2008 | ||
---|---|---|
51 | EE | Sonja Zillner, Tamas Hauer, Dmitri Rogulin, Alexey Tsymbal, Martin Huber, Tony Solomonides: Semantic Visualization of Patient Information. CBMS 2008: 296-301 |
50 | EE | Seppo Puuronen, Mykola Pechenizkiy, Alexey Tsymbal: Effectiveness of Local Feature Selection in Ensemble Learning for Prediction of Antimicrobial Resistance. CBMS 2008: 632-637 |
49 | EE | 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 | EE | Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Does Relevance Matter to Data Mining Research?. Data Mining: Foundations and Practice 2008: 251-275 |
47 | EE | Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham, Seppo Puuronen: Dynamic integration of classifiers for handling concept drift. Information Fusion 9(1): 56-68 (2008) |
46 | EE | Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Towards more relevance-oriented data mining research. Intell. Data Anal. 12(2): 237-249 (2008) |
2007 | ||
45 | EE | Alexey Tsymbal, Sonja Zillner, Martin Huber: Feature Ontology for Improved Learning from Large-Dimensional Disease-Specific Heterogeneous Data. CBMS 2007: 595-600 |
44 | EE | 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 | EE | Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Feature Extraction for Dynamic Integration of Classifiers. Fundam. Inform. 77(3): 243-275 (2007) |
41 | EE | Huicheng Zheng, Padraig Cunningham, Alexey Tsymbal: Learning multiple linear manifolds with self-organizing networks. IJPEDS 22(6): 417-426 (2007) |
2006 | ||
40 | EE | 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 | EE | 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 | EE | 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 | EE | 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 | EE | Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: The impact of sample reduction on PCA-based feature extraction for supervised learning. SAC 2006: 553-558 |
34 | EE | 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 | EE | Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: Local Dimensionality Reduction within Natural Clusters for Medical Data Analysis. CBMS 2005: 365-370 |
32 | EE | Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: Knowledge Management Challenges in Knowledge Discovery Systems. DEXA Workshops 2005: 433-437 |
31 | EE | 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 | EE | 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 | EE | 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 | EE | Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham: Diversity in search strategies for ensemble feature selection. Information Fusion 6(1): 83-98 (2005) |
26 | EE | 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 | EE | Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen: PCA-based Feature Transformation for Classification: Issues in Medical Diagnostics. CBMS 2004: 535- |
24 | EE | Derek Greene, Alexey Tsymbal, Nadia Bolshakova, Padraig Cunningham: Ensemble Clustering in Medical Diagnostics. CBMS 2004: 576-581 |
23 | EE | 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 | EE | Niall Rooney, David W. Patterson, Sarab S. Anand, Alexey Tsymbal: Dynamic Integration of Regression Models. Multiple Classifier Systems 2004: 164-173 |
2003 | ||
20 | EE | Alexey Tsymbal, Mykola Pechenizkiy, Seppo Puuronen, David W. Patterson: Dynamic Integration of Classifiers in the Space of Principal Components. ADBIS 2003: 278-292 |
19 | EE | Alexey Tsymbal, Padraig Cunningham, Mykola Pechenizkiy, Seppo Puuronen: Search Strategies for Ensemble Feature Selection in Medical Diagnostics. CBMS 2003: 124-129 |
18 | EE | Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal: Feature Extraction for Classification in Knowledge Discovery Systems. KES 2003: 526-532 |
17 | EE | Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Ensemble feature selection with the simple Bayesian classification. Information Fusion 4(2): 87-100 (2003) |
2002 | ||
16 | EE | 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 | EE | Alexey Tsymbal, Seppo Puuronen, David W. Patterson: Feature Selection for Ensembles of Simple Bayesian Classifiers. ISMIS 2002: 592-600 |
2001 | ||
13 | EE | Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal: Ensemble Feature Selection Based on Contextual Merit and Correlation Heuristics. ADBIS 2001: 155-168 |
12 | EE | Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal: Ensemble Feature Selection Based on the Contextual Merit. DaWaK 2001: 111-120 |
11 | EE | 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 | EE | Alexey Tsymbal: Decision Committee Learning with Dynamic Integration of Classifiers. ADBIS-DASFAA 2000: 265-278 |
8 | EE | Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk: Advanced Local Feature Selection in Medical Diagnostics. CBMS 2000: 25- |
7 | EE | Alexey Tsymbal, Seppo Puuronen: Dynamic Integration of Decision Committees. HiPC 2000: 537-546 |
6 | EE | Alexey Tsymbal, Seppo Puuronen: Local Feature Selection with Dynamic Integration of Classifiers. ISMIS 2000: 417-425 |
5 | EE | Alexey Tsymbal, Seppo Puuronen: Bagging and Boosting with Dynamic Integration of Classifiers. PKDD 2000: 116-125 |
1999 | ||
4 | EE | Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan: Arbiter Meta-Learning with Dynamic Selection of Classifiers and Its Experimental Investigation. ADBIS 1999: 205-217 |
3 | EE | 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 | EE | Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan: Advanced Dynamic Selection of Diagnostic Methods. CBMS 1998: 50-54 |