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Alexey Tsymbal: [Publications] [Author Rank by year] [Co-authors] [Prefers] [Cites] [Cited by]

Publications of Author

  1. Seppo Puuronen, Vagan Y. Terziyan, Alexey Tsymbal
    A Dynamic Integration Algorithm for an Ensemble of Classifiers. [Citation Graph (1, 0)][DBLP]
    ISMIS, 1999, pp:592-600 [Conf]
  2. Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal
    Ensemble Feature Selection Based on Contextual Merit and Correlation Heuristics. [Citation Graph (0, 0)][DBLP]
    ADBIS, 2001, pp:155-168 [Conf]
  3. Alexey Tsymbal
    Decision Committee Learning with Dynamic Integration of Classifiers. [Citation Graph (0, 0)][DBLP]
    ADBIS-DASFAA, 2000, pp:265-278 [Conf]
  4. Alexey Tsymbal, Mykola Pechenizkiy, Seppo Puuronen, David W. Patterson
    Dynamic Integration of Classifiers in the Space of Principal Components. [Citation Graph (0, 0)][DBLP]
    ADBIS, 2003, pp:278-292 [Conf]
  5. Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan
    Arbiter Meta-Learning with Dynamic Selection of Classifiers and Its Experimental Investigation. [Citation Graph (0, 3)][DBLP]
    ADBIS, 1999, pp:205-217 [Conf]
  6. Derek Greene, Alexey Tsymbal, Nadia Bolshakova, Padraig Cunningham
    Ensemble Clustering in Medical Diagnostics. [Citation Graph (0, 0)][DBLP]
    CBMS, 2004, pp:576-581 [Conf]
  7. Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen
    PCA-based Feature Transformation for Classification: Issues in Medical Diagnostics. [Citation Graph (0, 0)][DBLP]
    CBMS, 2004, pp:535-0 [Conf]
  8. Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen
    Local Dimensionality Reduction within Natural Clusters for Medical Data Analysis. [Citation Graph (0, 0)][DBLP]
    CBMS, 2005, pp:365-370 [Conf]
  9. Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, Oleksandr Pechenizkiy
    Class Noise and Supervised Learning in Medical Domains: The Effect of Feature Extraction. [Citation Graph (0, 0)][DBLP]
    CBMS, 2006, pp:708-713 [Conf]
  10. Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk
    Advanced Local Feature Selection in Medical Diagnostics. [Citation Graph (0, 0)][DBLP]
    CBMS, 2000, pp:25-0 [Conf]
  11. Irina Skrypnik, Vagan Y. Terziyan, Seppo Puuronen, Alexey Tsymbal
    Learning Feature Selection for Medical Databases. [Citation Graph (0, 0)][DBLP]
    CBMS, 1999, pp:53-0 [Conf]
  12. Alexey Tsymbal, Padraig Cunningham, Mykola Pechenizkiy, Seppo Puuronen
    Search Strategies for Ensemble Feature Selection in Medical Diagnostics. [Citation Graph (0, 0)][DBLP]
    CBMS, 2003, pp:124-129 [Conf]
  13. Alexey Tsymbal, Seppo Puuronen
    Ensemble Feature election with the Simple Bayesian Classification in Medical Diagnostics. [Citation Graph (0, 0)][DBLP]
    CBMS, 2002, pp:225-230 [Conf]
  14. Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham, Seppo Puuronen
    Handling Local Concept Drift with Dynamic Integration of Classifiers: Domain of Antibiotic Resistance in Nosocomial Infections. [Citation Graph (0, 0)][DBLP]
    CBMS, 2006, pp:679-684 [Conf]
  15. Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan
    Advanced Dynamic Selection of Diagnostic Methods. [Citation Graph (0, 0)][DBLP]
    CBMS, 1998, pp:50-54 [Conf]
  16. Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal
    Ensemble Feature Selection Based on the Contextual Merit. [Citation Graph (0, 0)][DBLP]
    DaWaK, 2001, pp:111-120 [Conf]
  17. Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham
    Diversity in Random Subspacing Ensembles. [Citation Graph (0, 0)][DBLP]
    DaWaK, 2004, pp:309-319 [Conf]
  18. Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal
    Competitive Advantage from Data Mining: Some Lessons Learnt in the Information Systems Field. [Citation Graph (0, 0)][DBLP]
    DEXA Workshops, 2005, pp:733-737 [Conf]
  19. Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen
    Knowledge Management Challenges in Knowledge Discovery Systems. [Citation Graph (0, 0)][DBLP]
    DEXA Workshops, 2005, pp:433-437 [Conf]
  20. Seppo Puuronen, Mykola Pechenizkiy, Alexey Tsymbal
    Keynote Paper: Data Mining Researcher, Who is Your Customer? Some Issues Inspired by the Information Systems Field. [Citation Graph (0, 0)][DBLP]
    DEXA Workshops, 2006, pp:579-583 [Conf]
  21. Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham
    Dynamic Integration with Random Forests. [Citation Graph (0, 0)][DBLP]
    ECML, 2006, pp:801-808 [Conf]
  22. Niall Rooney, David W. Patterson, Sarab S. Anand, Alexey Tsymbal
    Random Subspacing for Regression Ensembles. [Citation Graph (0, 0)][DBLP]
    FLAIRS Conference, 2004, pp:- [Conf]
  23. Alexey Tsymbal, Seppo Puuronen, Mykola Pechenizkiy, Matthias Baumgarten, David W. Patterson
    Eigenvector-Based Feature Extraction for Classification. [Citation Graph (0, 0)][DBLP]
    FLAIRS Conference, 2002, pp:354-358 [Conf]
  24. Sarah Jane Delany, Padraig Cunningham, Alexey Tsymbal
    A Comparison of Ensemble and Case-Base Maintenance Techniques for Handling Concept Drift in Spam Filtering. [Citation Graph (0, 0)][DBLP]
    FLAIRS Conference, 2006, pp:340-345 [Conf]
  25. Alexey Tsymbal, Seppo Puuronen
    Dynamic Integration of Decision Committees. [Citation Graph (0, 0)][DBLP]
    HiPC, 2000, pp:537-546 [Conf]
  26. Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk
    Correlation-Based and Contextual Merit-Based Ensemble Feature Selection. [Citation Graph (0, 0)][DBLP]
    IDA, 2001, pp:135-144 [Conf]
  27. Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham
    Sequential Genetic Search for Ensemble Feature Selection. [Citation Graph (0, 0)][DBLP]
    IJCAI, 2005, pp:877-882 [Conf]
  28. Alexey Tsymbal, Seppo Puuronen
    Local Feature Selection with Dynamic Integration of Classifiers. [Citation Graph (0, 0)][DBLP]
    ISMIS, 2000, pp:417-425 [Conf]
  29. Alexey Tsymbal, Seppo Puuronen, David W. Patterson
    Feature Selection for Ensembles of Simple Bayesian Classifiers. [Citation Graph (0, 0)][DBLP]
    ISMIS, 2002, pp:592-600 [Conf]
  30. Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal
    Feature Extraction for Classification in Knowledge Discovery Systems. [Citation Graph (0, 0)][DBLP]
    KES, 2003, pp:526-532 [Conf]
  31. Niall Rooney, David W. Patterson, Sarab S. Anand, Alexey Tsymbal
    Dynamic Integration of Regression Models. [Citation Graph (0, 0)][DBLP]
    Multiple Classifier Systems, 2004, pp:164-173 [Conf]
  32. Alexey Tsymbal, Seppo Puuronen
    Bagging and Boosting with Dynamic Integration of Classifiers. [Citation Graph (0, 0)][DBLP]
    PKDD, 2000, pp:116-125 [Conf]
  33. Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal
    The impact of sample reduction on PCA-based feature extraction for supervised learning. [Citation Graph (0, 0)][DBLP]
    SAC, 2006, pp:553-558 [Conf]
  34. 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. [Citation Graph (0, 0)][DBLP]
    Wissensmanagement (LNCS Volume), 2005, pp:360-372 [Conf]
  35. Alexey Tsymbal, Mykola Pechenizkiy, Seppo Puuronen, Michael A. Shifrin, Irina Alexandrova
    Knowledge Discovery in Microbiology Data: Analysis of Antibiotic Resistance in Nosocomial Infections. [Citation Graph (0, 0)][DBLP]
    Wissensmanagement, 2005, pp:334-340 [Conf]
  36. Seppo Puuronen, Alexey Tsymbal
    Local Feature Selection with Dynamic Integration of Classifiers. [Citation Graph (0, 0)][DBLP]
    Fundam. Inform., 2001, v:47, n:1-2, pp:91-117 [Journal]
  37. Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham
    Diversity in search strategies for ensemble feature selection. [Citation Graph (0, 0)][DBLP]
    Information Fusion, 2005, v:6, n:1, pp:83-98 [Journal]
  38. Alexey Tsymbal, Seppo Puuronen, David W. Patterson
    Ensemble feature selection with the simple Bayesian classification. [Citation Graph (0, 0)][DBLP]
    Information Fusion, 2003, v:4, n:2, pp:87-100 [Journal]
  39. Sarah Jane Delany, Padraig Cunningham, Alexey Tsymbal, Lorcan Coyle
    A case-based technique for tracking concept drift in spam filtering. [Citation Graph (0, 0)][DBLP]
    Knowl.-Based Syst., 2005, v:18, n:4-5, pp:187-195 [Journal]
  40. Alexey Tsymbal, Sonja Zillner, Martin Huber
    Feature Ontology for Improved Learning from Large-Dimensional Disease-Specific Heterogeneous Data. [Citation Graph (0, 0)][DBLP]
    CBMS, 2007, pp:595-600 [Conf]
  41. Alexey Tsymbal, Sonja Zillner, Martin Huber
    Ontology - Supported Machine Learning and Decision Support in Biomedicine. [Citation Graph (0, 0)][DBLP]
    DILS, 2007, pp:156-171 [Conf]
  42. Alexey Tsymbal, Martin Huber, Sonja Zillner, Tamas Hauer, Kevin Zhou
    Visualizing Patient Similarity in Clinical Decision Support. [Citation Graph (0, 0)][DBLP]
    LWA, 2007, pp:304-311 [Conf]
  43. Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, David Patterson
    Feature Extraction for Dynamic Integration of Classifiers. [Citation Graph (0, 0)][DBLP]
    Fundam. Inform., 2007, v:77, n:3, pp:243-275 [Journal]

  44. Semantic Visualization of Patient Information. [Citation Graph (, )][DBLP]


  45. Effectiveness of Local Feature Selection in Ensemble Learning for Prediction of Antimicrobial Resistance. [Citation Graph (, )][DBLP]


  46. Learning Discriminative Distance Functions for Case Retrieval and Decision Support. [Citation Graph (, )][DBLP]


  47. Cross-Modality Assessment and Planning for Pulmonary Trunk Treatment Using CT and MRI Imaging. [Citation Graph (, )][DBLP]


  48. Gene-Pair Representation and Incorporation of GO-based Semantic Similarity into Classification of Gene Expression Data. [Citation Graph (, )][DBLP]


  49. An Architecture for Semantic Navigation and Reasoning with Patient Data - Experiences of the Health-e-Child Project. [Citation Graph (, )][DBLP]


  50. Knowledge discovery and computer-based decision support in biomedicine. [Citation Graph (, )][DBLP]


  51. Knowledge discovery and computer-based decision support in biomedicine. [Citation Graph (, )][DBLP]


  52. Guest editorial for DKE special issue on "Biomedical Data Mining". [Citation Graph (, )][DBLP]


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