Citations (Scopus)
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

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

46 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)

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