Alexey Tsymbal

	2009
52		Mykola Pechenizkiy, Alexey Tsymbal: Guest editorial for DKE special issue on "Biomedical Data Mining". Data Knowl. Eng. 68(12): 1357-1358 (2009)
	2008
51		Sonja Zillner, Tamas Hauer, Dmitri Rogulin, Alexey Tsymbal, Martin Huber, Tony Solomonides: Semantic Visualization of Patient Information. CBMS 2008: 296-301
50		Seppo Puuronen, Mykola Pechenizkiy, Alexey Tsymbal: Effectiveness of Local Feature Selection in Ensemble Learning for Prediction of Antimicrobial Resistance. CBMS 2008: 632-637
49		Tamas Hauer, Dmitri Rogulin, Sonja Zillner, Andrew Branson, Jetendr Shamdasani, Alexey Tsymbal, Martin Huber, Tony Solomonides, Richard McClatchey: An Architecture for Semantic Navigation and Reasoning with Patient Data - Experiences of the Health-e-Child Project. International Semantic Web Conference 2008: 737-750
48		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Does Relevance Matter to Data Mining Research?. Data Mining: Foundations and Practice 2008: 251-275
47		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham, Seppo Puuronen: Dynamic integration of classifiers for handling concept drift. Information Fusion 9(1): 56-68 (2008)
46		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Towards more relevance-oriented data mining research. Intell. Data Anal. 12(2): 237-249 (2008)
	2007
45		Alexey Tsymbal, Sonja Zillner, Martin Huber: Feature Ontology for Improved Learning from Large-Dimensional Disease-Specific Heterogeneous Data. CBMS 2007: 595-600
44		Alexey Tsymbal, Sonja Zillner, Martin Huber: Ontology - Supported Machine Learning and Decision Support in Biomedicine. DILS 2007: 156-171
43		Alexey Tsymbal, Martin Huber, Sonja Zillner, Tamas Hauer, Kevin Zhou: Visualizing Patient Similarity in Clinical Decision Support. LWA 2007: 304-311
42		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Feature Extraction for Dynamic Integration of Classifiers. Fundam. Inform. 77(3): 243-275 (2007)
41		Huicheng Zheng, Padraig Cunningham, Alexey Tsymbal: Learning multiple linear manifolds with self-organizing networks. IJPEDS 22(6): 417-426 (2007)
	2006
40		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
39		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
38		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
37		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham: Dynamic Integration with Random Forests. ECML 2006: 801-808
36		Sarah Jane Delany, Padraig Cunningham, Alexey Tsymbal: A Comparison of Ensemble and Case-Base Maintenance Techniques for Handling Concept Drift in Spam Filtering. FLAIRS Conference 2006: 340-345
35		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: The impact of sample reduction on PCA-based feature extraction for supervised learning. SAC 2006: 553-558
34		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: Local Dimensionality Reduction and Supervised Learning Within Natural Clusters for Biomedical Data Analysis. IEEE Transactions on Information Technology in Biomedicine 10(3): 533-539 (2006)
	2005
33		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: Local Dimensionality Reduction within Natural Clusters for Medical Data Analysis. CBMS 2005: 365-370
32		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: Knowledge Management Challenges in Knowledge Discovery Systems. DEXA Workshops 2005: 433-437
31		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Competitive Advantage from Data Mining: Some Lessons Learnt in the Information Systems Field. DEXA Workshops 2005: 733-737
30		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham: Sequential Genetic Search for Ensemble Feature Selection. IJCAI 2005: 877-882
29		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
28		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
27		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham: Diversity in search strategies for ensemble feature selection. Information Fusion 6(1): 83-98 (2005)
26		Sarah Jane Delany, Padraig Cunningham, Alexey Tsymbal, Lorcan Coyle: A case-based technique for tracking concept drift in spam filtering. Knowl.-Based Syst. 18(4-5): 187-195 (2005)
	2004
25		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: PCA-based Feature Transformation for Classification: Issues in Medical Diagnostics. CBMS 2004: 535-
24		Derek Greene, Alexey Tsymbal, Nadia Bolshakova, Padraig Cunningham: Ensemble Clustering in Medical Diagnostics. CBMS 2004: 576-581
23		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham: Diversity in Random Subspacing Ensembles. DaWaK 2004: 309-319
22		Niall Rooney, David W. Patterson, Sarab S. Anand, Alexey Tsymbal: Random Subspacing for Regression Ensembles. FLAIRS Conference 2004
21		Niall Rooney, David W. Patterson, Sarab S. Anand, Alexey Tsymbal: Dynamic Integration of Regression Models. Multiple Classifier Systems 2004: 164-173
	2003
20		Alexey Tsymbal, Mykola Pechenizkiy, Seppo Puuronen, David W. Patterson: Dynamic Integration of Classifiers in the Space of Principal Components. ADBIS 2003: 278-292
19		Alexey Tsymbal, Padraig Cunningham, Mykola Pechenizkiy, Seppo Puuronen: Search Strategies for Ensemble Feature Selection in Medical Diagnostics. CBMS 2003: 124-129
18		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Feature Extraction for Classification in Knowledge Discovery Systems. KES 2003: 526-532
17		Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Ensemble feature selection with the simple Bayesian classification. Information Fusion 4(2): 87-100 (2003)
	2002
16		Alexey Tsymbal, Seppo Puuronen: Ensemble Feature election with the Simple Bayesian Classification in Medical Diagnostics. CBMS 2002: 225-230
15		Alexey Tsymbal, Seppo Puuronen, Mykola Pechenizkiy, Matthias Baumgarten, David W. Patterson: Eigenvector-Based Feature Extraction for Classification. FLAIRS Conference 2002: 354-358
14		Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Feature Selection for Ensembles of Simple Bayesian Classifiers. ISMIS 2002: 592-600
	2001
13		Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal: Ensemble Feature Selection Based on Contextual Merit and Correlation Heuristics. ADBIS 2001: 155-168
12		Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal: Ensemble Feature Selection Based on the Contextual Merit. DaWaK 2001: 111-120
11		Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk: Correlation-Based and Contextual Merit-Based Ensemble Feature Selection. IDA 2001: 135-144
10		Seppo Puuronen, Alexey Tsymbal: Local Feature Selection with Dynamic Integration of Classifiers. Fundam. Inform. 47(1-2): 91-117 (2001)
	2000
9		Alexey Tsymbal: Decision Committee Learning with Dynamic Integration of Classifiers. ADBIS-DASFAA 2000: 265-278
8		Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk: Advanced Local Feature Selection in Medical Diagnostics. CBMS 2000: 25-
7		Alexey Tsymbal, Seppo Puuronen: Dynamic Integration of Decision Committees. HiPC 2000: 537-546
6		Alexey Tsymbal, Seppo Puuronen: Local Feature Selection with Dynamic Integration of Classifiers. ISMIS 2000: 417-425
5		Alexey Tsymbal, Seppo Puuronen: Bagging and Boosting with Dynamic Integration of Classifiers. PKDD 2000: 116-125
	1999
4		Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan: Arbiter Meta-Learning with Dynamic Selection of Classifiers and Its Experimental Investigation. ADBIS 1999: 205-217
3		Irina Skrypnik, Vagan Y. Terziyan, Seppo Puuronen, Alexey Tsymbal: Learning Feature Selection for Medical Databases. CBMS 1999: 53-
2		Seppo Puuronen, Vagan Y. Terziyan, Alexey Tsymbal: A Dynamic Integration Algorithm for an Ensemble of Classifiers. ISMIS 1999: 592-600
	1998
1		Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan: Advanced Dynamic Selection of Diagnostic Methods. CBMS 1998: 50-54

Coauthor Index

1	Irina Alexandrova	[28] [29]
2	Sarabjot S. Anand (Sarab S. Anand)	[21] [22]
3	Matthias Baumgarten	[15]
4	Nadia Bolshakova	[24]
5	Andrew Branson	[49]
6	Lorcan Coyle	[26]
7	Padraig Cunningham	[19] [23] [24] [26] [27] [30] [36] [37] [40] [41] [47]
8	Sarah Jane Delany	[26] [36]
9	Derek Greene	[24]
10	Tamas Hauer	[43] [49] [51]
11	Martin Huber	[43] [44] [45] [49] [51]
12	Richard McClatchey	[49]
13	David W. Patterson	[14] [15] [17] [20] [21] [22] [42]
14	Mykola Pechenizkiy	[15] [18] [19] [20] [23] [25] [27] [28] [29] [30] [31] [32] [33] [34] [35] [37] [38] [39] [40] [42] [46] [47] [48] [50] [52]
15	Oleksandr Pechenizkiy	[39]
16	Seppo Puuronen	[1] [2] [3] [4] [5] [6] [7] [8] [10] [11] [12] [13] [14] [15] [16] [17] [18] [19] [20] [25] [28] [29] [31] [32] [33] [34] [35] [38] [39] [40] [42] [46] [47] [48] [50]
17	Dmitri Rogulin	[49] [51]
18	Niall Rooney	[21] [22]
19	Jetendr Shamdasani	[49]
20	Michael A. Shifrin	[28] [29]
21	Irina Skrypnik	[3]
22	Iryna Skrypnyk	[8] [11] [12] [13]
23	Tony Solomonides	[49] [51]
24	Vagan Y. Terziyan	[1] [2] [3] [4]
25	Huicheng Zheng	[41]
26	Kevin Zhou	[43]
27	Sonja Zillner	[43] [44] [45] [49] [51]

Colors in the list of coauthors