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2010 – 2019
- 2014
[j16]Peter Dankerl, Matthias Hammon, Alexey Tsymbal, Alexander Cavallaro, Stephan Achenbach, Michael Uder, Rolf Janka:
Evaluation of novice reader diagnostic performance in coronary CT angiography using an advanced cardiac software package. Int. J. Comput. Assist. Radiol. Surg. 9(4): 609-615 (2014)- [c58]Alexey Tsymbal, Eugen Meissner, B. Michael Kelm, Martin Kramer:
Towards cloud-based image-integrated similarity search in big data. BHI 2014: 593-596 - 2012
- [j15]Torsten Schön, Alexey Tsymbal, Martin Huber:
Gene-pair representation and incorporation of GO-based semantic similarity into classification of gene expression data. Intell. Data Anal. 16(5): 827-843 (2012) - [j14]Paolo Soda, Sameer K. Antani, Francesco Tortorella, Mario Cannataro, Mykola Pechenizkiy
, Alexey Tsymbal:
Trends in computer-based medical systems. SIGHIT Rec. 2(2): 46-50 (2012) - [c57]Michael Wels, B. Michael Kelm, Alexey Tsymbal, Matthias Hammon, Grzegorz Soza, Michael Sühling, Alexander Cavallaro, Dorin Comaniciu:
Multi-stage osteolytic spinal bone lesion detection from CT data with internal sensitivity control. Medical Imaging: Computer-Aided Diagnosis 2012: 831513 - [e2]Paolo Soda, Francesco Tortorella, Sameer K. Antani, Mykola Pechenizkiy, Mario Cannataro, Alexey Tsymbal:
Proceedings of CBMS 2012, The 25th IEEE International Symposium on Computer-Based Medical Systems, June 20-22, 2012, Rome, Italy. IEEE Computer Society 2012, ISBN 978-1-4673-2051-1 [contents] - 2011
- [c56]María Jimena Costa, Alexey Tsymbal, William Nguatem, Michael Sühling, Shaohua Kevin Zhou, Dorin Comaniciu:
A method for mass candidate detection and an application to liver lesion detection. Medical Imaging: Computer-Aided Diagnosis 2011: 79630R - [c55]B. Michael Kelm, Sushil Mittal, Yefeng Zheng, Alexey Tsymbal, Dominik Bernhardt, Fernando Vega Higuera, Shaohua Kevin Zhou, Peter Meer, Dorin Comaniciu:
Detection, Grading and Classification of Coronary Stenoses in Computed Tomography Angiography. MICCAI (3) 2011: 25-32 - [c54]María Jimena Costa, Alexey Tsymbal, Matthias Hammon, Alexander Cavallaro, Michael Sühling, Sascha Seifert, Dorin Comaniciu:
A Discriminative Distance Learning-Based CBIR Framework for Characterization of Indeterminate Liver Lesions. MCBR-CDS 2011: 92-104 - [c53]Dime Vitanovski, Alexey Tsymbal, Razvan Ioan Ionasec, Michaela Schmidt, Andreas Greiser, Edgar Mueller, Xiaoguang Lu, Gareth Funka-Lea, Joachim Hornegger, Dorin Comaniciu:
Accurate Regression-Based 4D Mitral Valve Surface Reconstruction from 2D+t MRI Slices. MLMI 2011: 282-290 - [c52]Dime Vitanovski, Alexey Tsymbal, Razvan Ioan Ionasec, Bogdan Georgescu, Shaohua Kevin Zhou, Joachim Hornegger, Dorin Comaniciu:
Learning distance function for regression-based 4D pulmonary trunk model reconstruction estimated from sparse MRI data. Medical Imaging: Image-Guided Procedures 2011: 79640L - 2010
- [j13]Paolo Soda, Mykola Pechenizkiy, Francesco Tortorella, Alexey Tsymbal:
Knowledge discovery and computer-based decision support in biomedicine. Artif. Intell. Medicine 50(1): 1-2 (2010) - [j12]Alexey Tsymbal, Martin Huber, Shaohua Kevin Zhou:
Learning Discriminative Distance Functions for Case Retrieval and Decision Support. Trans. Case Based Reason. 3(1): 1-16 (2010) - [c51]Alexey Tsymbal, Martin Huber, Shaohua Kevin Zhou:
Learning Discriminative Distance Functions for Case Retrieval and Decision Support. ICDM (Workshops) 2010: 65-80 - [c50]Dime Vitanovski, Alexey Tsymbal, Razvan Ioan Ionasec, Bogdan Georgescu, Martin Huber, Andrew Mayall Taylor, Silvia Schievano, Shaohua Kevin Zhou, Joachim Hornegger, Dorin Comaniciu:
Cross-Modality Assessment and Planning for Pulmonary Trunk Treatment Using CT and MRI Imaging. MICCAI (1) 2010: 460-467 - [c49]Ingmar Voigt, Dime Vitanovski, Razvan Ioan Ionasec, Alexey Tsymbal, Bogdan Georgescu, Shaohua Kevin Zhou, Martin Huber, Nassir Navab, Joachim Hornegger, Dorin Comaniciu:
Learning discriminative distance functions for valve retrieval and improved decision support in valvular heart disease. Medical Imaging: Image Processing 2010: 762314 - [c48]Torsten Schön, Alexey Tsymbal, Martin Huber:
Gene-Pair Representation and Incorporation of GO-based Semantic Similarity into Classification of Gene Expression Data. RSCTC 2010: 217-226 - [e1]Tharam S. Dillon, Daniel L. Rubin, William M. Gallagher, Amandeep S. Sidhu, Alexey Tsymbal:
IEEE 23rd International Symposium on Computer-Based Medical Systems (CBMS 2010), Perth, Australia, October 12-15, 2010. IEEE Computer Society 2010, ISBN 978-1-4244-9167-4 [contents]
2000 – 2009
- 2009
- [j11]Mykola Pechenizkiy, Alexey Tsymbal:
Guest editorial for DKE special issue on "Biomedical Data Mining". Data Knowl. Eng. 68(12): 1357-1358 (2009) - [c47]David Gelbart, Nelson Morgan, Alexey Tsymbal:
Hill-climbing feature selection for multi-stream ASR. INTERSPEECH 2009: 2967-2970 - [c46]Alexey Tsymbal, Gabor Rendes, Martin Huber, Shaohua Kevin Zhou:
The Neighborhood Graph for Clinical Case Retrieval and Decision Support within Health-e-Child CaseReasoner. LWA 2009: FGWM:49-56 - [c45]Razvan Ioan Ionasec, Alexey Tsymbal, Dime Vitanovski, Bogdan Georgescu, Shaohua Kevin Zhou, Nassir Navab, Dorin Comaniciu:
Shape-based diagnosis of the aortic valve. Medical Imaging: Image Processing 2009: 725908 - 2008
- [j10]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
Towards more relevance-oriented data mining research. Intell. Data Anal. 12(2): 237-249 (2008) - [j9]Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham, Seppo Puuronen:
Dynamic integration of classifiers for handling concept drift. Inf. Fusion 9(1): 56-68 (2008) - [c44]Sonja Zillner, Tamas Hauer, Dmitri Rogulin, Alexey Tsymbal, Martin Huber, Tony Solomonides:
Semantic Visualization of Patient Information. CBMS 2008: 296-301 - [c43]Seppo Puuronen, Mykola Pechenizkiy, Alexey Tsymbal:
Effectiveness of Local Feature Selection in Ensemble Learning for Prediction of Antimicrobial Resistance. CBMS 2008: 632-637 - [c42]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. ISWC 2008: 737-750 - [p1]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
Does Relevance Matter to Data Mining Research?. Data Mining: Foundations and Practice 2008: 251-275 - 2007
- [j8]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen, David W. Patterson:
Feature Extraction for Dynamic Integration of Classifiers. Fundam. Informaticae 77(3): 243-275 (2007) - [j7]Huicheng Zheng, Padraig Cunningham, Alexey Tsymbal:
Learning multiple linear manifolds with self-organizing networks. Int. J. Parallel Emergent Distributed Syst. 22(6): 417-426 (2007) - [c41]Alexey Tsymbal, Sonja Zillner, Martin Huber:
Feature Ontology for Improved Learning from Large-Dimensional Disease-Specific Heterogeneous Data. CBMS 2007: 595-600 - [c40]Alexey Tsymbal, Sonja Zillner, Martin Huber:
Ontology - Supported Machine Learning and Decision Support in Biomedicine. DILS 2007: 156-171 - [c39]Alexey Tsymbal, Martin Huber, Sonja Zillner, Tamas Hauer, Shaohua Kevin Zhou:
Visualizing Patient Similarity in Clinical Decision Support. LWA 2007: 304-311 - 2006
- [j6]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen:
Local Dimensionality Reduction and Supervised Learning Within Natural Clusters for Biomedical Data Analysis. IEEE Trans. Inf. Technol. Biomed. 10(3): 533-539 (2006) - [c38]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 - [c37]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 - [c36]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 - [c35]Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham:
Dynamic Integration with Random Forests. ECML 2006: 801-808 - [c34]Sarah Jane Delany, Padraig Cunningham, Alexey Tsymbal:
A Comparison of Ensemble and Case-Base Maintenance Techniques for Handling Concept Drift in Spam Filtering. FLAIRS 2006: 340-345 - [c33]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
The impact of sample reduction on PCA-based feature extraction for supervised learning. SAC 2006: 553-558 - 2005
- [j5]Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham:
Diversity in search strategies for ensemble feature selection. Inf. Fusion 6(1): 83-98 (2005) - [j4]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) - [c32]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen:
Local Dimensionality Reduction within Natural Clusters for Medical Data Analysis. CBMS 2005: 365-370 - [c31]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen:
Knowledge Management Challenges in Knowledge Discovery Systems. DEXA Workshops 2005: 433-437 - [c30]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
Competitive Advantage from Data Mining: Some Lessons Learnt in the Information Systems Field. DEXA Workshops 2005: 733-737 - [c29]Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham:
Sequential Genetic Search for Ensemble Feature Selection. IJCAI 2005: 877-882 - [c28]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 - [c27]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
- [c26]Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen:
PCA-based Feature Transformation for Classification: Issues in Medical Diagnostics. CBMS 2004: 535- - [c25]Derek Greene, Alexey Tsymbal, Nadia Bolshakova, Padraig Cunningham:
Ensemble Clustering in Medical Diagnostics. CBMS 2004: 576-581 - [c24]Alexey Tsymbal, Mykola Pechenizkiy, Padraig Cunningham:
Diversity in Random Subspacing Ensembles. DaWaK 2004: 309-319 - [c23]Niall Rooney, David W. Patterson, Sarab S. Anand, Alexey Tsymbal:
Random Subspacing for Regression Ensembles. FLAIRS 2004: 532-537 - [c22]Niall Rooney, David W. Patterson, Sarab S. Anand, Alexey Tsymbal:
Dynamic Integration of Regression Models. Multiple Classifier Systems 2004: 164-173 - [c21]Sarah Jane Delany, Pádraig Cunningham, Alexey Tsymbal, Lorcan Coyle:
A Case-Based Technique for Tracking Concept Drift in Spam Filtering. SGAI Conf. (Applications) 2004: 3-16 - 2003
- [j3]Alexey Tsymbal, Seppo Puuronen, David W. Patterson:
Ensemble feature selection with the simple Bayesian classification. Inf. Fusion 4(2): 87-100 (2003) - [c20]Alexey Tsymbal, Mykola Pechenizkiy, Seppo Puuronen, David W. Patterson:
Dynamic Integration of Classifiers in the Space of Principal Components. ADBIS 2003: 278-292 - [c19]Alexey Tsymbal, Padraig Cunningham, Mykola Pechenizkiy, Seppo Puuronen:
Search Strategies for Ensemble Feature Selection in Medical Diagnostics. CBMS 2003: 124-129 - [c18]Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal:
Feature Extraction for Classification in Knowledge Discovery Systems. KES 2003: 526-532 - 2002
- [c17]Alexey Tsymbal, Seppo Puuronen:
Ensemble Feature election with the Simple Bayesian Classification in Medical Diagnostics. CBMS 2002: 225-230 - [c16]Alexey Tsymbal, Seppo Puuronen, Mykola Pechenizkiy, Matthias Baumgarten, David W. Patterson:
Eigenvector-Based Feature Extraction for Classification. FLAIRS 2002: 354-358 - [c15]Alexey Tsymbal, Seppo Puuronen, David W. Patterson:
Feature Selection for Ensembles of Simple Bayesian Classifiers. ISMIS 2002: 592-600 - 2001
- [j2]Seppo Puuronen, Alexey Tsymbal:
Local Feature Selection with Dynamic Integration of Classifiers. Fundam. Informaticae 47(1-2): 91-117 (2001) - [c14]Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal:
Ensemble Feature Selection Based on Contextual Merit and Correlation Heuristics. ADBIS 2001: 155-168 - [c13]Seppo Puuronen, Iryna Skrypnyk, Alexey Tsymbal:
Ensemble Feature Selection Based on the Contextual Merit. DaWaK 2001: 111-120 - [c12]Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk:
Correlation-Based and Contextual Merit-Based Ensemble Feature Selection. IDA 2001: 135-144 - 2000
- [c11]Alexey Tsymbal:
Decision Committee Learning with Dynamic Integration of Classifiers. ADBIS-DASFAA 2000: 265-278 - [c10]Seppo Puuronen, Alexey Tsymbal, Iryna Skrypnyk:
Advanced Local Feature Selection in Medical Diagnostics. CBMS 2000: 25- - [c9]Seppo Puuronen, Alexey Tsymbal, Vagan Y. Terziyan:
Distance functions in dynamic integration of data mining techniques. Data Mining and Knowledge Discovery: Theory, Tools, and Technology 2000: 22-32 - [c8]Alexey Tsymbal, Seppo Puuronen:
Dynamic Integration of Decision Committees. HiPC 2000: 537-546 - [c7]Alexey Tsymbal, Seppo Puuronen:
Local Feature Selection with Dynamic Integration of Classifiers. ISMIS 2000: 417-425 - [c6]Alexey Tsymbal, Seppo Puuronen:
Bagging and Boosting with Dynamic Integration of Classifiers. PKDD 2000: 116-125
1990 – 1999
- 1999
- [c5]Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan:
Arbiter Meta-Learning with Dynamic Selection of Classifiers and Its Experimental Investigation. ADBIS 1999: 205-217 - [c4]Irina Skrypnik, Vagan Y. Terziyan, Seppo Puuronen, Alexey Tsymbal:
Learning Feature Selection for Medical Databases. CBMS 1999: 53- - [c3]Seppo Puuronen, Vagan Y. Terziyan, Artyom Katasonov, Alexey Tsymbal:
Dynamic integration of multiple data mining techniques in a knowledge discovery management system. Data Mining and Knowledge Discovery: Theory, Tools, and Technology 1999: 128-141 - [c2]Seppo Puuronen, Vagan Y. Terziyan, Alexey Tsymbal:
A Dynamic Integration Algorithm for an Ensemble of Classifiers. ISMIS 1999: 592-600 - 1998
- [j1]Vagan Y. Terziyan, Alexey Tsymbal, Seppo Puuronen:
The decision support system for telemedicine based on multiple expertise. Int. J. Medical Informatics 49(2): 217-229 (1998) - [c1]Alexey Tsymbal, Seppo Puuronen, Vagan Y. Terziyan:
Advanced Dynamic Selection of Diagnostic Methods. CBMS 1998: 50-54
Coauthor Index
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