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
Improved discriminative bilingual word alignment
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Solving multiclass support vector machines with LaRank
Proceedings of the 24th international conference on Machine learning
Gradient boosting for kernelized output spaces
Proceedings of the 24th international conference on Machine learning
Supervised clustering of streaming data for email batch detection
Proceedings of the 24th international conference on Machine learning
Comparisons of sequence labeling algorithms and extensions
Proceedings of the 24th international conference on Machine learning
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
A scalable modular convex solver for regularized risk minimization
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Exploiting spatial context constraints for automatic image region annotation
Proceedings of the 15th international conference on Multimedia
Enhanced hierarchical classification via isotonic smoothing
Proceedings of the 17th international conference on World Wide Web
Robust and efficient multiclass SVM models for phrase pattern recognition
Pattern Recognition
Training structural SVMs when exact inference is intractable
Proceedings of the 25th international conference on Machine learning
Accurate max-margin training for structured output spaces
Proceedings of the 25th international conference on Machine learning
Predicting diverse subsets using structural SVMs
Proceedings of the 25th international conference on Machine learning
Efficient multiclass maximum margin clustering
Proceedings of the 25th international conference on Machine learning
Directly optimizing evaluation measures in learning to rank
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
A unified and discriminative model for query refinement
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Discriminative Learning of Max-Sum Classifiers
The Journal of Machine Learning Research
Improving maximum margin matrix factorization
Machine Learning
Structured learning for non-smooth ranking losses
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A sequential dual method for large scale multi-class linear svms
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
Structured machine learning: the next ten years
Machine Learning
Better multiclass classification via a margin-optimized single binary problem
Pattern Recognition Letters
Decision trees for hierarchical multi-label classification
Machine Learning
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Maximum Margin Active Learning for Sequence Labeling with Different Length
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
Sequence Labelling SVMs Trained in One Pass
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
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
Identifying video spammers in online social networks
AIRWeb '08 Proceedings of the 4th international workshop on Adversarial information retrieval on the web
Adaptive collaborative filtering
Proceedings of the 2008 ACM conference on Recommender systems
Learning a two-stage SVM/CRF sequence classifier
Proceedings of the 17th ACM conference on Information and knowledge management
Minimum tag error for discriminative training of conditional random fields
Information Sciences: an International Journal
Semantic lattices for multiple annotation of images
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Empirical Asymmetric Selective Transfer in Multi-objective Decision Trees
DS '08 Proceedings of the 11th International Conference on Discovery Science
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Foundations and Trends in Databases
Multi-domain spoken language understanding with transfer learning
Speech Communication
Experimental Study on a Two Phase Method for Biomedical Named Entity Recognition
IEICE - Transactions on Information and Systems
Enhancing diversity, coverage and balance for summarization through structure learning
Proceedings of the 18th international conference on World wide web
Search-based structured prediction
Machine Learning
Semi-supervised learning using label mean
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Multi-class image segmentation using conditional random fields and global classification
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Hilbert space embeddings of conditional distributions with applications to dynamical systems
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Ranking with ordered weighted pairwise classification
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Logistic online learning methods and their application to incremental dependency parsing
ACL '07 Proceedings of the 45th Annual Meeting of the ACL: Student Research Workshop
A semiparametric generative model for efficient structured-output supervised learning
Annals of Mathematics and Artificial Intelligence
Minimum Error-Rate Training in Statistical Machine Translation Using Structural SVMs
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
Predicting structured objects with support vector machines
Communications of the ACM - Scratch Programming for All
Sentence compression beyond word deletion
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
A hybrid generative/discriminative framework to train a semantic parser from an un-annotated corpus
COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
Active Structured Learning for High-Speed Object Detection
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Sparse kernel SVMs via cutting-plane training
Machine Learning
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
Stochastic optimization for collision selection in high energy physics
IAAI'07 Proceedings of the 19th national conference on Innovative applications of artificial intelligence - Volume 2
Zero-data learning of new tasks
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Creating relational data from unstructured and ungrammatical data sources
Journal of Artificial Intelligence Research
Sentence compression as tree transduction
Journal of Artificial Intelligence Research
Kernel Methods in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
Proceedings of the third international workshop on Data and text mining in bioinformatics
Machine learning for event selection in high energy physics
Engineering Applications of Artificial Intelligence
Learning optimal subsets with implicit user preferences
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Multi-class classifiers and their underlying shared structure
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Detectando usuários maliciosos em interações via vídeos no YouTube
Proceedings of the 14th Brazilian Symposium on Multimedia and the Web
Guest editorial: special issue on structured prediction
Machine Learning
Structured prediction by joint kernel support estimation
Machine Learning
Hierarchical multi-class text categorization with global margin maximization
ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
Using an Information Quality Framework to Evaluate the Quality of Product Reviews
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Coping with Distribution Change in the Same Domain Using Similarity-Based Instance Weighting
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
SIGDIAL '09 Proceedings of the SIGDIAL 2009 Conference: The 10th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Learning to rank for geographic information retrieval
Proceedings of the 6th Workshop on Geographic Information Retrieval
Scalable biomedical Named Entity Recognition: investigation of a database-supported SVM approach
International Journal of Bioinformatics Research and Applications
Metric Learning for Image Alignment
International Journal of Computer Vision
Optimized Cutting Plane Algorithm for Large-Scale Risk Minimization
The Journal of Machine Learning Research
The P-Norm Push: A Simple Convex Ranking Algorithm that Concentrates at the Top of the List
The Journal of Machine Learning Research
Estimating Labels from Label Proportions
The Journal of Machine Learning Research
Bundle Methods for Regularized Risk Minimization
The Journal of Machine Learning Research
Maximum Relative Margin and Data-Dependent Regularization
The Journal of Machine Learning Research
A Quasi-Newton Approach to Nonsmooth Convex Optimization Problems in Machine Learning
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
Linear time maximum margin clustering
IEEE Transactions on Neural Networks
Wearable sensor activity analysis using semi-Markov models with a grammar
Pervasive and Mobile Computing
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
Suppressing microdata to prevent classification based inference
The VLDB Journal — The International Journal on Very Large Data Bases
Efficient algorithms for ranking with SVMs
Information Retrieval
Efficient staggered decoding for sequence labeling
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Fine-grained genre classification using structural learning algorithms
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Uncertainty detection as approximate max-margin sequence labelling
CoNLL '10: Shared Task Proceedings of the Fourteenth Conference on Computational Natural Language Learning --- Shared Task
Syntactic and semantic structure for opinion expression detection
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Improved natural language learning via variance-regularization support vector machines
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Distributed asynchronous online learning for natural language processing
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Learning to generate summary as structured output
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Reranking models in fine-grained opinion analysis
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Leveraging loosely-tagged images and inter-object correlations for tag recommendation
Proceedings of the international conference on Multimedia
LIP6 at INEX'09: OWPC for ad hoc track
INEX'09 Proceedings of the Focused retrieval and evaluation, and 8th international conference on Initiative for the evaluation of XML retrieval
Semantic entity detection by integrating CRF and SVM
WAIM'10 Proceedings of the 11th international conference on Web-age information management
We are family: joint pose estimation of multiple persons
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Discriminative learning with latent variables for cluttered indoor scene understanding
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Learning what and how of contextual models for scene labeling
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Improved human parsing with a full relational model
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Discriminative learning with latent variables for cluttered indoor scene understanding
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
On parameter learning in CRF-based approaches to object class image segmentation
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Temporal maximum margin Markov network
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Psychoacoustically constrained and distortion minimized speech enhancement
IEEE Transactions on Audio, Speech, and Language Processing
Incorporating the loss function into discriminative clustering of structured outputs
IEEE Transactions on Neural Networks
Annotating and searching web tables using entities, types and relationships
Proceedings of the VLDB Endowment
Mining class-correlated patterns for sequence labeling
DS'10 Proceedings of the 13th international conference on Discovery science
Quality evaluation of product reviews using an information quality framework
Decision Support Systems
The Stanford LittleDog: A learning and rapid replanning approach to quadruped locomotion
International Journal of Robotics Research
A comparison of discriminative classifiers for web news content extraction
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
A survey of hierarchical classification across different application domains
Data Mining and Knowledge Discovery
Recognizing medication related entities in hospital discharge summaries using support vector machine
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Video summarization via transferrable structured learning
Proceedings of the 20th international conference on World wide web
Efficient structured support vector regression
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Human Action Segmentation and Recognition Using Discriminative Semi-Markov Models
International Journal of Computer Vision
Mining personal experiences and opinions from Web documents
Web Intelligence and Agent Systems
Multi-dimensional classification with Bayesian networks
International Journal of Approximate Reasoning
Training linear ranking SVMs in linearithmic time using red-black trees
Pattern Recognition Letters
Tuning metaheuristics: A data mining based approach for particle swarm optimization
Expert Systems with Applications: An International Journal
Multiple classifier method for structured output prediction based on error correcting output codes
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
Extracting opinion expressions and their polarities: exploration of pipelines and joint models
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies: short papers - Volume 2
Effective diagnosis of Alzheimer's disease by means of distance metric learning and random forest
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II
Distance metric learning as feature reduction technique for the Alzheimer's disease diagnosis
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II
Computers in Biology and Medicine
Diversity in ranking via resistive graph centers
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Effective diagnosis of alzheimer's disease by means of distance metric learning
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
Structured output element ordering in boosting-based classification
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Information Processing and Management: an International Journal
Prediction of the bonding state of cysteine residues in proteins with machine-learning methods
CIBB'10 Proceedings of the 7th international conference on Computational intelligence methods for bioinformatics and biostatistics
Optimization of robust loss functions for weakly-labeled image taxonomies: an imagenet case study
EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition
Learning from partially annotated sequences
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Fast support vector machines for structural Kernels
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
LIP6 at INEX'10: OWPC for ad hoc track
INEX'10 Proceedings of the 9th international conference on Initiative for the evaluation of XML retrieval: comparative evaluation of focused retrieval
Structured learning for semantic role labeling
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
Discriminative segmentation of microscopic cellular images
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Evaluation of local descriptors for action recognition in videos
ICVS'11 Proceedings of the 8th international conference on Computer vision systems
Accelerated training of max-margin Markov networks with kernels
ALT'11 Proceedings of the 22nd international conference on Algorithmic learning theory
Learning to rank for expert search in digital libraries of academic publications
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
Structured learning of two-level dynamic rankings
Proceedings of the 20th ACM international conference on Information and knowledge management
Max margin learning on domain-independent web information extraction
Proceedings of the 20th ACM international conference on Information and knowledge management
Multi-instance multi-label learning
Artificial Intelligence
Structured Output SVM for Remote Sensing Image Classification
Journal of Signal Processing Systems
Predicting Metal-Binding Sites from Protein Sequence
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Global Interactions in Random Field Models: A Potential Function Ensuring Connectedness
SIAM Journal on Imaging Sciences
Hand gesture recognition with motion tracking on spatial-temporal filtering
Proceedings of the 10th International Conference on Virtual Reality Continuum and Its Applications in Industry
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
Fisher kernels for relational data
ECML'06 Proceedings of the 17th European conference on Machine Learning
Cascade evaluation of clustering algorithms
ECML'06 Proceedings of the 17th European conference on Machine Learning
Automatic emotion classification for interpersonal communication
WASSA '11 Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis
Generalizing biomedical event extraction
BioNLP Shared Task '11 Proceedings of the BioNLP Shared Task 2011 Workshop
Fast Approximate Energy Minimization with Label Costs
International Journal of Computer Vision
Maximum margin ranking algorithms for information retrieval
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Multi-view prediction of protein function
Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Efficient classification of images with taxonomies
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Boosting algorithm with sequence-loss cost function for structured prediction
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
Summary of Product Characteristics content extraction for a safe drugs usage
Journal of Biomedical Informatics
Chinese event descriptive clause splitting with structured SVMs
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Structured Learning and Prediction in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
Construct weak ranking functions for learning linear ranking function
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Learning to rank by optimizing expected reciprocal rank
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Payment rules through discriminant-based classifiers
Proceedings of the 13th ACM Conference on Electronic Commerce
Learning and inference order in structured output elements classification
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part I
Extracting keyphrase set with high diversity and coverage using structural SVM
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
A Learning to Rank framework applied to text-image retrieval
Multimedia Tools and Applications
On Taxonomies for Multi-class Image Categorization
International Journal of Computer Vision
International Journal of Data Mining and Bioinformatics
Inhibition in multiclass classification
Neural Computation
TFMAP: optimizing MAP for top-n context-aware recommendation
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Relational learning for spatial relation extraction from natural language
ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming
Perceptron models for online structured prediction
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Recall-oriented learning of named entities in Arabic Wikipedia
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Large-margin learning of submodular summarization models
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Structured perceptron with inexact search
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Vine pruning for efficient multi-pass dependency parsing
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Joint Optimization for Object Class Segmentation and Dense Stereo Reconstruction
International Journal of Computer Vision
Weakly Supervised Localization and Learning with Generic Knowledge
International Journal of Computer Vision
Clinical entity recognition using structural support vector machines with rich features
Proceedings of the ACM sixth international workshop on Data and text mining in biomedical informatics
Discriminative pronunciation modeling: a large-margin, feature-rich approach
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Modeling topic dependencies in hierarchical text categorization
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
On amortizing inference cost for structured prediction
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Latent structure perceptron with feature induction for unrestricted coreference resolution
CoNLL '12 Joint Conference on EMNLP and CoNLL - Shared Task
Hi, magic closet, tell me what to wear!
Proceedings of the 20th ACM international conference on Multimedia
Learning from mistakes: towards a correctable learning algorithm
Proceedings of the 21st ACM international conference on Information and knowledge management
Semantically coherent image annotation with a learning-based keyword propagation strategy
Proceedings of the 21st ACM international conference on Information and knowledge management
Group tracking: exploring mutual relations for multiple object tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Robust tracking with weighted online structured learning
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Diverse M-best solutions in markov random fields
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Visual dictionary learning for joint object categorization and segmentation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Efficient exact inference for 3d indoor scene understanding
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Segmentation propagation in imagenet
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Artistic image classification: an analysis on the PRINTART database
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Image labeling on a network: using social-network metadata for image classification
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
A note on extending generalization bounds for binary large-margin classifiers to multiple classes
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
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
Metal binding in proteins: machine learning complements x-ray absorption spectroscopy
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Max-margin embedding for multi-label learning
Pattern Recognition Letters
The role of spatial context in activity recognition
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Applying piecewise approximation in perceptron training of conditional random fields
IDA'12 Proceedings of the 11th international conference on Advances in Intelligent Data Analysis
A Comprehensive Study of Techniques for URL-Based Web Page Language Classification
ACM Transactions on the Web (TWEB)
Discriminative learning with latent variables for cluttered indoor scene understanding
Communications of the ACM
Research on chinese sentence compression for the title generation
CLSW'12 Proceedings of the 13th Chinese conference on Chinese Lexical Semantics
Enhanced representation and multi-task learning for image annotation
Computer Vision and Image Understanding
Dependency-based semantic role labeling using sequence labeling with a structural SVM
Pattern Recognition Letters
Human reidentification with transferred metric learning
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Coupling-and-Decoupling: a hierarchical model for occlusion-free car detection
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Joint kernel learning for supervised image segmentation
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Using models of objects with deformable parts for joint categorization and segmentation of objects
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Combining sources of description for approximating music similarity ratings
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
Learning to name faces: a multimodal learning scheme for search-based face annotation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Unsupervised link prediction using aggregative statistics on heterogeneous social networks
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Recursive regularization for large-scale classification with hierarchical and graphical dependencies
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-label learning with millions of labels: recommending advertiser bid phrases for web pages
Proceedings of the 22nd international conference on World Wide Web
Robust text and drawing segmentation algorithm for historical documents
Proceedings of the 2nd International Workshop on Historical Document Imaging and Processing
Cross-media semantic representation via bi-directional learning to rank
Proceedings of the 21st ACM international conference on Multimedia
Discriminative hierarchical part-based models for human parsing and action recognition
The Journal of Machine Learning Research
Cost-sensitive learning for large-scale hierarchical classification
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
GAPfm: optimal top-n recommendations for graded relevance domains
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Robust detection of semi-structured web records using a DOM structure-knowledge-driven model
ACM Transactions on the Web (TWEB)
SLEDGE: Sequential Labeling of Image Edges for Boundary Detection
International Journal of Computer Vision
Exploring re-ranking approaches for joint named-entityrecognition and linking
Proceedings of the sixth workshop on Ph.D. students in information and knowledge management
Deep learning of representations: looking forward
SLSP'13 Proceedings of the First international conference on Statistical Language and Speech Processing
Inductive manifold learning using structured support vector machine
Pattern Recognition
Efficient distributed monitoring with active Collaborative Prediction
Future Generation Computer Systems
Learning discriminative localization from weakly labeled data
Pattern Recognition
Accelerated training of max-margin Markov networks with kernels
Theoretical Computer Science
Convex and scalable weakly labeled SVMs
The Journal of Machine Learning Research
Generation of compound words in statistical machine translation into compounding languages
Computational Linguistics
Machine Vision and Applications
Branch&Rank for Efficient Object Detection
International Journal of Computer Vision
Improving ranking performance with cost-sensitive ordinal classification via regression
Information Retrieval
A tour of machine learning: An AI perspective
AI Communications - ECAI 2012 Turing and Anniversary Track
Intelligent Data Analysis
Max-Margin Early Event Detectors
International Journal of Computer Vision
Hi-index | 0.03 |
Learning general functional dependencies between arbitrary input and output spaces is one of the key challenges in computational intelligence. While recent progress in machine learning has mainly focused on designing flexible and powerful input representations, this paper addresses the complementary issue of designing classification algorithms that can deal with more complex outputs, such as trees, sequences, or sets. More generally, we consider problems involving multiple dependent output variables, structured output spaces, and classification problems with class attributes. In order to accomplish this, we propose to appropriately generalize the well-known notion of a separation margin and derive a corresponding maximum-margin formulation. While this leads to a quadratic program with a potentially prohibitive, i.e. exponential, number of constraints, we present a cutting plane algorithm that solves the optimization problem in polynomial time for a large class of problems. The proposed method has important applications in areas such as computational biology, natural language processing, information retrieval/extraction, and optical character recognition. Experiments from various domains involving different types of output spaces emphasize the breadth and generality of our approach.