Seppo Puuronen

	2008
67		Seppo Puuronen, Mykola Pechenizkiy, Alexey Tsymbal: Effectiveness of Local Feature Selection in Ensemble Learning for Prediction of Antimicrobial Resistance. CBMS 2008: 632-637
66		Ekaterina Vasilyeva, Paul De Bra, Mykola Pechenizkiy, Seppo Puuronen: Tailoring Feedback in Online Assessment: Influence of Learning Styles on the Feedback Preferences and Elaborated Feedback Effectiveness. ICALT 2008: 834-838
65		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Does Relevance Matter to Data Mining Research?. Data Mining: Foundations and Practice 2008: 251-275
64		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham, Seppo Puuronen: Dynamic integration of classifiers for handling concept drift. Information Fusion 9(1): 56-68 (2008)
63		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Towards more relevance-oriented data mining research. Intell. Data Anal. 12(2): 237-249 (2008)
	2007
62		Oleksiy Mazhelis, Seppo Puuronen: Comparing Classifier Combining Techniques for Mobile-Masquerader Detection. ARES 2007: 465-472
61		Ekaterina Vasilyeva, Mykola Pechenizkiy, Tatiana Gavrilova, Seppo Puuronen: Personalization of Immediate Feedback to Learning Styles. ICALT 2007: 622-624
60		Oleksiy Mazhelis, Seppo Puuronen: A framework for behavior-based detection of user substitution in a mobile context. Computers & Security 26(2): 154-176 (2007)
59		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Feature Extraction for Dynamic Integration of Classifiers. Fundam. Inform. 77(3): 243-275 (2007)
	2006
58		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
57		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
56		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
55		Ekaterina Vasilyeva, Mykola Pechenizkiy, Seppo Puuronen: The Challenge of Feedback Personalization to Learning Styles in a Web-Based Learning System. ICALT 2006: 1143-1144
54		Oleksiy Mazhelis, Seppo Puuronen, Mika Raento: Estimating Accuracy of Mobile-Masquerader Detection Using Worst-Case and Best-Case Scenario. ICICS 2006: 302-321
53		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: The impact of sample reduction on PCA-based feature extraction for supervised learning. SAC 2006: 553-558
52		Oleksiy Mazhelis, Seppo Puuronen, Mika Raento: Evaluating Classifiers for Mobile-Masquerader Detection. SEC 2006: 271-283
51		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
50		Ekaterina Vasilyeva, Mykola Pechenizkiy, Seppo Puuronen: Towards the Framework of Adaptive User Interfaces for eHealth. CBMS 2005: 139-144
49		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: Local Dimensionality Reduction within Natural Clusters for Medical Data Analysis. CBMS 2005: 365-370
48		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: Knowledge Management Challenges in Knowledge Discovery Systems. DEXA Workshops 2005: 433-437
47		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Competitive Advantage from Data Mining: Some Lessons Learnt in the Information Systems Field. DEXA Workshops 2005: 733-737
46		Elena N. Zaitseva, Vitaly G. Levashenko, K. Matiasko, Seppo Puuronen: Dynamic Reliability Indices for k-out-of-n Multi-State System. ISMVL 2005: 264-269
45		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
44		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
43		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: PCA-based Feature Transformation for Classification: Issues in Medical Diagnostics. CBMS 2004: 535-
42		Oleksiy Mazhelis, Seppo Puuronen: Combining One-Class Classifiers for Mobile-User Substitution Detection. ICEIS (4) 2004: 130-137
41		Oleksiy Mazhelis, Seppo Puuronen, Jari Veijalainen: Modelling Dependencies Between Classifiers in Mobile Masquerader Detection. ICICS 2004: 318-330
	2003
40		Alexey Tsymbal, Mykola Pechenizkiy, Seppo Puuronen, David W. Patterson: Dynamic Integration of Classifiers in the Space of Principal Components. ADBIS 2003: 278-292
39		Alexey Tsymbal, Padraig Cunningham, Mykola Pechenizkiy, Seppo Puuronen: Search Strategies for Ensemble Feature Selection in Medical Diagnostics. CBMS 2003: 124-129
38		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Feature Extraction for Classification in Knowledge Discovery Systems. KES 2003: 526-532
37		Alexandr Seleznyov, Seppo Puuronen: Using continuous user authentication to detect masqueraders. Inf. Manag. Comput. Security 11(3): 139-145 (2003)
36		Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Ensemble feature selection with the simple Bayesian classification. Information Fusion 4(2): 87-100 (2003)
	2002
35		Alexey Tsymbal, Seppo Puuronen: Ensemble Feature election with the Simple Bayesian Classification in Medical Diagnostics. CBMS 2002: 225-230
34		Oleksiy Mazhelis, Alexandr Seleznyov, Seppo Puuronen: A Multi-Expert Based Approach to Continuous Authentication of Mobile-Device Users. Certification and Security in E-Services 2002: 149-164
33		Alexey Tsymbal, Seppo Puuronen, Mykola Pechenizkiy, Matthias Baumgarten, David W. Patterson: Eigenvector-Based Feature Extraction for Classification. FLAIRS Conference 2002: 354-358
32		Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Feature Selection for Ensembles of Simple Bayesian Classifiers. ISMIS 2002: 592-600
	2001
31		Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal: Ensemble Feature Selection Based on Contextual Merit and Correlation Heuristics. ADBIS 2001: 155-168
30		Iryna Skrypnyk, Seppo Puuronen, Antony Grzanka, Agata Szkielkowska: Selection of Voice Features to Diagnose Hearing Impairments of Children. CBMS 2001: 427-432
29		Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal: Ensemble Feature Selection Based on the Contextual Merit. DaWaK 2001: 111-120
28		Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk: Correlation-Based and Contextual Merit-Based Ensemble Feature Selection. IDA 2001: 135-144
27		Alexandr Seleznyov, Oleksiy Mazhelis, Seppo Puuronen: Learning Temporal Regularities of User Behavior for Anomaly Detection. MMM-ACNS 2001: 143-152
26		Vladimir Ryabov, Seppo Puuronen: Probabilistic Reasoning about Uncertain Relations between Temporal Points. TIME 2001: 35-40
25		Seppo Puuronen, Alexey Tsymbal: Local Feature Selection with Dynamic Integration of Classifiers. Fundam. Inform. 47(1-2): 91-117 (2001)
	2000
24		Vladimir Ryabov, Seppo Puuronen: Estimation of Uncertain Relations between Indeterminate Temporal Points. ADVIS 2000: 108-116
23		Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk: Advanced Local Feature Selection in Medical Diagnostics. CBMS 2000: 25-
22		Alexandr Seleznyov, Seppo Puuronen: HIDSUR: A Hybrid Intrusion Detection System Based on Real-Time User Recognition. DEXA Workshop 2000: 41-45
21		Alexey Tsymbal, Seppo Puuronen: Dynamic Integration of Decision Committees. HiPC 2000: 537-546
20		Alexey Tsymbal, Seppo Puuronen: Local Feature Selection with Dynamic Integration of Classifiers. ISMIS 2000: 417-425
19		Alexey Tsymbal, Seppo Puuronen: Bagging and Boosting with Dynamic Integration of Classifiers. PKDD 2000: 116-125
	1999
18		Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan: Arbiter Meta-Learning with Dynamic Selection of Classifiers and Its Experimental Investigation. ADBIS 1999: 205-217
17		Irina Skrypnik, Vagan Y. Terziyan, Seppo Puuronen, Alexey Tsymbal: Learning Feature Selection for Medical Databases. CBMS 1999: 53-
16		Seppo Puuronen, Vagan Y. Terziyan: A Similarity Evaluation Technique for Cooperative Problem Solving with a Group of Agents. CIA 1999: 163-174
15		Seppo Puuronen, Vagan Y. Terziyan, Alexander Logvinovsky: Mining Several Data Bases With an Ensemble of Classifiers DEXA 1999: 882-891
14		Seppo Puuronen, Vagan Y. Terziyan: A Similarity Evaluation Technique for Data Mining with an Ensemble of Classifiers. DEXA Workshop 1999: 1155-1160
13		Seppo Puuronen, Vagan Y. Terziyan, Alexander Logvinovsky: Mining Several Data Bases with an Ensemble of Classifiers. DEXA Workshop 1999: 218-222
12		Seppo Puuronen, Vagan Y. Terziyan: Knowledge Acquisition from Multiple Experts Based on Semantics of Concepts. EKAW 1999: 259-273
11		Vladimir Ryabov, Seppo Puuronen, Vagan Y. Terziyan: Representation and Reasoning with Uncertain Temporal Relations. FLAIRS Conference 1999: 449-453
10		Vagan Y. Terziyan, Seppo Puuronen: Knowledge Acquisition Based on Semantic Balance of Internal and External Knowledge. IEA/AIE 1999: 353-361
9		Seppo Puuronen, Helen Kaikova: Handling Context-Sensitive Temporal Knowledge from Multiple Differently Ranked Sources. IEA/AIE 1999: 688-697
8		Seppo Puuronen, Vagan Y. Terziyan, Alexey Tsymbal: A Dynamic Integration Algorithm for an Ensemble of Classifiers. ISMIS 1999: 592-600
7		Alexandr Seleznyov, Seppo Puuronen: Anomaly Intrusion Detection Systems: Handling Temporal Relations Between Events. Recent Advances in Intrusion Detection 1999
	1998
6		Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan: Advanced Dynamic Selection of Diagnostic Methods. CBMS 1998: 50-54
	1997
5		Vagan Y. Terziyan, Seppo Puuronen, Mikko Kovalainen: Decision support system for telemedicine based on multiple expertise. CBMS 1997: 8-
4		Seppo Puuronen, Vagan Y. Terziyan: The Voting-Type Technique in the Refinement of Multiple Expert Knowledge. HICSS (5) 1997: 287-296
3		Seppo Puuronen, Vesa Savolainen: Mobile information systems - executives' view. Inf. Syst. J. 7(1): 3-20 (1997)
	1996
2		Seppo Puuronen, Vagan Y. Terziyan: Modeling Consensus Knowledge from Multiple Sources Based on Semantics of Concepts. ER Workshop Challenges of Application and Challenges of Design 1996: 133-146
	1987
1		Seppo Puuronen: Direct Execution of an Extended Decision Grid Chart. Angewandte Informatik 29(8/9): 351-357 (1987)

Coauthor Index

1	Irina Alexandrova	[44] [45]
2	Matthias Baumgarten	[33]
3	Paul De Bra	[66]
4	Padraig Cunningham	[39] [58] [64]
5	Tatiana Gavrilova	[61]
6	Antony Grzanka	[30]
7	Helen Kaikova	[9]
8	Mikko Kovalainen	[5]
9	Vitaly G. Levashenko	[46]
10	Alexander Logvinovsky	[13] [15]
11	K. Matiasko	[46]
12	Oleksiy Mazhelis	[27] [34] [41] [42] [52] [54] [60] [62]
13	David W. Patterson	[32] [33] [36] [40] [59]
14	Mykola Pechenizkiy	[33] [38] [39] [40] [43] [44] [45] [47] [48] [49] [50] [51] [53] [55] [56] [57] [58] [59] [61] [63] [64] [65] [66] [67]
15	Oleksandr Pechenizkiy	[57]
16	Mika Raento	[52] [54]
17	Vladimir Ryabov	[11] [24] [26]
18	Vesa Savolainen	[3]
19	Alexandr Seleznyov	[7] [22] [27] [34] [37]
20	Michael A. Shifrin	[44] [45]
21	Irina Skrypnik	[17]
22	Iryna Skrypnyk	[23] [28] [29] [30] [31]
23	Agata Szkielkowska	[30]
24	Vagan Y. Terziyan	[2] [4] [5] [6] [8] [10] [11] [12] [13] [14] [15] [16] [17] [18]
25	Alexey Tsymbal	[6] [8] [17] [18] [19] [20] [21] [23] [25] [28] [29] [31] [32] [33] [35] [36] [38] [39] [40] [43] [44] [45] [47] [48] [49] [51] [53] [56] [57] [58] [59] [63] [64] [65] [67]
26	Ekaterina Vasilyeva	[50] [55] [61] [66]
27	Jari Veijalainen	[41]
28	Elena N. Zaitseva	[46]

Colors in the list of coauthors