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Alexey Tsymbal
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Publications
- 2008
- [j10]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
Towards more relevance-oriented data mining research. Intell. Data Anal. 12(2): 237-249 (2008) - [j9]Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham, Seppo Puuronen:
Dynamic integration of classifiers for handling concept drift. Inf. Fusion 9(1): 56-68 (2008) - [c43]Seppo Puuronen, Mykola Pechenizkiy, Alexey Tsymbal:
Effectiveness of Local Feature Selection in Ensemble Learning for Prediction of Antimicrobial Resistance. CBMS 2008: 632-637 - [p1]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
Does Relevance Matter to Data Mining Research?. Data Mining: Foundations and Practice 2008: 251-275 - 2007
- [j8]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, David W. Patterson:
Feature Extraction for Dynamic Integration of Classifiers. Fundam. Informaticae 77(3): 243-275 (2007) - 2006
- [j6]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen:
Local Dimensionality Reduction and Supervised Learning Within Natural Clusters for Biomedical Data Analysis. IEEE Trans. Inf. Technol. Biomed. 10(3): 533-539 (2006) - [c38]Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham, Seppo Puuronen:
Handling Local Concept Drift with Dynamic Integration of Classifiers: Domain of Antibiotic Resistance in Nosocomial Infections. CBMS 2006: 679-684 - [c37]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, Oleksandr Pechenizkiy:
Class Noise and Supervised Learning in Medical Domains: The Effect of Feature Extraction. CBMS 2006: 708-713 - [c36]Seppo Puuronen, Mykola Pechenizkiy, Alexey Tsymbal:
Keynote Paper: Data Mining Researcher, Who is Your Customer? Some Issues Inspired by the Information Systems Field. DEXA Workshops 2006: 579-583 - [c33]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
The impact of sample reduction on PCA-based feature extraction for supervised learning. SAC 2006: 553-558 - 2005
- [c32]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen:
Local Dimensionality Reduction within Natural Clusters for Medical Data Analysis. CBMS 2005: 365-370 - [c31]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen:
Knowledge Management Challenges in Knowledge Discovery Systems. DEXA Workshops 2005: 433-437 - [c30]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
Competitive Advantage from Data Mining: Some Lessons Learnt in the Information Systems Field. DEXA Workshops 2005: 733-737 - [c28]Alexey Tsymbal, Mykola Pechenizkiy, Seppo Puuronen, Michael A. Shifrin, Irina Alexandrova:
Knowledge Discovery in Microbiology Data: Analysis of Antibiotic Resistance in Nosocomial Infections. Wissensmanagement 2005: 334-340 - [c27]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, Michael A. Shifrin, Irina Alexandrova:
Knowledge Discovery from Microbiology Data: Many-Sided Analysis of Antibiotic Resistance in Nosocomial Infections. Wissensmanagement (LNCS Volume) 2005: 360-372 - 2004
- [c26]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen:
PCA-based Feature Transformation for Classification: Issues in Medical Diagnostics. CBMS 2004: 535- - 2003
- [j3]Alexey Tsymbal, Seppo Puuronen, David W. Patterson:
Ensemble feature selection with the simple Bayesian classification. Inf. Fusion 4(2): 87-100 (2003) - [c20]Alexey Tsymbal, Mykola Pechenizkiy, Seppo Puuronen, David W. Patterson:
Dynamic Integration of Classifiers in the Space of Principal Components. ADBIS 2003: 278-292 - [c19]Alexey Tsymbal, Padraig Cunningham, Mykola Pechenizkiy, Seppo Puuronen:
Search Strategies for Ensemble Feature Selection in Medical Diagnostics. CBMS 2003: 124-129 - [c18]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
Feature Extraction for Classification in Knowledge Discovery Systems. KES 2003: 526-532 - 2002
- [c17]Alexey Tsymbal, Seppo Puuronen:
Ensemble Feature election with the Simple Bayesian Classification in Medical Diagnostics. CBMS 2002: 225-230 - [c16]Alexey Tsymbal, Seppo Puuronen, Mykola Pechenizkiy, Matthias Baumgarten, David W. Patterson:
Eigenvector-Based Feature Extraction for Classification. FLAIRS 2002: 354-358 - [c15]Alexey Tsymbal, Seppo Puuronen, David W. Patterson:
Feature Selection for Ensembles of Simple Bayesian Classifiers. ISMIS 2002: 592-600 - 2001
- [j2]Seppo Puuronen, Alexey Tsymbal:
Local Feature Selection with Dynamic Integration of Classifiers. Fundam. Informaticae 47(1-2): 91-117 (2001) - [c14]Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal:
Ensemble Feature Selection Based on Contextual Merit and Correlation Heuristics. ADBIS 2001: 155-168 - [c13]Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal:
Ensemble Feature Selection Based on the Contextual Merit. DaWaK 2001: 111-120 - [c12]Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk:
Correlation-Based and Contextual Merit-Based Ensemble Feature Selection. IDA 2001: 135-144 - 2000
- [c10]Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk:
Advanced Local Feature Selection in Medical Diagnostics. CBMS 2000: 25- - [c9]Seppo Puuronen, Alexey Tsymbal, Vagan Y. Terziyan:
Distance functions in dynamic integration of data mining techniques. Data Mining and Knowledge Discovery: Theory, Tools, and Technology 2000: 22-32 - [c8]Alexey Tsymbal, Seppo Puuronen:
Dynamic Integration of Decision Committees. HiPC 2000: 537-546 - [c7]Alexey Tsymbal, Seppo Puuronen:
Local Feature Selection with Dynamic Integration of Classifiers. ISMIS 2000: 417-425 - [c6]Alexey Tsymbal, Seppo Puuronen:
Bagging and Boosting with Dynamic Integration of Classifiers. PKDD 2000: 116-125 - 1999
- [c5]Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan:
Arbiter Meta-Learning with Dynamic Selection of Classifiers and Its Experimental Investigation. ADBIS 1999: 205-217 - [c4]Irina Skrypnik, Vagan Y. Terziyan, Seppo Puuronen, Alexey Tsymbal:
Learning Feature Selection for Medical Databases. CBMS 1999: 53- - [c3]Seppo Puuronen, Vagan Y. Terziyan, Artyom Katasonov, Alexey Tsymbal:
Dynamic integration of multiple data mining techniques in a knowledge discovery management system. Data Mining and Knowledge Discovery: Theory, Tools, and Technology 1999: 128-141 - [c2]Seppo Puuronen, Vagan Y. Terziyan, Alexey Tsymbal:
A Dynamic Integration Algorithm for an Ensemble of Classifiers. ISMIS 1999: 592-600 - 1998
- [j1]Vagan Y. Terziyan, Alexey Tsymbal, Seppo Puuronen:
The decision support system for telemedicine based on multiple expertise. Int. J. Medical Informatics 49(2): 217-229 (1998) - [c1]Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan:
Advanced Dynamic Selection of Diagnostic Methods. CBMS 1998: 50-54
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