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Research Output

2005

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)

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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)
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)
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, 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

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

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)
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