The nature of statistical learning theory
The nature of statistical learning theory
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
On the algorithmic implementation of multiclass kernel-based vector machines
The Journal of Machine Learning Research
PCFG models of linguistic tree representations
Computational Linguistics
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
Hierarchical document categorization with support vector machines
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Specification Test Compaction for Analog Circuits and MEMS
Proceedings of the conference on Design, Automation and Test in Europe - Volume 1
A general regression technique for learning transductions
ICML '05 Proceedings of the 22nd international conference on Machine learning
Learning as search optimization: approximate large margin methods for structured prediction
ICML '05 Proceedings of the 22nd international conference on Machine learning
Supervised clustering with support vector machines
ICML '05 Proceedings of the 22nd international conference on Machine learning
Multi-class protein fold recognition using adaptive codes
ICML '05 Proceedings of the 22nd international conference on Machine learning
A support vector method for multivariate performance measures
ICML '05 Proceedings of the 22nd international conference on Machine learning
Learning hierarchical multi-category text classification models
ICML '05 Proceedings of the 22nd international conference on Machine learning
Learning structured prediction models: a large margin approach
ICML '05 Proceedings of the 22nd international conference on Machine learning
Proceedings of the 11th international conference on Intelligent user interfaces
Introduction: Special issue on neural networks and kernel methods for structured domains
Neural Networks - Special issue on neural networks and kernel methods for structured domains
Online multiclass learning by interclass hypothesis sharing
ICML '06 Proceedings of the 23rd international conference on Machine learning
Cost-sensitive learning with conditional Markov networks
ICML '06 Proceedings of the 23rd international conference on Machine learning
Discriminative unsupervised learning of structured predictors
ICML '06 Proceedings of the 23rd international conference on Machine learning
Acclimatizing Taxonomic Semantics for Hierarchical Content Classification
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A Bayesian Model for Supervised Clustering with the Dirichlet Process Prior
The Journal of Machine Learning Research
Data-defined kernels for parse reranking derived from probabilistic models
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Online Passive-Aggressive Algorithms
The Journal of Machine Learning Research
Step Size Adaptation in Reproducing Kernel Hilbert Space
The Journal of Machine Learning Research
Kernel-Based Learning of Hierarchical Multilabel Classification Models
The Journal of Machine Learning Research
Structured Prediction, Dual Extragradient and Bregman Projections
The Journal of Machine Learning Research
Soft syntactic constraints for word alignment through discriminative training
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Semantic parsing with structured SVM ensemble classification models
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
Learning for efficient retrieval of structured data with noisy queries
Proceedings of the 24th international conference on Machine learning
Transductive support vector machines for structured variables
Proceedings of the 24th international conference on Machine learning
Multiclass multiple kernel learning
Proceedings of the 24th international conference on Machine learning
Enhanced max margin learning on multimodal data mining in a multimedia database
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Data Structures for Efficient Dynamic Processing in 3-D
International Journal of Robotics Research
Correlative multi-label video annotation
Proceedings of the 15th international conference on Multimedia
Practical use of non-local features for statistical spoken language understanding
Computer Speech and Language
Topic taxonomy adaptation for group profiling
ACM Transactions on Knowledge Discovery from Data (TKDD)
Adapting Support Vector Machines for F-term-based Classification of Patents
ACM Transactions on Asian Language Information Processing (TALIP)
Laplace maximum margin Markov networks
Proceedings of the 25th international conference on Machine learning
A scalable assistant librarian: hierarchical subject classification of books
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Fixed-threshold SMO for Joint Constraint Learning Algorithm of Structural SVM
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Cost-sensitive learning with conditional Markov networks
Data Mining and Knowledge Discovery
Correlative multilabel video annotation with temporal kernels
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Multilabel classification via calibrated label ranking
Machine Learning
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Discriminative Sequence Labeling by Z-Score Optimization
ECML '07 Proceedings of the 18th European conference on Machine Learning
Sequence Labeling with Reinforcement Learning and Ranking Algorithms
ECML '07 Proceedings of the 18th European conference on Machine Learning
A Fast Method for Training Linear SVM in the Primal
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Online Learning of Complex Prediction Problems Using Simultaneous Projections
The Journal of Machine Learning Research
Exponentiated Gradient Algorithms for Conditional Random Fields and Max-Margin Markov Networks
The Journal of Machine Learning Research
Expert Systems with Applications: An International Journal
Learning to Localize Objects with Structured Output Regression
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Applications of Reinforcement Learning to Structured Prediction
Recent Advances in Reinforcement Learning
Adapting svm for data sparseness and imbalance: A case study in information extraction
Natural Language Engineering
On the Use of Structures for Spoken Language Understanding: A Two-Step Approach
IEICE - Transactions on Information and Systems
Large scale multi-label classification via metalabeler
Proceedings of the 18th international conference on World wide web
Proceedings of the 18th international conference on World wide web
Automating role-based provisioning by learning from examples
Proceedings of the 14th ACM symposium on Access control models and technologies
Large margin training for hidden Markov models with partially observed states
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Polyhedral outer approximations with application to natural language parsing
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Learning structural SVMs with latent variables
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
On primal and dual sparsity of Markov networks
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Relational learning via latent social dimensions
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Primal sparse Max-margin Markov networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
On the local optimality of LambdaRank
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Extracting complex biological events with rich graph-based feature sets
BioNLP '09 Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing: Shared Task
Predicting structured objects with support vector machines
Communications of the ACM - Scratch Programming for All
Porting statistical parsers with data-defined kernels
CoNLL-X '06 Proceedings of the Tenth Conference on Computational Natural Language Learning
Improved large margin dependency parsing via local constraints and laplacian regularization
CoNLL-X '06 Proceedings of the Tenth Conference on Computational Natural Language Learning
Glen, Glenda or Glendale: unsupervised and semi-supervised learning of English noun gender
CoNLL '09 Proceedings of the Thirteenth Conference on Computational Natural Language Learning
Semi-supervised multi-label learning by constrained non-negative matrix factorization
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Gradient boosting for sequence alignment
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Loss minimization in parse reranking
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Preferential text classification: learning algorithms and evaluation measures
Information Retrieval
Cutting-plane training of structural SVMs
Machine Learning
A Comparison of Data-Driven Automatic Syllabification Methods
SPIRE '09 Proceedings of the 16th International Symposium on String Processing and Information Retrieval
Learning to Rank for Information Retrieval
Foundations and Trends in Information Retrieval
Unsupervised and semi-supervised multi-class support vector machines
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
WebCrow: a WEB-based system for crossword solving
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
Text categorization with knowledge transfer from heterogeneous data sources
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
On the syllabification of phonemes
NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Combination strategies for semantic role labeling
Journal of Artificial Intelligence Research
Creating relational data from unstructured and ungrammatical data sources
Journal of Artificial Intelligence Research
Exploiting known taxonomies in learning overlapping concepts
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Maximum margin coresets for active and noise tolerant learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Simple training of dependency parsers via structured boosting
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Revisiting output coding for sequential supervised learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Semantic annotation of unstructured and ungrammatical text
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Building effective question answering characters
SigDIAL '06 Proceedings of the 7th SIGdial Workshop on Discourse and Dialogue
On predictive accuracy and risk minimization in pairwise label ranking
Journal of Computer and System Sciences
Large margin Boltzmann machines
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Web-scale N-gram models for lexical disambiguation
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Structured prediction with reinforcement learning
Machine Learning
Accurate learning for Chinese function tags from minimal features
ACLstudent '09 Proceedings of the ACL-IJCNLP 2009 Student Research Workshop
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Twin Gaussian Processes for Structured Prediction
International Journal of Computer Vision
A comparative study of multi-classification methods for protein fold recognition
International Journal of Computational Intelligence in Bioinformatics and Systems Biology
Scalable biomedical Named Entity Recognition: investigation of a database-supported SVM approach
International Journal of Bioinformatics Research and Applications
Maximum Entropy Discrimination Markov Networks
The Journal of Machine Learning Research
Bounded Kernel-Based Online Learning
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Support vector training of protein alignment models
RECOMB'07 Proceedings of the 11th annual international conference on Research in computational molecular biology
MAP estimation of semi-metric MRFs via hierarchical graph cuts
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Rapid and accurate protein side chain prediction with local backbone information
RECOMB'08 Proceedings of the 12th annual international conference on Research in computational molecular biology
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Web-scale computer vision using MapReduce for multimedia data mining
Proceedings of the Tenth International Workshop on Multimedia Data Mining
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
Distributed training strategies for the structured perceptron
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
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
Automatic construction and multi-level visualization of semantic trajectories
Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems
Turbo parsers: dependency parsing by approximate variational inference
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Mining people's trips from large scale geo-tagged photos
Proceedings of the international conference on Multimedia
Structured output prediction of anti-cancer drug activity
PRIB'10 Proceedings of the 5th IAPR international conference on Pattern recognition in bioinformatics
Optimizing complex loss functions in structured prediction
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Active mask hierarchies for object detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Entropy and margin maximization for structured output learning
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
The application of structured learning in natural language processing
Machine Translation
Clifford support vector machines for classification, regression, and recurrence
IEEE Transactions on Neural Networks
Learning an interactive segmentation system
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
From layout to semantic: a reranking model for mapping web documents to mediated XML representations
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Exploitation of Machine Learning Techniques in Modelling Phrase Movements for Machine Translation
The Journal of Machine Learning Research
Labelwise margin maximization for sequence labeling
CICLing'11 Proceedings of the 12th international conference on Computational linguistics and intelligent text processing - Volume Part I
International Journal of Computer Vision
Syntactic processing using the generalized perceptron and beam search
Computational Linguistics
Realtime social sensing of support rate for microblogging
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part II
Jointly learning to extract and compress
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Improving subtree-based question classification classifiers with word-cluster models
NLDB'11 Proceedings of the 16th international conference on Natural language processing and information systems
Online structure learning for Markov logic networks
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Discriminative Models for Multi-Class Object Layout
International Journal of Computer Vision
Recursive Compositional Models for Vision: Description and Review of Recent Work
Journal of Mathematical Imaging and Vision
Understanding interactions and guiding visual surveillance by tracking attention
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Journal of Data and Information Quality (JDIQ)
Improving context-aware query classification via adaptive self-training
Proceedings of the 20th ACM international conference on Information and knowledge management
Designing an ensemble classifier over subspace classifiers using iterative convergence routine
Proceedings of the 20th ACM international conference on Information and knowledge management
Named entity recognition using a modified Pegasos algorithm
Proceedings of the 20th ACM international conference on Information and knowledge management
Structured Output SVM for Remote Sensing Image Classification
Journal of Signal Processing Systems
Large Margin Hierarchical Classification with Mutually Exclusive Class Membership
The Journal of Machine Learning Research
Solving italian crosswords using the web
AI*IA'05 Proceedings of the 9th conference on Advances in Artificial Intelligence
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
Margin-Based active learning for structured output spaces
ECML'06 Proceedings of the 17th European conference on Machine Learning
COLT'06 Proceedings of the 19th annual conference on Learning Theory
MSR-NLP entry in BioNLP Shared Task 2011
BioNLP Shared Task '11 Proceedings of the BioNLP Shared Task 2011 Workshop
Learning multi-category classification in bayesian framework
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Cracking crosswords: the computer challenge
Reasoning, Action and Interaction in AI Theories and Systems
Multi-view discriminative sequential learning
ECML'05 Proceedings of the 16th European conference on Machine Learning
Learning label preferences: ranking error versus position error
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Feature-rich language-independent syntax-based alignment for statistical machine translation
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Structured sparsity in structured prediction
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Assigning polarity scores to reviews using machine learning techniques
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Predicting secondary structure of all-helical proteins using hidden markov support vector machines
PRIB'06 Proceedings of the 2006 international conference on Pattern Recognition in Bioinformatics
Learning and evaluation in the presence of class hierarchies: application to text categorization
AI'06 Proceedings of the 19th international conference on Advances in Artificial Intelligence: Canadian Society for Computational Studies of Intelligence
Multi kernel learning with online-batch optimization
The Journal of Machine Learning Research
Bounding the probability of error for high precision optical character recognition
The Journal of Machine Learning Research
A large margin framework for single camera offline tracking with hybrid cues
Computer Vision and Image Understanding
Bimanual marking menu for near surface interactions
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Multi-kernel multi-label learning with max-margin concept network
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Object Recognition by Sequential Figure-Ground Ranking
International Journal of Computer Vision
Combining relevancy and methodological quality into a single ranking for evidence-based medicine
Information Sciences: an International Journal
Guest Editorial: Special Issue on Structured Prediction and Inference
International Journal of Computer Vision
Fast Structured Prediction Using Large Margin Sigmoid Belief Networks
International Journal of Computer Vision
Hope and fear for discriminative training of statistical translation models
The Journal of Machine Learning Research
The Journal of Machine Learning Research
A semi supervised learning model for mapping sentences to logical form with ambiguous supervision
NLDB'12 Proceedings of the 17th international conference on Applications of Natural Language Processing and Information Systems
Learning the fine-grained information status of discourse entities
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Batch tuning strategies for statistical machine translation
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Ranking-based readability assessment for early primary children's literature
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Low-dimensional discriminative reranking
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
User-Centric Learning and Evaluation of Interactive Segmentation Systems
International Journal of Computer Vision
Fuzzy machine learning and data mininga
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
A cost sensitive part-of-speech tagging: differentiating serious errors from minor errors
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Fine granular aspect analysis using latent structural models
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Short Papers - Volume 2
A statistical relational learning approach to identifying evidence based medicine categories
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Extracting opinion expressions with semi-Markov conditional random fields
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Optimization strategies for online large-margin learning in machine translation
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
Segmenting web-domains and hashtags using length specific models
Proceedings of the 21st ACM international conference on Information and knowledge management
Automatic Korean word spacing using Pegasos algorithm
Information Processing and Management: an International Journal
On learning higher-order consistency potentials for multi-class pixel labeling
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Taxonomic multi-class prediction and person layout using efficient structured ranking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Structured image segmentation using kernelized features
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Learning to recognize unsuccessful activities using a two-layer latent structural model
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
View-Invariant action recognition using latent kernelized structural SVM
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Learning to detect cells using non-overlapping extremal regions
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Relating things and stuff by high-order potential modeling
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
The role of spatial context in activity recognition
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Measuring the Visual Complexities of Web Pages
ACM Transactions on the Web (TWEB)
Classifying Consumer Comparison Opinions to Uncover Product Strengths and Weaknesses
International Journal of Intelligent Information Technologies
Dependency-based semantic role labeling using sequence labeling with a structural SVM
Pattern Recognition Letters
Sparsification and sampling of networks for collective classification
SBP'13 Proceedings of the 6th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
Semantic Formalization of Cross-Site User Browsing Behavior
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Learning to rank from structures in hierarchical text classification
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Incremental reranking for hierarchical text classification
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Learning with configurable operators and RL-based heuristics
NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns
Online multi-target tracking by large margin structured learning
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Contextually guided semantic labeling and search for three-dimensional point clouds
International Journal of Robotics Research
Exploring weakly supervised latent sentiment explanations for aspect-level review analysis
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Temporal Relation Identification and Classification in Clinical Notes
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
Editor's Choice Article: Hierarchical classification of images by sparse approximation
Image and Vision Computing
Classifying temporal relations in clinical data: A hybrid, knowledge-rich approach
Journal of Biomedical Informatics
Object and Action Classification with Latent Window Parameters
International Journal of Computer Vision
Efficient semantic image segmentation with multi-class ranking prior
Computer Vision and Image Understanding
Learning music similarity from relative user ratings
Information Retrieval
| Hi-index | 0.00 |
Learning general functional dependencies is one of the main goals in machine learning. Recent progress in kernel-based methods has focused on designing flexible and powerful input representations. This paper addresses the complementary issue of problems involving complex outputs such as multiple dependent output variables and structured output spaces. We propose to generalize multiclass Support Vector Machine learning in a formulation that involves features extracted jointly from inputs and outputs. The resulting optimization problem is solved efficiently by a cutting plane algorithm that exploits the sparseness and structural decomposition of the problem. We demonstrate the versatility and effectiveness of our method on problems ranging from supervised grammar learning and named-entity recognition, to taxonomic text classification and sequence alignment.