A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
Evaluating and optimizing autonomous text classification systems
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Machine Learning
A study of thresholding strategies for text categorization
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Support Vector Machines for Classification in Nonstandard Situations
Machine Learning
Learning Decision Trees Using the Area Under the ROC Curve
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
An Efficient Boosting Algorithm for Combining Preferences
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
An iterative method for multi-class cost-sensitive learning
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Data mining in metric space: an empirical analysis of supervised learning performance criteria
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Support vector machine learning for interdependent and structured output spaces
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Optimising area under the ROC curve using gradient descent
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Semi-supervised learning for structured output variables
ICML '06 Proceedings of the 23rd international conference on Machine learning
The relationship between Precision-Recall and ROC curves
ICML '06 Proceedings of the 23rd international conference on Machine learning
Evolutionary learning with kernels: a generic solution for large margin problems
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Training linear SVMs in linear time
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Optimisation methods for ranking functions with multiple parameters
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Training conditional random fields with multivariate evaluation measures
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Linear feature-based models for information retrieval
Information Retrieval
Controlling overfitting with multi-objective support vector machines
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A support vector method for optimizing average precision
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Latent concept expansion using markov random fields
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
AdaRank: a boosting algorithm for information retrieval
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
A scalable modular convex solver for regularized risk minimization
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Automatic feature selection in the markov random field model for information retrieval
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
On ranking techniques for desktop search
ACM Transactions on Information Systems (TOIS)
Training structural SVMs when exact inference is intractable
Proceedings of the 25th international conference on Machine learning
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Learning with support vector machines for query-by-multiple-examples
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Maximizing area under ROC curve for biometric scores fusion
Pattern Recognition
Structured learning for non-smooth ranking losses
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Training structural svms with kernels using sampled cuts
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Hinge Rank Loss and the Area Under the ROC Curve
ECML '07 Proceedings of the 18th European conference on Machine Learning
Efficient AUC Optimization for Classification
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Exact and Approximate Inference for Annotating Graphs with Structural SVMs
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Group-based learning: a boosting approach
Proceedings of the 17th ACM conference on Information and knowledge management
Learning to Find Relevant Biological Articles without Negative Training Examples
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Artificial Intelligence in Medicine
An efficient algorithm for learning to rank from preference graphs
Machine Learning
CICLing '09 Proceedings of the 10th International Conference on Computational Linguistics and Intelligent Text Processing
Active Sampling for Rank Learning via Optimizing the Area under the ROC Curve
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Breast cancer identification: KDD CUP winner's report
ACM SIGKDD Explorations Newsletter
Topic model methods for automatically identifying out-of-scope resources
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Learning semantic links from a corpus of parallel temporal and causal relations
HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers
Set Cover Feature Selection for Text Categorisation and spam detection
International Journal of Advanced Intelligence Paradigms
Efficient AUC Maximization with Regularized Least-Squares
Proceedings of the 2008 conference on Tenth Scandinavian Conference on Artificial Intelligence: SCAI 2008
Document selection methodologies for efficient and effective learning-to-rank
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Evolutionary Optimization of Kernel Weights Improves Protein Complex Comembership Prediction
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Predicting structured objects with support vector machines
Communications of the ACM - Scratch Programming for All
Beyond bags of words: modeling implicit user preferences in information retrieval
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Sentence compression beyond word deletion
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Discourse level opinion interpretation
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Semi-parametric and Non-parametric Term Weighting for Information Retrieval
ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory
Cutting-plane training of structural SVMs
Machine Learning
Max-Margin Weight Learning for Markov Logic Networks
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Learning to Rank for Information Retrieval
Foundations and Trends in Information Retrieval
Relationship identification for social network discovery
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Sentence compression as tree transduction
Journal of Artificial Intelligence Research
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Combining Similarity and Distribution Features to Match Attributes
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Topic model analysis of metaphor frequency for psycholinguistic stimuli
CALC '09 Proceedings of the Workshop on Computational Approaches to Linguistic Creativity
ROSE: retail outlet site evaluation by learning with both sample and feature preference
Proceedings of the 18th ACM conference on Information and knowledge management
On strategies for imbalanced text classification using SVM: A comparative study
Decision Support Systems
Learning optimal subsets with implicit user preferences
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Scalable biomedical Named Entity Recognition: investigation of a database-supported SVM approach
International Journal of Bioinformatics Research and Applications
A shared-subspace learning framework for multi-label classification
ACM Transactions on Knowledge Discovery from Data (TKDD)
Optimized Cutting Plane Algorithm for Large-Scale Risk Minimization
The Journal of Machine Learning Research
Bundle Methods for Regularized Risk Minimization
The Journal of Machine Learning Research
Linear time maximum margin clustering
IEEE Transactions on Neural Networks
Medical data mining: insights from winning two competitions
Data Mining and Knowledge Discovery
Optimizing visual search with implicit user feedback in interactive video retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
On the choice of effectiveness measures for learning to rank
Information Retrieval
Efficient algorithms for ranking with SVMs
Information Retrieval
Multilabel classification with meta-level features
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Re-examination on lam% in spam filtering
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
An integrated machine learning approach to stroke prediction
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Combined regression and ranking
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 7th International Conference on Frontiers of Information Technology
Learning dense models of query similarity from user click logs
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Global learning of focused entailment graphs
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
A modified support vector machine and its application to image segmentation
Image and Vision Computing
Experiences with using SVM-based learning for multi-objective ranking
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Fast and accurate arc filtering for dependency parsing
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Maximum metric score training for coreference resolution
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Comparison-based optimizers need comparison-based surrogates
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Improving image annotation in imbalanced classification problems with ranking SVM
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
Optimizing complex loss functions in structured prediction
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Boundary detection using f-measure-, filter- and feature- (F3) boost
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
A discriminative latent model of object classes and attributes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Evaluating information extraction
CLEF'10 Proceedings of the 2010 international conference on Multilingual and multimodal information access evaluation: cross-language evaluation forum
Adapting decision DAGs for multipartite ranking
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Rule extraction from support vector machines: A review
Neurocomputing
Computers in Biology and Medicine
Enhanced email spam filtering through combining similarity graphs
Proceedings of the fourth ACM international conference on Web search and data mining
Dominance-based pareto-surrogate for multi-objective optimization
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
High dimensional image categorization
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Batch and online learning algorithms for nonconvex neyman-pearson classification
ACM Transactions on Intelligent Systems and Technology (TIST)
Proceedings of the 20th international conference on World wide web
Training linear ranking SVMs in linearithmic time using red-black trees
Pattern Recognition Letters
Global learning of typed entailment rules
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Language use: what can it tell us?
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2
Computers in Biology and Medicine
Detecting adversarial advertisements in the wild
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Preference-based policy learning
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Multiview semi-supervised learning for ranking multilingual documents
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
A pairwise ranking based approach to learning with positive and unlabeled examples
Proceedings of the 20th ACM international conference on Information and knowledge management
Multi-task learning to rank for web search
Pattern Recognition Letters
Leveraging Auxiliary Data for Learning to Rank
ACM Transactions on Intelligent Systems and Technology (TIST)
Structured output prediction with support vector machines
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
MEDLINE MeSH indexing: lessons learned from machine learning and future directions
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Learning entailment relations by global graph structure optimization
Computational Linguistics
Maximum margin ranking algorithms for information retrieval
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Algorithms and Applications
Learning to rank by optimizing expected reciprocal rank
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
The K-armed dueling bandits problem
Journal of Computer and System Sciences
Class-Adaptive denoising for EEG data classification
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
Distributed Monitoring with Collaborative Prediction
CCGRID '12 Proceedings of the 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)
Self-adaptive surrogate-assisted covariance matrix adaptation evolution strategy
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Friend or frenemy?: predicting signed ties in social networks
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Text-level discourse parsing with rich linguistic features
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Learning verb inference rules from linguistically-motivated evidence
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Extractive speech summarization using evaluation metric-related training criteria
Information Processing and Management: an International Journal
Set based discriminative ranking for recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Explicit performance metric optimization for fusion-based video retrieval
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
APRIL: active preference learning-based reinforcement learning
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Improving ANNs performance on unbalanced data with an AUC-Based learning algorithm
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Deformation based feature selection for Computer Aided Diagnosis of Alzheimer's Disease
Expert Systems with Applications: An International Journal
Modeling the impact of lifestyle on health at scale
Proceedings of the sixth ACM international conference on Web search and data mining
Retrieving actions in group contexts
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
An experimental comparison of similarity adaptation approaches
AMR'11 Proceedings of the 9th international conference on Adaptive Multimedia Retrieval: large-scale multimedia retrieval and evaluation
An abstractive approach to sentence compression
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
A low rank structural large margin method for cross-modal ranking
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Amplifying the voice of youth in Africa via text analytics
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Cross-media semantic representation via bi-directional learning to rank
Proceedings of the 21st ACM international conference on Multimedia
Multiview semi-supervised ranking for automatic image annotation
Proceedings of the 21st ACM international conference on Multimedia
Smoothing multivariate performance measures
The Journal of Machine Learning Research
Towards minimizing the annotation cost of certified text classification
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Will your facebook post be engaging?
Proceedings of the 1st workshop on User engagement optimization
Efficient distributed monitoring with active Collaborative Prediction
Future Generation Computer Systems
Towards understanding global spread of disease from everyday interpersonal interactions
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Object and Action Classification with Latent Window Parameters
International Journal of Computer Vision
| Hi-index | 0.00 |
This paper presents a Support Vector Method for optimizing multivariate nonlinear performance measures like the F1-score. Taking a multivariate prediction approach, we give an algorithm with which such multivariate SVMs can be trained in polynomial time for large classes of potentially non-linear performance measures, in particular ROCArea and all measures that can be computed from the contingency table. The conventional classification SVM arises as a special case of our method.