Mykola Pechenizkiy

	2009
47		Indre Zliobaite, Jorn Bakker, Mykola Pechenizkiy: OMFP: An Approach for Online Mass Flow Prediction in CFB Boilers. Discovery Science 2009: 272-286
46		Paul De Bra, Mykola Pechenizkiy: Dynamic and adaptive hypertext: generic frameworks, approaches and techniques. Hypertext 2009: 387-388
45		Andriy Ivannikov, Mykola Pechenizkiy, Jorn Bakker, Timo Leino, Mikko Jegoroff, Tommi Kärkkäinen, Sami Äyrämö: Online Mass Flow Prediction in CFB Boilers. ICDM 2009: 206-219
44		Toon Calders, Faisal Kamiran, Mykola Pechenizkiy: Building Classifiers with Independency Constraints. ICDM Workshops 2009: 13-18
43		Indre Zliobaite, Jorn Bakker, Mykola Pechenizkiy: Towards Context Aware Food Sales Prediction. ICDM Workshops 2009: 94-99
42		Nikola Trcka, Mykola Pechenizkiy: From Local Patterns to Global Models: Towards Domain Driven Educational Process Mining. ISDA 2009: 1114-1119
41		Jorn Bakker, Mykola Pechenizkiy: Food Wholesales Prediction: What Is Your Baseline? ISMIS 2009: 493-502
40		Jorn Bakker, Mykola Pechenizkiy, Indre Zliobaite, Andriy Ivannikov, Tommi Kärkkäinen: Handling outliers and concept drift in online mass flow prediction in CFB boilers. KDD Workshop on Knowledge Discovery from Sensor Data 2009: 13-22
39		Toon Calders, Christian W. Günther, Mykola Pechenizkiy, Anne Rozinat: Using minimum description length for process mining. SAC 2009: 1451-1455
38		Mykola Pechenizkiy, Alexey Tsymbal: Guest editorial for DKE special issue on "Biomedical Data Mining". Data Knowl. Eng. 68(12): 1357-1358 (2009)
	2008
37		Ekaterina Vasilyeva, Mykola Pechenizkiy, Paul De Bra: Adaptation of Elaborated Feedback in e-Learning. AH 2008: 235-244
36		Seppo Puuronen, Mykola Pechenizkiy, Alexey Tsymbal: Effectiveness of Local Feature Selection in Ensemble Learning for Prediction of Antimicrobial Resistance. CBMS 2008: 632-637
35		Maurice Hendrix, Paul De Bra, Mykola Pechenizkiy, David Smits, Alexandra I. Cristea: Defining Adaptation in a Generic Multi Layer Model: CAM: The GRAPPLE Conceptual Adaptation Model. EC-TEL 2008: 132-143
34		Ekaterina Vasilyeva, Paul De Bra, Mykola Pechenizkiy: Immediate Elaborated Feedback Personalization in Online Assessment. EC-TEL 2008: 449-460
33		Mykola Pechenizkiy, Toon Calders, Ekaterina Vasilyeva, Paul De Bra: Mining the Student Assessment Data: Lessons Drawn from a Small Scale Case Study. EDM 2008: 187-191
32		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
31		Patrick Meulstee, Mykola Pechenizkiy: Food Sales Prediction: "If Only It Knew What We Know". ICDM Workshops 2008: 134-143
30		Ekaterina Vasilyeva, Mykola Pechenizkiy, Paul De Bra: Tailoring of Feedback in Web-Based Learning: The Role of Response Certitude in the Assessment. Intelligent Tutoring Systems 2008: 771-773
29		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Does Relevance Matter to Data Mining Research?. Data Mining: Foundations and Practice 2008: 251-275
28		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham, Seppo Puuronen: Dynamic integration of classifiers for handling concept drift. Information Fusion 9(1): 56-68 (2008)
27		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Towards more relevance-oriented data mining research. Intell. Data Anal. 12(2): 237-249 (2008)
	2007
26		Ekaterina Vasilyeva, Mykola Pechenizkiy, Tatiana Gavrilova, Seppo Puuronen: Personalization of Immediate Feedback to Learning Styles. ICALT 2007: 622-624
25		Joseph E. Beck, Toon Calders, Mykola Pechenizkiy, Silvia Rita Viola: Workshop on Educational Data Mining @ ICALT07 (EDM@ICALT07). ICALT 2007: 933-934
24		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Feature Extraction for Dynamic Integration of Classifiers. Fundam. Inform. 77(3): 243-275 (2007)
	2006
23		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
22		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
21		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
20		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham: Dynamic Integration with Random Forests. ECML 2006: 801-808
19		Ekaterina Vasilyeva, Mykola Pechenizkiy, Seppo Puuronen: The Challenge of Feedback Personalization to Learning Styles in a Web-Based Learning System. ICALT 2006: 1143-1144
18		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: The impact of sample reduction on PCA-based feature extraction for supervised learning. SAC 2006: 553-558
17		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
16		Ekaterina Vasilyeva, Mykola Pechenizkiy, Seppo Puuronen: Towards the Framework of Adaptive User Interfaces for eHealth. CBMS 2005: 139-144
15		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: Local Dimensionality Reduction within Natural Clusters for Medical Data Analysis. CBMS 2005: 365-370
14		Mykola Pechenizkiy: The Impact of Feature Extraction on the Performance of a Classifier: kNN, Naïve Bayes and C4.5. Canadian Conference on AI 2005: 268-279
13		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: Knowledge Management Challenges in Knowledge Discovery Systems. DEXA Workshops 2005: 433-437
12		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Competitive Advantage from Data Mining: Some Lessons Learnt in the Information Systems Field. DEXA Workshops 2005: 733-737
11		Mykola Pechenizkiy: Data Mining Strategy Selection via Empirical and Constructive Induction. Databases and Applications 2005: 59-64
10		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham: Sequential Genetic Search for Ensemble Feature Selection. IJCAI 2005: 877-882
9		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
8		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
7		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham: Diversity in search strategies for ensemble feature selection. Information Fusion 6(1): 83-98 (2005)
	2004
6		Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: PCA-based Feature Transformation for Classification: Issues in Medical Diagnostics. CBMS 2004: 535-
5		Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham: Diversity in Random Subspacing Ensembles. DaWaK 2004: 309-319
	2003
4		Alexey Tsymbal, Mykola Pechenizkiy, Seppo Puuronen, David W. Patterson: Dynamic Integration of Classifiers in the Space of Principal Components. ADBIS 2003: 278-292
3		Alexey Tsymbal, Padraig Cunningham, Mykola Pechenizkiy, Seppo Puuronen: Search Strategies for Ensemble Feature Selection in Medical Diagnostics. CBMS 2003: 124-129
2		Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Feature Extraction for Classification in Knowledge Discovery Systems. KES 2003: 526-532
	2002
1		Alexey Tsymbal, Seppo Puuronen, Mykola Pechenizkiy, Matthias Baumgarten, David W. Patterson: Eigenvector-Based Feature Extraction for Classification. FLAIRS Conference 2002: 354-358

Coauthor Index

1	Irina Alexandrova	[8] [9]
2	Sami Äyrämö	[45]
3	Jorn Bakker	[40] [41] [43] [45] [47]
4	Matthias Baumgarten	[1]
5	Joseph E. Beck (Joseph Beck)	[25]
6	Paul De Bra	[30] [32] [33] [34] [35] [37] [46]
7	Toon Calders	[25] [33] [39] [44]
8	Alexandra I. Cristea	[35]
9	Padraig Cunningham	[3] [5] [7] [10] [20] [23] [28]
10	Tatiana Gavrilova	[26]
11	Christian W. Günther	[39]
12	Maurice Hendrix	[35]
13	Andriy Ivannikov	[40] [45]
14	Mikko Jegoroff	[45]
15	Faisal Kamiran	[44]
16	Tommi Kärkkäinen	[40] [45]
17	Timo Leino	[45]
18	Patrick Meulstee	[31]
19	David W. Patterson	[1] [4] [24]
20	Oleksandr Pechenizkiy	[22]
21	Seppo Puuronen	[1] [2] [3] [4] [6] [8] [9] [12] [13] [15] [16] [17] [18] [19] [21] [22] [23] [24] [26] [27] [28] [29] [32] [36]
22	Anne Rozinat	[39]
23	Michael A. Shifrin	[8] [9]
24	David Smits	[35]
25	Nikola Trcka	[42]
26	Alexey Tsymbal	[1] [2] [3] [4] [5] [6] [7] [8] [9] [10] [12] [13] [15] [17] [18] [20] [21] [22] [23] [24] [27] [28] [29] [36] [38]
27	Ekaterina Vasilyeva	[16] [19] [26] [30] [32] [33] [34] [37]
28	Silvia Rita Viola	[25]
29	Indre Zliobaite	[40] [43] [47]

Colors in the list of coauthors