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| 2011 | ||
|---|---|---|
| 45 | Colin Campbell, Yiming Ying: Learning with Support Vector Machines Morgan & Claypool Publishers 2011 | |
| 44 | Kaizhu Huang, Yiming Ying, Colin Campbell: Generalized sparse metric learning with relative comparisons. Knowl. Inf. Syst. 28(1): 25-45 (2011) | |
| 2010 | ||
| 43 | Yiming Ying, Colin Campbell: Rademacher Chaos Complexities for Learning the Kernel Problem. Neural Computation 22(11): 2858-2886 (2010) | |
| 2009 | ||
| 42 | Yiming Ying, Colin Campbell: Generalization Bounds for Learning the Kernel Problem. COLT 2009 | |
| 41 | Peng Li, Yiming Ying, Colin Campbell: A Variational Approach to Semi-Supervised Clustering. ESANN 2009 | |
| 40 | Kaizhu Huang, Yiming Ying, Colin Campbell: GSML: A Unified Framework for Sparse Metric Learning. ICDM 2009: 189-198 | |
| 39 | Kaizhu Huang, Zenglin Xu, Irwin King, Michael R. Lyu, Colin Campbell: Supervised Self-taught Learning: Actively transferring knowledge from unlabeled data. IJCNN 2009: 1272-1277 | |
| 38 | Yiming Ying, Colin Campbell, Mark Girolami: Analysis of SVM with Indefinite Kernels. NIPS 2009: 2205-2213 | |
| 37 | Yiming Ying, Kaizhu Huang, Colin Campbell: Sparse Metric Learning via Smooth Optimization. NIPS 2009: 2214-2222 | |
| 36 | Yiming Ying, Colin Campbell, Theodoros Damoulas, Mark A. Girolami: Class Prediction from Disparate Biological Data Sources Using an Iterative Multi-Kernel Algorithm. PRIB 2009: 427-438 | |
| 35 | Yiming Ying, Kaizhu Huang, Colin Campbell: Enhanced protein fold recognition through a novel data integration approach. BMC Bioinformatics 10: 267 (2009) | |
| 2008 | ||
| 34 | Yiming Ying, Colin Campbell: Learning Coordinate Gradients with Multi-Task Kernels. COLT 2008: 217-228 | |
| 33 | Margus Veanes, Colin Campbell, Wolfgang Grieskamp, Wolfram Schulte, Nikolai Tillmann, Lev Nachmanson: Model-Based Testing of Object-Oriented Reactive Systems with Spec Explorer. Formal Methods and Testing 2008: 39-76 | |
| 32 | Theodoros Damoulas, Yiming Ying, Mark A. Girolami, Colin Campbell: Inferring Sparse Kernel Combinations and Relevance Vectors: An Application to Subcellular Localization of Proteins. ICMLA 2008: 577-582 | |
| 2007 | ||
| 31 | Margus Veanes, Juhan P. Ernits, Colin Campbell: State Isomorphism in Model Programs with Abstract Data Structures. FORTE 2007: 112-127 | |
| 30 | Margus Veanes, Colin Campbell, Wolfram Schulte: Composition of Model Programs. FORTE 2007: 128-142 | |
| 2006 | ||
| 29 | Margus Veanes, Pritam Roy, Colin Campbell: Online Testing with Reinforcement Learning. FATES/RV 2006: 240-253 | |
| 2005 | ||
| 28 | Colin Campbell, Margus Veanes: State Exploration with Multiple State Groupings. Abstract State Machines 2005: 119-130 | |
| 27 | Margus Veanes, Colin Campbell, Wolfram Schulte, Nikolai Tillmann: Online testing with model programs. ESEC/SIGSOFT FSE 2005: 273-282 | |
| 26 | Colin Campbell, Wolfgang Grieskamp, Lev Nachmanson, Wolfram Schulte, Nikolai Tillmann, Margus Veanes: Testing Concurrent Object-Oriented Systems with Spec Explorer. FM 2005: 542-547 | |
| 25 | Wolfgang Grieskamp, Nikolai Tillmann, Colin Campbell, Wolfram Schulte, Margus Veanes: Action Machines - Towards a Framework for Model Composition, Exploration and Conformance Testing Based on Symbolic Computation. QSIC 2005: 72-82 | |
| 24 | Colin Campbell, Margus Veanes, Jiale Huo, Alexandre Petrenko: Multiplexing of Partially Ordered Events. TestCom 2005: 97-110 | |
| 23 | Simon Rogers, Mark Girolami, Colin Campbell, Rainer Breitling: The Latent Process Decomposition of cDNA Microarray Data Sets. IEEE/ACM Trans. Comput. Biology Bioinform. 2(2): 143-156 (2005) | |
| 22 | Colin Campbell, Gautam Ray, Waleed A. Muhanna: Search and Collusion in Electronic Markets. Management Science 51(3): 497-507 (2005) | |
| 2003 | ||
| 21 | Colin Campbell, Pierre M. Fiorini: Simulation of Fault-Tolerant Parallel Systems Design Paradigms for Extensible Solutions. PDPTA 2003: 1359-1362 | |
| 20 | Colin Campbell: New Analytical Techniques for the Interpretation of Microarray Data. Bioinformatics 19(9): 1045 (2003) | |
| 19 | Sayan Mukherjee, Pablo Tamayo, Simon Rogers, Ryan M. Rifkin, Anna Engle, Colin Campbell, Todd R. Golub, Jill P. Mesirov: Estimating Dataset Size Requirements for Classifying DNA Microarray Data. Journal of Computational Biology 10(2): 119-142 (2003) | |
| 18 | Colin Campbell, Chih-Jen Lin, S. Sathiya Keerthi, V. David Sánchez A.: Special issue on support vector machines. Neurocomputing 55(1-2): 1-3 (2003) | |
| 2002 | ||
| 17 | Nello Cristianini, Colin Campbell, Chris Burges: Editorial: Kernel Methods: Current Research and Future Directions. Machine Learning 46(1-3): 5-9 (2002) | |
| 16 | Colin Campbell: Kernel methods: a survey of current techniques. Neurocomputing 48(1-4): 63-84 (2002) | |
| 2001 | ||
| 15 | Ralf Herbrich, Thore Graepel, Colin Campbell: Bayes Point Machines. Journal of Machine Learning Research 1: 245-279 (2001) | |
| 2000 | ||
| 14 | Colin Campbell: Algorithmic approaches to training Support Vector Machines: a survey. ESANN 2000: 27-36 | |
| 13 | Ralf Herbrich, Thore Graepel, Colin Campbell: Robust Bayes Point Machines. ESANN 2000: 49-54 | |
| 12 | Colin Campbell, Nello Cristianini, Alex J. Smola: Query Learning with Large Margin Classifiers. ICML 2000: 111-118 | |
| 11 | Colin Campbell, Kristin P. Bennett: A Linear Programming Approach to Novelty Detection. NIPS 2000: 395-401 | |
| 10 | Kristin P. Bennett, Colin Campbell: Support Vector Machines: Hype or Hallelujah? SIGKDD Explorations 2(2): 1-13 (2000) | |
| 1999 | ||
| 9 | Nello Cristianini, Colin Campbell, John Shawe-Taylor: A multiplicative updating algorithm for training support vector machine. ESANN 1999: 189-194 | |
| 1998 | ||
| 8 | Thilo-Thomas Frieß, Nello Cristianini, Colin Campbell: The Kernel-Adatron Algorithm: A Fast and Simple Learning Procedure for Support Vector Machines. ICML 1998: 188-196 | |
| 7 | Nello Cristianini, Colin Campbell, John Shawe-Taylor: Dynamically Adapting Kernels in Support Vector Machines. NIPS 1998: 204-210 | |
| 6 | Colin Campbell, Daniel P. Romero: Identification and characterization of the RAD51 gene from the ciliate Tetrahymena thermophila. Nucleic Acids Research 26(13): 3165-3172 (1998) | |
| 1997 | ||
| 5 | Alvin J. Surkan, Colin Campbell: A constructive algorithm for neural networks that generalize. APL 1997: 35-42 | |
| 1995 | ||
| 4 | Colin Campbell, Conrado J. Pérez Vicente: Constructing feed-forward neural networks for binary classification tasks. ESANN 1995 | |
| 3 | Colin Campbell, Conrado J. Pérez Vicente: The target switch algorithm: a constructive learning procedure for feed-forward neural networks. Neural Computation 7(6): 1245-1264 (1995) | |
| 1993 | ||
| 2 | Colin Campbell: Neural Networks with Sign-Constrained Weights. Neural Computing and Applications 1(3): 188-193 (1993) | |
| 1991 | ||
| 1 | Colin Campbell: Dynamic Thresholds and Attractor Neural Networks. IWANN 1991: 189-195 | |
Colors in the list of coauthors
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