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2020 – today
- 2024
[j38]Daniel Berrar
, Philippe Lopes, Werner Dubitzky:
A data- and knowledge-driven framework for developing machine learning models to predict soccer match outcomes. Mach. Learn. 113(10): 8165-8204 (2024)- 2021
- [j37]Daniel Berrar, Werner Dubitzky:
Deep learning in bioinformatics and biomedicine. Briefings Bioinform. 22(2): 1513-1514 (2021)
2010 – 2019
- 2019
- [j36]Daniel Berrar, Werner Dubitzky:
Should significance testing be abandoned in machine learning? Int. J. Data Sci. Anal. 7(4): 247-257 (2019) - [j35]Daniel Berrar, Philippe Lopes, Jesse Davis, Werner Dubitzky:
Guest editorial: special issue on machine learning for soccer. Mach. Learn. 108(1): 1-7 (2019) - [j34]Werner Dubitzky, Philippe Lopes, Jesse Davis, Daniel Berrar:
The Open International Soccer Database for machine learning. Mach. Learn. 108(1): 9-28 (2019) - [j33]Daniel Berrar, Philippe Lopes, Werner Dubitzky:
Incorporating domain knowledge in machine learning for soccer outcome prediction. Mach. Learn. 108(1): 97-126 (2019) - 2017
- [j32]Daniel P. Berrar, Philippe Lopes, Werner Dubitzky:
Caveats and pitfalls in crowdsourcing research: the case of soccer referee bias. Int. J. Data Sci. Anal. 4(2): 143-151 (2017) - [c41]Daniel P. Berrar, Werner Dubitzky:
On the Jeffreys-Lindley Paradox and the Looming Reproducibility Crisis in Machine Learning. DSAA 2017: 334-340 - 2016
- [j31]Werner Dubitzky:
Computational Systems Biomedicine. Briefings Bioinform. 17(3): 367 (2016) - [j30]Alexandru E. Mizeranschi, Martin T. Swain, Raluca Scona, Quentin Fazilleau, Bartosz Bosak, Tomasz Piontek, Piotr Kopta, Paul Thompson, Werner Dubitzky:
MultiGrain/MAPPER: A distributed multiscale computing approach to modeling and simulating gene regulation networks. Future Gener. Comput. Syst. 63: 1-14 (2016) - [j29]Alexandru E. Mizeranschi, Huiru Zheng, Paul Thompson, Werner Dubitzky:
A two-stage inference algorithm for gene regulation network models. Int. J. Comput. Biol. Drug Des. 9(1/2): 6-24 (2016) - 2014
- [j28]Jean X. Gao, Werner Dubitzky:
Guest Editorial: Data Mining in Bioinformatics, Biomedicine, and Healthcare Informatics. IEEE J. Biomed. Health Informatics 18(2): 483 (2014) - [c40]Alexandru E. Mizeranschi, Paul Thompson, Huiru Zheng, Werner Dubitzky:
A multi-model reverse-engineering algorithm for large gene regulation networks. BIBM 2014: 510-514 - [c39]Alexandru E. Mizeranschi, Noel Kennedy, Paul Thompson, Huiru Zheng, Werner Dubitzky:
The Influence of Network Topology on Reverse-engineering of Gene-regulatory Networks. ICCS 2014: 410-421 - [e5]Huiru Jane Zheng, Werner Dubitzky, Xiaohua Hu, Jin-Kao Hao, Daniel P. Berrar, Kwang-Hyun Cho, Yadong Wang, David R. Gilbert:
2014 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2014, Belfast, United Kingdom, November 2-5, 2014. IEEE Computer Society 2014, ISBN 978-1-4799-5669-2 [contents] - 2013
- [c38]Noel Kennedy, Alexandru E. Mizeranschi, Paul Thompson, Huiru Zheng, Werner Dubitzky:
Reverse engineering of gene regulation models from multi-condition experiments. CIBCB 2013: 112-119 - [i1]Alex G. Büchner, Werner Dubitzky, Alfons Schuster, Philippe Lopes, Peter G. O'Donoghue, John G. Hughes, David A. Bell, Kenny Adamson, John A. White, John M. C. C. Anderson, Maurice D. Mulvenna:
Corporate Evidential Decision Making in Performance Prediction Domains. CoRR abs/1302.1523 (2013) - 2012
- [j27]Chong Wang, Peter Beyerlein, Heike Pospisil, Antje Krause, Chris D. Nugent, Werner Dubitzky:
An Efficient Method for Modeling Kinetic Behavior of Channel Proteins in Cardiomyocytes. IEEE ACM Trans. Comput. Biol. Bioinform. 9(1): 40-51 (2012) - [p4]Werner Dubitzky, Tobias Kötter, Oliver Schmidt, Michael R. Berthold:
Towards Creative Information Exploration Based on Koestler's Concept of Bisociation. Bisociative Knowledge Discovery 2012: 11-32 - [p3]Oliver Schmidt, Janez Kranjc, Igor Mozetic, Paul Thompson, Werner Dubitzky:
Bisociative Exploration of Biological and Financial Literature Using Clustering. Bisociative Knowledge Discovery 2012: 438-451 - 2010
- [j26]Martin T. Swain, Johannes J. Mandel, Werner Dubitzky:
Comparative study of three commonly used continuous deterministic methods for modeling gene regulation networks. BMC Bioinform. 11: 459 (2010) - [j25]Martin T. Swain, Cândida G. Silva, Nuno Loureiro-Ferreira, Vitaliy Ostropytskyy, João Brito, Olivier Riche, Frederic T. Stahl, Werner Dubitzky, Rui M. M. Brito:
P-found: Grid-enabling distributed repositories of protein folding and unfolding simulations for data mining. Future Gener. Comput. Syst. 26(3): 424-433 (2010)
2000 – 2009
- 2009
- [j24]Werner Dubitzky:
Editorial. Briefings Bioinform. 10(4): 343-344 (2009) - [c37]Oliver Schmidt, José López, Francisco Azuaje, Paul Thompson, Martin T. Swain, Werner Dubitzky:
A standard-compliant global map of the bile acid/xenobiotic signaling network: Construction and automated query processing. BIOCOMP 2009: 657-663 - [c36]Krzysztof Kurowski, Walter de Back, Werner Dubitzky, László Gulyás, George Kampis, Mariusz Mamonski, Gabor Szemes, Martin T. Swain:
Complex System Simulations with QosCosGrid. ICCS (1) 2009: 387-396 - 2008
- [j23]Vlado Stankovski, Martin T. Swain, Valentin Kravtsov, Thomas Niessen, Dennis Wegener, Jörg Kindermann, Werner Dubitzky:
Grid-enabling data mining applications with DataMiningGrid: An architectural perspective. Future Gener. Comput. Syst. 24(4): 259-279 (2008) - [j22]Vlado Stankovski, Martin T. Swain, Valentin Kravtsov, Thomas Niessen, Dennis Wegener, M. Rohm, Jernej Trnkoczy, Michael May, Jürgen Franke, Assaf Schuster, Werner Dubitzky:
Digging Deep into the Data Mine with DataMiningGrid. IEEE Internet Comput. 12(6): 69-76 (2008) - [c35]Valentin Kravtsov, David Carmeli, Werner Dubitzky, Krzysztof Kurowski, Assaf Schuster:
Grid-enabling complex system applications with QosCosGrid: An architectural perspective. GCA 2008: 168-174 - [c34]Valentin Kravtsov, David Carmeli, Werner Dubitzky, Ariel Orda, Assaf Schuster, Mark Silberstein, Benny Yoshpa:
Quasi-opportunistic Supercomputing in Grid Environments. ICA3PP 2008: 233-244 - [c33]Martin T. Swain, Vitaliy Ostropytskyy, Cândida G. Silva, Frederic T. Stahl, Olivier Riche, Rui M. M. Brito, Werner Dubitzky:
Grid Computing Solutions for Distributed Repositories of Protein Folding and Unfolding Simulations. ICCS (3) 2008: 70-79 - [c32]Martin T. Swain, Johannes J. Mandel, Werner Dubitzky:
Comparing Grid Computing Solutions for Reverse-Engineering Gene Regulatory Networks. ICCS (1) 2008: 106-115 - [c31]Valentin Kravtsov, Martin T. Swain, Uri Dubin, Werner Dubitzky, Assaf Schuster:
A Fast and Efficient Algorithm for Topology-Aware Coallocation. ICCS (1) 2008: 274-283 - 2007
- [j21]Johannes J. Mandel, Hendrik Fuß, Niall M. Palfreyman, Werner Dubitzky:
Modeling biochemical transformation processes and information processing with Narrator. BMC Bioinform. 8 (2007) - [j20]Vlado Stankovski, Werner Dubitzky:
Special section: Data mining in grid computing environments. Future Gener. Comput. Syst. 23(1): 31-33 (2007) - [j19]Hendrik Fuß, Werner Dubitzky, C. Stephen Downes, Mary Jo Kurth:
Deactivation of Src Family Kinases: Hypothesis Testing Using a Monte Carlo Sensitivity Analysis of Systems-Level Properties. J. Comput. Biol. 14(9): 1185-1200 (2007) - [p2]Mathilde Romberg, Emilio Benfenati, Werner Dubitzky:
Open Computing Grid for Molecular Sciences. Grid Computing for Bioinformatics and Computational Biology 2007: 1-21 - [e4]Werner Dubitzky, Assaf Schuster, Peter M. A. Sloot, Michael Schroeder, Mathilde Romberg:
Distributed, High-Performance and Grid Computing in Computational Biology , International Workshop, GCCB 2006, Eilat, Israel, January 21, 2007, Proceeding. Lecture Notes in Computer Science 4360, Springer 2007, ISBN 3-540-69841-8 [contents] - 2006
- [j18]Werner Dubitzky:
Understanding the computational methodologies of systems biology. Briefings Bioinform. 7(4): 315-317 (2006) - [j17]David R. Gilbert, Hendrik Fuß, Xu Gu, Richard J. Orton, Steve Robinson, Vladislav Vyshemirsky, Mary Jo Kurth, C. Stephen Downes, Werner Dubitzky:
Computational methodologies for modelling, analysis and simulation of signalling networks. Briefings Bioinform. 7(4): 339-353 (2006) - [j16]Daniel P. Berrar, Ian Bradbury, Werner Dubitzky:
Avoiding model selection bias in small-sample genomic datasets. Bioinform. 22(10): 1245-1250 (2006) - [j15]Daniel P. Berrar, Ian Bradbury, Werner Dubitzky:
Instance-based concept learning from multiclass DNA microarray data. BMC Bioinform. 7: 73 (2006) - [j14]Jeyakumar Natarajan, Daniel P. Berrar, Werner Dubitzky, Catherine J. Hack, Yonghong Zhang, Catherine DeSesa, James R. Van Brocklyn, Eric G. Bremer:
Text mining of full-text journal articles combined with gene expression analysis reveals a relationship between sphingosine-1-phosphate and invasiveness of a glioblastoma cell line. BMC Bioinform. 7: 373 (2006) - [c30]Cândida G. Silva, Vitaliy Ostropytskyy, Nuno Loureiro-Ferreira, Daniel P. Berrar, Martin T. Swain, Werner Dubitzky, Rui M. M. Brito:
P-found: The Protein Folding and Unfolding Simulation Repository. CIBCB 2006: 1-8 - [c29]Daniel P. Berrar, Werner Dubitzky:
Neural Plasma. IFIP AI 2006: 159-168 - [c28]Hendrik Fuß, Werner Dubitzky, C. Stephen Downes, Mary Jo Kurth:
Bistable switching and excitable behaviour in the activation of Src at mitosis. ISMB (Supplement of Bioinformatics) 2006: 164-165 - [c27]Chong Wang, Antje Krause, Chris D. Nugent, Werner Dubitzky:
Markov Modeling of Conformational Kinetics of Cardiac Ion Channel Proteins. ISBMDA 2006: 116-127 - [c26]Jeyakumar Natarajan, Cliff Haines, Brian Berglund, Catherine DeSesa, Catherine J. Hack, Werner Dubitzky, Eric G. Bremer:
GetItFull - A Tool for Downloading and Pre-processing Full-Text Journal Articles. KDLL 2006: 139-145 - [c25]Yaxin Bi, Werner Dubitzky:
An evidential approach in ensembles. SAC 2006: 1-6 - [e3]Eric G. Bremer, Jörg Hakenberg, Eui-Hong Han, Daniel P. Berrar, Werner Dubitzky:
Knowledge Discovery in Life Science Literature, PAKDD 2006 International Workshop, KDLL 2006, Singapore, April 9, 2006, Proceedings. Lecture Notes in Computer Science 3886, Springer 2006, ISBN 3-540-32809-2 [contents] - 2005
- [j13]Hendrik Fuß, Werner Dubitzky, C. Stephen Downes, Mary Jo Kurth:
Mathematical models of cell cycle regulation. Briefings Bioinform. 6(2): 163-177 (2005) - [j12]Daniel P. Berrar, Brian Sturgeon, Ian Bradbury, C. Stephen Downes, Werner Dubitzky:
Survival Trees for Analyzing Clinical Outcome in Lung Adenocarcinomas Based on Gene Expression Profiles: Identification of Neogenin and Diacylglycerol Kinase Expression as Critical Factors. J. Comput. Biol. 12(5): 534-544 (2005) - [c24]Frederic T. Stahl, Daniel P. Berrar, Cândida G. Silva, R. J. Rodrigues, Rui M. M. Brito, Werner Dubitzky:
Grid warehousing of molecular dynamics protein unfolding data. CCGRID 2005: 496-503 - [c23]Martin T. Swain, T. Hunniford, Johannes J. Mandel, Niall M. Palfreyman, Werner Dubitzky:
Modeling gene-regulatory networks using evolutionary algorithms and distributed computing. CCGRID 2005: 512-519 - [c22]Hui Wang, Werner Dubitzky:
A flexible and robust similarity measure based on contextual probability. IJCAI 2005: 27-34 - [c21]Colin A. Boreham, Werner Dubitzky, Paula J. Robson, Julie M. Wallace, Yaxin Bi:
Three-Dimension Model for Developing a Nutrition, Lifestyle and Health Database. IKE 2005: 151-157 - [c20]Jeyakumar Natarajan, Niranjan Mulay, Catherine DeSesa, Catherine J. Hack, Werner Dubitzky, Eric G. Bremer:
A Grid Infrastructure for Text Mining of Full Text Articles and Creation of a Knowledge Base of Gene Relations. ISBMDA 2005: 101-108 - [c19]Chong Wang, Antje Krause, Chris D. Nugent, Werner Dubitzky:
Focal Activity in Simulated LQT2 Models at Rapid Ventricular Pacing: Analysis of Cardiac Electrical Activity Using Grid-Based Computation. ISBMDA 2005: 305-316 - 2004
- [j11]Johannes J. Mandel, Niall M. Palfreyman, Jesús A. López, Werner Dubitzky:
Representing bioinformatics causality. Briefings Bioinform. 5(3): 270-283 (2004) - [j10]Werner Dubitzky, Damian McCourt, Mykola Galushka, Mathilde Romberg, Bernd Schuller:
Grid-enabled data warehousing for molecular engineering. Parallel Comput. 30(9-10): 1019-1035 (2004) - [c18]Yaxin Bi, David A. Bell, Hui Wang, Gongde Guo, Werner Dubitzky:
Classification Decision Combination for Text Categorization: An Experimental Study. DEXA 2004: 222-231 - [c17]Eric G. Bremer, Jeyakumar Natarajan, Yonghong Zhang, Catherine DeSesa, Catherine J. Hack, Werner Dubitzky:
Text Mining of Full Text Articles and Creation of a Knowledge Base for Analysis of Microarray Data. KELSI 2004: 84-95 - [c16]Paolo Mazzatorta, Emilio Benfenati, Bernd Schuller, Mathilde Romberg, Damian McCourt, Werner Dubitzky, Sulev Sild, Mati Karelson, Ákos Papp, István Bágyi, Ferenc Darvas:
OpenMolGRIND: Molecular Science and Engineering in a Grid Context. PDPTA 2004: 775-779 - [c15]Vlado Stankovski, Michael May, Jürgen Franke, Assaf Schuster, Damian McCourt, Werner Dubitzky:
A Service-Centric Perspective for Data Mining in Complex Problem Solving Environments. PDPTA 2004: 780-787 - [e2]Jesús A. López, Emilio Benfenati, Werner Dubitzky:
Knowledge Exploration in Life Science Informatics, International Symposium,KELSI 2004, Milan, Italy, November 25-26, 2004, Proceedings. Lecture Notes in Computer Science 3303, Springer 2004, ISBN 3-540-23927-8 [contents] - [e1]Werner Dubitzky, Francisco Azuaje:
Artificial Intelligence Methods And Tools For Systems Biology. Computational Biology 5, Springer 2004, ISBN 978-1-4020-2859-5 [contents] - 2003
- [j9]Werner Dubitzky, Francisco Azuaje:
Editorial - AI in the Life Sciences. Artif. Intell. Rev. 20(1-2): 7-11 (2003) - [j8]Irwin King, Raúl Rojas, Werner Dubitzky:
Book Reviews. IEEE Trans. Neural Networks 14(4): 968-970 (2003) - [c14]Brian Sturgeon, Damian McCourt, John Cowper, Fiona Palmer, Sally I. McClean, Werner Dubitzky:
Can the Grid Help to Solve the Data Integration Problems in Molecular Biology? CCGRID 2003: 594-600 - [c13]Damian McCourt, Jesús A. López, Emilio Benfenati, Paolo Mazzatorta, Mathilde Romberg, Bernd Schuller, Werner Dubitzky:
Towards and Intelligent Data Type for Toxicity. IC-AI 2003: 328-334 - [c12]Thomas Ragg, Martin Granzow, Wolfram Menzel, Werner Dubitzky:
Filtering Nonlinear Intensity Dependencies in cDNA Microarray Experiments. IC-AI 2003: 335-341 - [c11]Daniel P. Berrar, C. Stephen Downes, Werner Dubitzky:
A Probabilistic Neural Network for Gene Selection and Classification of Microarray Data. IC-AI 2003: 342-352 - [c10]Daniel P. Berrar, C. Stephen Downes, Werner Dubitzky:
Multiclass Cancer Classification Using Gene Expression Profiling and Probabilistic Neural Networks. Pacific Symposium on Biocomputing 2003: 5-16 - 2001
- [p1]Werner Dubitzky, Francisco Azuaje:
A Genetic Algorithm and Growing Cell Structure Approach to Learning Case Retrieval Structures. Soft Computing in Case Based Reasoning 2001: 115-146 - 2000
- [j7]Francisco Azuaje, Werner Dubitzky, Norman D. Black, Kenny Adamson:
Retrieval strategies for case-based reasoning: a categorised bibliography. Knowl. Eng. Rev. 15(4): 371-379 (2000) - [j6]Francisco Azuaje, Werner Dubitzky, Norman D. Black, Kenneth Adamson:
Discovering relevance knowledge in data: a growing cell structures approach. IEEE Trans. Syst. Man Cybern. Part B 30(3): 448-460 (2000)
1990 – 1999
- 1999
- [j5]Francisco Azuaje, Werner Dubitzky, Philippe Lopes, Norman D. Black, Kenneth Adamson, X. Wu, John A. White:
Predicting coronary disease risk based on short-term RR interval measurements: a neural network approach. Artif. Intell. Medicine 15(3): 275-297 (1999) - [j4]Werner Dubitzky, Alex G. Büchner, John G. Hughes, David A. Bell:
Towards Concept-Oriented Databases. Data Knowl. Eng. 30(1): 23-55 (1999) - [j3]David W. Patterson, Sarabjot S. Anand, Werner Dubitzky, John G. Hughes:
Towards Automated Case Knowledge Discovery in the M2 Case-Based Reasoning System. Knowl. Inf. Syst. 1(1): 61-82 (1999) - [j2]Francisco Azuaje, Werner Dubitzky, Norman D. Black, Kenny Adamson:
Improving clinical decision support through case-based data fusion. IEEE Trans. Biomed. Eng. 46(10): 1181-1185 (1999) - [c9]Paul J. McCullagh, H. Gerry McAllister, Werner Dubitzky:
Software for recording auditory brainstem potentials using standard multimedia hardware. CATA 1999: 32-35 - [c8]Werner Dubitzky, Francisco Azuaje, Philippe Lopes, Paul J. McCullagh, Y. Song:
On local and global feature weight discovery for case-based reasoning. CATA 1999: 107-110 - [c7]Y. Song, John G. Hughes, Werner Dubitzky:
A MOPR-based genetic algorithm for a class of job-shop scheduling problem. CATA 1999: 273-276 - [c6]Hui Wang, Werner Dubitzky, Ivo Düntsch, David A. Bell:
A Lattice Machine Approach to Automated Casebase Design: Marrying Lazy and Eager Learning. IJCAI 1999: 254-263 - 1997
- [b1]Werner Dubitzky:
Knowledge integration in case-based reasoning : a concept-centred approach. Ulster University, UK, 1997 - [j1]Werner Dubitzky, Alfons Schuster, John G. Hughes, David A. Bell:
An Advanced Case-Knowledge Architecture Based on Fuzzy Objects. Appl. Intell. 7(3): 187-204 (1997) - [c5]Werner Dubitzky, Alfons Schuster, John G. Hughes, David A. Bell, Kenneth Adamson:
How Similar is VERY YOUNG to 43 Years of Age? On the Representation and Comparison of Polymorphic Properties. IJCAI (1) 1997: 226-231 - [c4]Alfons Schuster, Werner Dubitzky, Philippe Lopes, Kenneth Adamson, David A. Bell, John G. Hughes, John A. White:
Aggregating Features and Matching Cases on Vague Linguistic Expressions. IJCAI (1) 1997: 252-257 - [c3]Alex G. Büchner, Werner Dubitzky, Alfons Schuster, Philippe Lopes, Peter G. O'Donoghue, John G. Hughes, David A. Bell, Kenneth Adamson, John A. White, John M. C. C. Anderson, Maurice D. Mulvenna:
Corporate Evidential Decision Making in Performance Prediction Domains. UAI 1997: 38-45 - 1996
- [c2]Werner Dubitzky, John G. Hughes, David A. Bell:
Case Memory and the Behaviouristic Model of Concepts and Cognition. EWCBR 1996: 120-134 - 1995
- [c1]Werner Dubitzky, Alfons Schuster, John G. Hughes, David A. Bell:
Conceptual Distance of Numerically Specified Case Features. ANNES 1995: 210-213
Coauthor Index
Daniel P. Berrar
aka: Daniel Berrar
aka: Daniel Berrar
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