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Research Output

2012

Mobile sentiment analysis

Chambers, L., Tromp, E., Pechenizkiy, M. & Gaber, M. M., 2012, Advances in Knowledge-Based and Intelligent Information and Engineering Systems (16th Annual KES Conference, San Sebastian, Spain, September 10-12, 2012). Graña, M., Toro, C., Posada, J., Howlett, R. J. & Jain, L. C. (eds.). IOS Press, p. 470-479 (Frontiers in Artificial Intelligence and Applications; vol. 243).

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

1 Citation (Scopus)

Predicting multi-class customer profiles based on transactions : a case study in food sales

Apeh, E., Zliobaite, I., Pechenizkiy, M. & Gabrys, B., 2012, Proceedings of the 32nd Annual International Conference of the British Computer Society's Specialist Group on Artificial Intelligence (SGAI'12). Bramer, M. & Petridis, M. (eds.). London: Springer, p. 213-218 (Research and Development in Intelligent Systems; vol. XXIX).

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

2 Citations (Scopus)
1 Downloads (Pure)

Proceedings of 2nd International Workshop on Dynamic and Adaptive Hypertext (DAH'2011, Eindhoven, The Netherlands, June 6, 2011)

Pechenizkiy, M. (ed.), Knutov, E. (ed.), Yudelson, M. (ed.), Abel, F. (ed.), Houben, G. J. P. M. (ed.) & Herder, E. (ed.), 2012, Aachen: CEUR-WS.org. 52 p. (CEUR Workshop Proceedings; vol. 823)

Research output: Book/ReportBook editingAcademic

Proceedings of CBMS 2012, the 25th IEEE symposium on computer-based medical systems : June 20th -22th, Rome, Italy

Soda, P. (ed.), Tortorella, F. (ed.), Antani, S. (ed.), Pechenizkiy, M. (ed.), Cannataro, M. (ed.) & Tsymbal, A. (ed.), 2012, New York: Institute of Electrical and Electronics Engineers.

Research output: Book/ReportBook editingAcademic

Quantile index for gradual and abrupt change detection from CFB boiler sensor data in online settings

Maslov, A., Pechenizkiy, M., Kärkkäinen, T. & Tähtinen, M., 2012, Proceedings of the Sixth International Workshop on Knowledge Discovery from Sensor Data (SensorKDD'12, Beijing, China, August 12, 2012). New York: Association for Computing Machinery, Inc, p. 25-33

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

2 Citations (Scopus)
3 Downloads (Pure)

ReliefF-MI : an extension of ReliefF to multiple instance learning

Zafra, A., Pechenizkiy, M. & Ventura, S., 2012, In : Neurocomputing. 75, 1, p. 210-218

Research output: Contribution to journalArticleAcademicpeer-review

20 Citations (Scopus)
1 Downloads (Pure)

Stress@Work: from measuring stress to its understanding, prediction and handling with personalized coaching

Bakker, J., Holenderski, L., Kocielnik, R. D., Pechenizkiy, M. & Sidorova, N., 2012, IHI'12 - Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium (Miami FL, USA, January 28-30, 2012). New York NY: Association for Computing Machinery, Inc, p. 673-677

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

38 Citations (Scopus)

Stress analytics in education

Kocielnik, R. D., Pechenizkiy, M. & Sidorova, N., 2012, Proceedings of the 5th International Conference on Educational Data Mining, EDM 2012 2012. Yacef, K., Zaïane, O. R., Hershkovitz, A., Yudelson, M. & Stamper, J. C. (eds.). p. 236-237

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

4 Citations (Scopus)
2 Downloads (Pure)

Technologies for dealing with information overload : an engineers' point of view

Calders, T. G. K., Fletcher, G. H. L., Kamiran, F. & Pechenizkiy, M., 2012, Information overload : an international challenge for professional engineers and technical communicators. Strother, J. B., Ulijn, J. M. & Fazal, Z. (eds.). Wiley-IEEE, p. 175-202

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2 Citations (Scopus)

Trends in computer-based medical systems

Soda, P., Antani, S., Tortorella, F., Cannataro, M., Pechenizkiy, M. & Tsymbal, A., 2012, In : SIGHIT Record. 2, 2, p. 46-50

Research output: Contribution to journalArticleAcademic

2011

Bridging navigation, search and adaptation : adaptive hypermedia models evolution

Knutov, E., De Bra, P. M. E., Smits, D. & Pechenizkiy, M., 2011, WEBIST 2011 - Proceedings of the 7th International Conference on Web Information Systems and Technologies (Noordwijkerhout, The Netherlands, May 6-9, 2011). Cordeiro, J. & Filipe, J. (eds.). SCITEPRESS-Science and Technology Publications, Lda., p. 314-321

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

1 Citation (Scopus)
1 Downloads (Pure)

Context-aware personal route recognition

Mazhelis, O., Zliobaite, I. & Pechenizkiy, M., 2011, Discovery Science (14th International Conference, DS 2011, Espoo, Finland, October 5-7, 2011. Proceedings). Elomaa, T., Hollmén, J. & Mannila, H. (eds.). Berlin: Springer, p. 221-235 (Lecture Notes in Computer Science; vol. 6926).

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

9 Citations (Scopus)

EDM 2011: 4th international conference on educational data mining : Eindhoven, July 6-8, 2011 : proceedings

Pechenizkiy, M. (ed.), Calders, T. G. K. (ed.), Conati, C. (ed.), Ventura, S. (ed.), Romero, C. (ed.) & Stamper, J. (ed.), 2011, Eindhoven: Technische Universiteit Eindhoven. 374 p.

Research output: Book/ReportBook editingAcademic

Open Access
File
1521 Downloads (Pure)

Generic Adaptation Framework : a process-oriented perspective

Knutov, E., De Bra, P. M. E. & Pechenizkiy, M., 2011, In : Journal of Digital Information. 12, 1, 22 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
94 Downloads (Pure)

Handbook of educational data mining

Romero, C. (ed.), Ventura, S. (ed.), Pechenizkiy, M. (ed.) & Baker, de, R. S. J. (ed.), 2011, Boca Raton: CRC Press. 513 p. (Chapman and Hall/CRC data mining and knowledge discovery series)

Research output: Book/ReportBook editingAcademic

Handling concept drift in process mining

Jagadeesh Chandra Bose, R. P., Aalst, van der, W. M. P., Zliobaite, I. & Pechenizkiy, M., 2011, Advanced Information Systems Engineering (23rd International Conference, CAiSE 2011, London, UK, June 20-24, 2011. Proceedings). Mouratidis, H. & Rolland, C. (eds.). Berlin: Springer, p. 391-405 (Lecture Notes in Computer Science; vol. 6741).

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

93 Citations (Scopus)

Introduction

Romero, C., Ventura, S., Pechenizkiy, M. & Baker, de, R. S. J., 2011, Handbook of Educational Data Mining. Romero, C., Ventura, S., Pechenizkiy, M. & Baker, R. (eds.). London: CRC Press, p. 1-6 (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Learning from medical data streams: an introduction

Pereira Rodrigues, P., Pechenizkiy, M., Gaber, M. M. & Gama, J., 2011, Proceedings of the Workshop on Learning from Medical Data Streams (Bled, Slovania, July 6, 2011). Aachen: CEUR-WS.org, p. 1-6 (CEUR Workshop Proceedings; vol. 765).

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

2 Downloads (Pure)

Learning with actionable attributes: Attention -- boundary cases!

Zliobaite, I. & Pechenizkiy, M., 2011, Proceedings 2010 IEEE International Conference on Data Mining Workshops (ICDWM, Sydney, Australia, December 13, 2010). IEEE Computer Society, p. 1021-1028

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

4 Citations (Scopus)
1 Downloads (Pure)

Preface to the 2nd International Workshop on Handling Concept Drift in Adaptive Information Systems

Khan, L., Pechenizkiy, M. & Zliobaite, I., 2011, 2011 IEEE 11th International Conference on Data Mining Workshops (ICDMW, Vancouver BC, Canada, December 11, 2011). Spilopoulou, M., Wang, H., Cook, D. J., Pei, J., Wang, W., Zaiane, O. R. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers, p. xxxvi-xxxvii

Research output: Chapter in Book/Report/Conference proceedingForeword/postscriptAcademic

1 Downloads (Pure)

Proceedings of the workshop on Learning from medical data streams, LEMEDS'11, Bled, Slovania, July 6, 2011

Pereira Rodrigues, P. (ed.), Pechenizkiy, M. (ed.), Gaber, M. M. (ed.) & Gama, J. (ed.), 2011, Aachen: CEUR-WS.org. (CEUR Workshop Proceedings)

Research output: Book/ReportBook editingAcademic

Process mining from educational data

Trcka, N., Pechenizkiy, M. & Aalst, van der, W. M. P., 2011, Handbook of Educational Data Mining. Romero, C., Ventura, S., Pechenizkiy, M. & Baker, R. (eds.). London: CRC Press, p. 123-142 (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

1 Downloads (Pure)

SentiCorr: Multilingual sentiment analysis of personal correspondence

Tromp, E. & Pechenizkiy, M., 2011, Proceedings 11th IEEE International Conference on Data Mining (ICDM'11, Vancouver BC, Canada, December 11-14, 2011). Institute of Electrical and Electronics Engineers, p. 1247-1250

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

20 Citations (Scopus)

What's your current stress level? Detection of stress patterns from GSR sensor data

Bakker, J., Pechenizkiy, M. & Sidorova, N., 2011, Proceedings 11th IEEE International Conference on Data Mining (ICDM'11, Vancouver BC, Canada, December 11-14, 2011). Institute of Electrical and Electronics Engineers, p. 573-580

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

116 Citations (Scopus)
2 Downloads (Pure)
2010

Adaptation and search: from Dexter and AHAM to GAF

Knutov, E., De Bra, P. M. E. & Pechenizkiy, M., 2010, HT'10, Proceedings of the 21st ACM Conference on Hypertext and Hypermedia (Toronto, Ontario, Canada, June 13-16, 2010). Chignell, M. H. & Toms, E. (eds.). New York NY: Association for Computing Machinery, Inc, p. 281-282

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

A holistic framework for understanding acceptance of remote patient management (RPM) systems by non-professional users

Puuronen, S., Vasilyeva, E., Pechenizkiy, M. & Tesanovic, A., 2010, Proceedings of the 23rd IEEE International Symposium on Computer-Based Medical Systems (CBMS'10, Perth, Australia, October 12-15, 2010). Institute of Electrical and Electronics Engineers, p. 426-431

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

Open Access
File
1 Citation (Scopus)
181 Downloads (Pure)

Bridging versioning and adaptive hypermedia in the dynamic web

Knutov, E., De Bra, P. M. E. & Pechenizkiy, M., 2010, Adjunct Proceedings of the 18th International Conference on User Modeling, Adaptation, and Personalization: Posters and Demonstrations (UMAP 2010, Big Island HI, USA, June 2-24, 2010). Bohnert, F. & Quiroga, L. M. (eds.). p. 13-15

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

Open Access
File
33 Downloads (Pure)

Class association rules mining from students’ test data (Abstract)

Romero, C., Ventura, S., Vasilyeva, E. & Pechenizkiy, M., 2010, Educational Data Mining 2010 (3rd International Conference, Pittsburgh PA, USA, June 11-13, 2010. Proceedings). Baker, de, R. S. J., Merceron, A. & Pavlik Jr., P. I. (eds.). p. 317-318

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

12 Citations (Scopus)

Discrimination aware decision tree learning

Kamiran, F., Calders, T. G. K. & Pechenizkiy, M., 2010, Proceedings of the 10th IEEE International Conference on Data Mining (ICDM, Sydney, Australia, December 14-17, 2010). Institute of Electrical and Electronics Engineers, p. 869-874

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

97 Citations (Scopus)

Discrimination aware decision tree learning

Kamiran, F., Calders, T. G. K. & Pechenizkiy, M., 2010, Eindhoven: Technische Universiteit Eindhoven. 25 p. (Computer science reports; vol. 1013)

Research output: Book/ReportReportAcademic

Open Access
File
97 Citations (Scopus)
496 Downloads (Pure)

Feature selection is the ReliefF for multiple instance learning

Zafra, A., Pechenizkiy, M. & Ventura, S., 2010, Proceedings of the 10th International Conference on Intelligent Systens Design and Applications (ISDA'10, Cairo, Egypt, November 29-December 1, 2010). Institute of Electrical and Electronics Engineers, p. 525-532

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

4 Citations (Scopus)

Generic adaptation process

Knutov, E., De Bra, P. M. E. & Pechenizkiy, M., 2010, Proceedings of the International Workshop on Architectures and Building Blocks of Web-Based User-Adaptive Systems (WABBWUAS'10, Hawaii, USA, June 21, 2010). Abel, F., Herder, E., Houben, G. J., Pechenizkiy, M. & Yudelson, M. (eds.). Aachen: CEUR-WS.org, p. 13-24 (CEUR Workshop Proceedings; vol. 609).

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

Heart failure hospitalization prediction in remote patient management systems

Pechenizkiy, M., Vasilyeva, E., Zliobaite, I., Tesanovic, A. & Manev, G., 2010, Proceedings of the 23rd IEEE International Symposium on Computer-Based Medical Systems (CBMS'10, Perth, Australia, October 12-15, 2010). Institute of Electrical and Electronics Engineers, p. 44-49

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

Open Access
File
4 Citations (Scopus)
95 Downloads (Pure)

Introduction

Romero, C., Ventura, S., Pechenizkiy, M. & Baker, R. S. J. D., 1 Jan 2010, Handbook of Educational Data Mining. CRC Press, p. 1-6 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

11 Citations (Scopus)

Knowledge discovery and computer-based decision support in biomedicine (Guest editorial)

Soda, P., Pechenizkiy, M., Tortorella, F. & Tsymbal, A., 2010, In : Artificial Intelligence in Medicine. 50, 1, p. 1-2

Research output: Contribution to journalArticleAcademicpeer-review

7 Citations (Scopus)

Patient condition modeling in remote patient management : hospitalization prediction

Pechenizkiy, M., Tesanovic, A., Manev, G., Vasilyeva, E., Knutov, E., Verwer, S. E. & De Bra, P. M. E., 2010, Adjunct Proceedings of the 18th International Conference on User Modeling, Adaptation, and Personalization: Posters and Demonstrations (UMAP 2010, Big Island HI, USA, June 2-24, 2010). Bohnert, F. & Quiroga, L. M. (eds.). p. 34-36

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

Open Access
File
41 Downloads (Pure)

Proceedings of the International Workshop on Architectures and Building Blocks of Web-Based User-Adaptive Systems (WABBWUAS'10, Hawaii, USA, June 21, 2010)

Abel, F. (ed.), Herder, E. (ed.), Houben, G. J. P. M. (ed.), Pechenizkiy, M. (ed.) & Yudelson, M. (ed.), 2010, Aachen: CEUR-WS.org. (CEUR Workshop Proceedings; vol. 609)

Research output: Book/ReportBook editingAcademic

Provenance meets adaptive hypermedia

Knutov, E., De Bra, P. M. E. & Pechenizkiy, M., 2010, HT'10, Proceedings of the 21st ACM Conference on Hypertext and Hypermedia (Toronto, Ontario, Canada, June 13-16, 2010). Chignell, M. H. & Toms, E. (eds.). New York NY: Association for Computing Machinery, Inc, p. 93-98

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

1 Citation (Scopus)

Reducing dimensionality in multiple instance learning with a filter method

Zafra, A., Pechenizkiy, M. & Ventura, S., 2010, Hybrid Artificial Intelligence Systems (5th International Symposium, HAIS 2010, San Sebastián, Spain, June 23-25, 2010. Proceedings, Part II). Corchado, E., Graña Romay, M. & Manhaes Savio, A. (eds.). Berlin: Springer, p. 35-44 (Lecture Notes in Computer Science; vol. 6077).

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

5 Citations (Scopus)

Towards EDM framework for personalization of information services in RPM systems (Abstract)

Vasilyeva, E., Pechenizkiy, M., Tesanovic, A., Knutov, E., Verwer, S. E. & De Bra, P. M. E., 2010, Educational Data Mining 2010 (3rd International Conference, Pittsburgh PA, USA, June 11-13, 2010. Proceedings). Baker, de, R. S. J., Merceron, A. & Pavlik Jr., P. I. (eds.). p. 331-332

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

Towards the generic framework for utility considerations in data mining research

Puuronen, S. & Pechenizkiy, M., 2010, Data Mining for Business Applications. Soares, C. & Ghani, R. (eds.). Amsterdam: IOS Press, p. 49-65 (Frontiers in Artificial Intelligence and Applications; vol. 218).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

4 Citations (Scopus)
2 Downloads (Pure)
2009

AH 12 years later: a comprehensive survey of adaptive hypermedia methods and techniques

Knutov, E., Bra, de, P. M. E. & Pechenizkiy, M., 2009, In : New Review of Hypermedia and Multimedia. 15, 1, p. 5-38

Research output: Contribution to journalArticleAcademicpeer-review

136 Citations (Scopus)
7 Downloads (Pure)

AH 12 years later : a comprehensive survey of adaptive hypermedia methods and techniques (Extended abstract)

Knutov, E., De Bra, P. M. E. & 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. 339-341

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

1 Downloads (Pure)

Building classifiers with independency constraints

Calders, T. G. K., Kamiran, F. & Pechenizkiy, M., 2009, Proceedings ICDM'09 Workshop on Domain Driven Data Mining (Miami FL, USA, December 6, 2009). Institute of Electrical and Electronics Engineers, p. 13-18

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

80 Citations (Scopus)

Dynamic and adaptive hypertext : generic frameworks, approaches and techniques (Workshop)

De Bra, P. M. E. & Pechenizkiy, M., 2009, HYPERTEXT 2009 (Proceedings of the 20th ACM Conference on Hypertext and Hypermedia, Torino, Italy, June 29-July 1, 2009). Cattuto, C., Ruffo, G. & Menczer, F. (eds.). p. 387-

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

eHealth personalization in the next generation RPM systems

Tesanovic, A., Manev, G., Pechenizkiy, M. & Vasilyeva, E., 2009, Proceedings 22nd IEEE International Symposium on Computer-Based Medical Systems (CMBS 2009, Albuquerque NM, USA, August 2-5, 2009). Institute of Electrical and Electronics Engineers, p. 1-8

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

11 Citations (Scopus)

eHealth personalization in the next generation RPM systems (Extended abstract)

Tesanovic, A., Manev, G., Pechenizkiy, M. & Vasilyeva, E., 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. 445-446

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

1 Citation (Scopus)

Food wholesales prediction : what is your baseline?

Bakker, J. & Pechenizkiy, M., 2009, Foundations of Intelligent Systems (18th International Symposium, ISMIS 2009, Prague, Czech Republic, September 14-17, 2009. Proceedings). Rauch, J., Ras, Z. W., Berka, P. & Elomaa, T. (eds.). Berlin: Springer, p. 493-502 (Lecture Notes in Computer Science; vol. 5722).

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

4 Citations (Scopus)