A training algorithm for optimal margin classifiers
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
Robust trainability of single neurons
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
C4.5: programs for machine learning
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Machine Learning
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
Advances in kernel methods: support vector learning
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Fast training of support vector machines using sequential minimal optimization
Advances in kernel methods
Multicategory Classification by Support Vector Machines
Computational Optimization and Applications - Special issue on computational optimization—a tribute to Olvi Mangasarian, part I
Improved Boosting Algorithms Using Confidence-rated Predictions
Machine Learning - The Eleventh Annual Conference on computational Learning Theory
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
Parallel Optimization: Theory, Algorithms and Applications
Parallel Optimization: Theory, Algorithms and Applications
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Training Invariant Support Vector Machines
Machine Learning
Reducing Multiclass to Binary: A Unifying Approach for Margin Classifiers
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
On the Learnability and Design of Output Codes for Multiclass Problems
COLT '00 Proceedings of the Thirteenth Annual Conference on Computational Learning Theory
A New Multi-Class SVM Based on a Uniform Convergence Result
IJCNN '00 Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 4 - Volume 4
Comparing Support Vector Machines with Gaussian Kernels to Radial Basis Function Classifiers
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SVMTorch: support vector machines for large-scale regression problems
The Journal of Machine Learning Research
Solving multiclass learning problems via error-correcting output codes
Journal of Artificial Intelligence Research
On the Generalization of Kernel Machines
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Constraint Classification: A New Approach to Multiclass Classification
ALT '02 Proceedings of the 13th International Conference on Algorithmic Learning Theory
Ultraconservative online algorithms for multiclass problems
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Multiclass text categorization for automated survey coding
Proceedings of the 2003 ACM symposium on Applied computing
Automating survey coding by multiclass text categorization techniques
Journal of the American Society for Information Science and Technology
In Defense of One-Vs-All Classification
The Journal of Machine Learning Research
Support vector machine learning for interdependent and structured output spaces
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Gaussian process classification for segmenting and annotating sequences
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Hierarchical document categorization with support vector machines
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Statistical Analysis of Some Multi-Category Large Margin Classification Methods
The Journal of Machine Learning Research
Adapting two-class support vector classification methods to many class problems
ICML '05 Proceedings of the 22nd international conference on Machine learning
On Learning Vector-Valued Functions
Neural Computation
New developments in parsing technology
Semi-supervised learning for structured output variables
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
Automatic semantics extraction in law documents
ICAIL '05 Proceedings of the 10th international conference on Artificial intelligence and law
Online large-margin training of dependency parsers
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Contrastive estimation: training log-linear models on unlabeled data
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
A trainable feature extractor for handwritten digit recognition
Pattern Recognition
Robust ASR using Support Vector Machines
Speech Communication
Software note: ECS: An automatic enzyme classifier based on functional domain composition
Computational Biology and Chemistry
Online Passive-Aggressive Algorithms
The Journal of Machine Learning Research
Efficient Learning of Label Ranking by Soft Projections onto Polyhedra
The Journal of Machine Learning Research
Uncovering shared structures in multiclass classification
Proceedings of the 24th international conference on Machine learning
Solving multiclass support vector machines with LaRank
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
Searching and retrieving legal literature through automated semantic indexing
Proceedings of the 11th international conference on Artificial intelligence and law
Support vector machines with adaptive Lq penalty
Computational Statistics & Data Analysis
Automatic classification of provisions in legislative texts
Artificial Intelligence and Law - AI & law in eGovernment and eDemocracy part II
From Aardvark to Zorro: A Benchmark for Mammal Image Classification
International Journal of Computer Vision
Retrieval of Italian legal literature: a case of semantic search using legal vocabulary
International Journal of Metadata, Semantics and Ontologies
Robust boosting algorithm against mislabeling in multiclass problems
Neural Computation
Applying the multi-category learning to multiple video object extraction
Pattern Recognition
Robust and efficient multiclass SVM models for phrase pattern recognition
Pattern Recognition
Retrieval of Italian legal literature: a case of semantic search using legal vocabulary
DCMI '05 Proceedings of the 2005 international conference on Dublin Core and metadata applications: vocabularies in practice
MyPlaces: detecting important settings in a visual diary
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Efficient multiclass maximum margin clustering
Proceedings of the 25th international conference on Machine learning
On the Consistency of Multiclass Classification Methods
The Journal of Machine Learning Research
VC Theory of Large Margin Multi-Category Classifiers
The Journal of Machine Learning Research
Discriminative Learning of Max-Sum Classifiers
The Journal of Machine Learning Research
Cross-Validation Optimization for Large Scale Structured Classification Kernel Methods
The Journal of Machine Learning Research
Regularized nonsmooth Newton method for multi-class support vector machines
Optimization Methods & Software - Systems Analysis, Optimization and Data Mining in Biomedicine
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
Classification with partial labels
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
IKNN: Informative K-Nearest Neighbor Pattern Classification
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Switched and PieceWise Nonlinear Hybrid System Identification
HSCC '08 Proceedings of the 11th international workshop on Hybrid Systems: Computation and Control
Secure Biometric Authentication with Improved Accuracy
ACISP '08 Proceedings of the 13th Australasian conference on Information Security and Privacy
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
Improving Classification with Pairwise Constraints: A Margin-Based Approach
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Metric Learning: A Support Vector Approach
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Exponentiated Gradient Algorithms for Conditional Random Fields and Max-Margin Markov Networks
The Journal of Machine Learning Research
Learning a two-stage SVM/CRF sequence classifier
Proceedings of the 17th ACM conference on Information and knowledge management
Prediction of Transcription Factor Families Using DNA Sequence Features
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Some Symmetry Based Classifiers
Fundamenta Informaticae
Adapting svm for data sparseness and imbalance: A case study in information extraction
Natural Language Engineering
EvoBIO '09 Proceedings of the 7th European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Expert Systems with Applications: An International Journal
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
AD-SVMs: A light extension of SVMs for multicategory classification
International Journal of Hybrid Intelligent Systems - Data Mining and Hybrid Intelligent Systems
Learning prediction suffix trees with Winnow
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
Online learning by ellipsoid method
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
MedLDA: maximum margin supervised topic models for regression and classification
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Clinical text classification under the Open and Closed Topic Assumptions
International Journal of Data Mining and Bioinformatics
Multi-class protein fold recognition using large margin logic based divide and conquer learning
Proceedings of the KDD-09 Workshop on Statistical and Relational Learning in Bioinformatics
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
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
A Texture-Based Algorithm for Vehicle Area Segmentation Using the Support Vector Machine Method
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Predicting structured objects with support vector machines
Communications of the ACM - Scratch Programming for All
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
A multiclass classification method based on decoding of binary classifiers
Neural Computation
Multiclass support vector machines for articulatory feature classification
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Classification of Protein Interaction Sentences via Gaussian Processes
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
Preferential text classification: learning algorithms and evaluation measures
Information Retrieval
Cutting-plane training of structural SVMs
Machine Learning
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
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
PKU: combining supervised classifiers with features selection
SemEval '07 Proceedings of the 4th International Workshop on Semantic Evaluations
A framework for kernel-based multi-category classification
Journal of Artificial Intelligence Research
Exploiting known taxonomies in learning overlapping concepts
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
Multi-prototype support vector machine
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Kernel Methods in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
Integrated access to legal literature through automated semantic classification
Artificial Intelligence and Law
Data & Knowledge Engineering
Subspace maximum margin clustering
Proceedings of the 18th ACM conference on Information and knowledge management
The effect of target vector selection on the invariance of classifier performance measures
IEEE Transactions on Neural Networks
Large margin Boltzmann machines
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
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A novel discourse parser based on support vector machine classification
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2 - Volume 2
Learning Large Margin First Order Decision Lists for Multi-Class Classification
DS '09 Proceedings of the 12th International Conference on Discovery Science
OTM '09 Proceedings of the Confederated International Conferences, CoopIS, DOA, IS, and ODBASE 2009 on On the Move to Meaningful Internet Systems: Part I
Multi-class confidence weighted algorithms
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
A comparative study of multi-classification methods for protein fold recognition
International Journal of Computational Intelligence in Bioinformatics and Systems Biology
Machine learning despite unknown classes
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Scalable biomedical Named Entity Recognition: investigation of a database-supported SVM approach
International Journal of Bioinformatics Research and Applications
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
Multi-classification with tri-class support vector machines: a review
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Linear time maximum margin clustering
IEEE Transactions on Neural Networks
Nested support vector machines
IEEE Transactions on Signal Processing
Learning concepts by modeling relationships
MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining
Human gait recognition using temporal slices
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
Multiclass support vector machines for adaptation in MIMO-OFDM wireless systems
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and 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
Multi-Class protein fold recognition using large margin logic based divide and conquer learning
ACM SIGKDD Explorations Newsletter
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
Large margin cost-sensitive learning of conditional random fields
Pattern Recognition
Expert Systems with Applications: An International Journal
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
A taxonomy, dataset, and classifier for automatic noun compound interpretation
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
Large-margin classification in infinite neural networks
Neural Computation
Automatic construction and multi-level visualization of semantic trajectories
Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems
Improved natural language learning via variance-regularization support vector machines
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
Automatic phases recognition in pituitary surgeries by microscope images classification
IPCAI'10 Proceedings of the First international conference on Information processing in computer-assisted interventions
A fast dual method for HIK SVM learning
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
What does classifying more than 10,000 image categories tell us?
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Hidden conditional ordinal random fields for sequence classification
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Large margin learning of Bayesian classifiers based on Gaussian mixture models
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
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
Journal of Artificial Intelligence Research
Multiclass visual classifier based on bipartite graph representation of decision tables
LION'10 Proceedings of the 4th international conference on Learning and intelligent optimization
EduMiner: Using text mining for automatic formative assessment
Expert Systems with Applications: An International Journal
Structured output ordinal regression for dynamic facial emotion intensity prediction
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
A comparison of discriminative classifiers for web news content extraction
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Bilinear formulated multiple kernel learning for multi-class classification problem
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Protein interaction detection in sentences via Gaussian Processes: a preliminary evaluation
International Journal of Data Mining and Bioinformatics
A sequential minimal optimization algorithm for the all-distances support vector machine
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Multitask Sparsity via Maximum Entropy Discrimination
The Journal of Machine Learning Research
Traffic flow condition classification for short sections using single microwave sensor
EURASIP Journal on Advances in Signal Processing - Special title on vehicular ad hoc networks
International Journal of Computer Vision
Unsupervised and Supervised Learning Approaches Together for Microarray Analysis
Fundamenta Informaticae
Predicting epileptic seizure from MRI using fast single shot proximal support vector machine
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
Tags vs shelves: from social tagging to social classification
Proceedings of the 22nd ACM conference on Hypertext and hypermedia
Sequence classification via large margin hidden Markov models
Data Mining and Knowledge Discovery
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part II
Conotoxin protein classification using pairwise comparison and amino acid composition: toxin-aam
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Post-ranking query suggestion by diversifying search results
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Collective graph identification
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
A GPU-tailored approach for training kernelized SVMs
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
The Journal of Machine Learning Research
Double Updating Online Learning
The Journal of Machine Learning Research
MSVMpack: A Multi-Class Support Vector Machine Package
The Journal of Machine Learning Research
Unrestricted quantifier scope disambiguation
TextGraphs-6 Proceedings of TextGraphs-6: Graph-based Methods for Natural Language Processing
Unsupervized data-driven partitioning of multiclass problems
ICANN'11 Proceedings of the 21th international conference on Artificial neural networks - Volume Part I
Semantic hierarchies for image annotation: A survey
Pattern Recognition
Improved working set selection for larank
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Semi-supervised multiclass Kernel machines with probabilistic constraints
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
Fast Kernel Discriminant Analysis for Classification of Liver Cancer Mass Spectra
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Journal of Data and Information Quality (JDIQ)
Max margin learning on domain-independent web information extraction
Proceedings of the 20th ACM international conference on Information and knowledge management
Construction of convex hull classifiers in high dimensions
Pattern Recognition Letters
Structured Output SVM for Remote Sensing Image Classification
Journal of Signal Processing Systems
Information---Theoretic Multiclass Classification Based on Binary Classifiers
Journal of Signal Processing Systems
A simplified multi-class support vector machine with reduced dual optimization
Pattern Recognition Letters
Estimating the class posterior probabilities in protein secondary structure prediction
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Solving italian crosswords using the web
AI*IA'05 Proceedings of the 9th conference on Advances in Artificial Intelligence
Fuzzy pairwise multiclass support vector machines
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Distance function learning in error-correcting output coding framework
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
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
A new support vector machine for multi-class classification
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
COLT'06 Proceedings of the 19th annual conference on Learning Theory
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
Half-Against-Half multi-class support vector machines
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
On the consistency of multiclass classification methods
COLT'05 Proceedings of the 18th annual conference on Learning Theory
Automatically determining an anonymous author's native language
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
Learning data structure from classes: A case study applied to population genetics
Information Sciences: an International Journal
Prediction of protein subcellular localizations using moment descriptors and support vector machine
PRIB'06 Proceedings of the 2006 international conference on Pattern Recognition in Bioinformatics
Intelligent health monitoring of aerospace composite structures based on dynamic strain measurements
Expert Systems with Applications: An International Journal
Facial expression recognition using spatiotemporal boosted discriminatory classifiers
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
Foundations and Trends® in Computer Graphics and Vision
Lightweight automatic face annotation in media pages
Proceedings of the 21st international conference on World Wide Web
Multi kernel learning with online-batch optimization
The Journal of Machine Learning Research
CuteForce: deep deterministic HPSG parsing
IWPT '11 Proceedings of the 12th International Conference on Parsing Technologies
3D hand tracking for human computer interaction
Image and Vision Computing
Classification of users by using support vector machines
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Efficient rank aggregation using partial data
Proceedings of the 12th ACM SIGMETRICS/PERFORMANCE joint international conference on Measurement and Modeling of Computer Systems
Nonlinear vertex discriminant analysis with reproducing kernels
Statistical Analysis and Data Mining
A hidden Markov model variant for sequence classification
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Why watching movie tweets won't tell the whole story?
Proceedings of the 2012 ACM workshop on Workshop on online social networks
Variational multinomial logit gaussian process
The Journal of Machine Learning Research
Inhibition in multiclass classification
Neural Computation
Some Symmetry Based Classifiers
Fundamenta Informaticae
Reduced universal background model for speech recognition and identification system
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
Localized discriminative scale invariant feature transform based facial expression recognition
Computers and Electrical Engineering
Learning from evolving data streams: online triage of bug reports
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Semi-supervised learning for automatic conceptual property extraction
CMCL '12 Proceedings of the 3rd Workshop on Cognitive Modeling and Computational Linguistics
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
A generic model of multi-class support vector machine
International Journal of Intelligent Information and Database Systems
Annotating expressions of Appraisal in English
Language Resources and Evaluation
Multitask multiclass support vector machines: Model and experiments
Pattern Recognition
Enhancing directed binary trees for multi-class classification
Information Sciences: an International Journal
Joint image and word sense discrimination for image retrieval
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
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
TrueSkill-Based pairwise coupling for multi-class classification
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
A study on output normalization in multiclass SVMs
Pattern Recognition Letters
Cascading discriminant and generative models for protein secondary structure prediction
PRIB'12 Proceedings of the 7th IAPR international conference on Pattern Recognition in Bioinformatics
On the optimization of multiclass support vector machines dedicated to speech recognition
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Network intrusion detection based on multi-class support vector machine
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
Information Sciences: an International Journal
Dependency-based semantic role labeling using sequence labeling with a structural SVM
Pattern Recognition Letters
Transfer joint embedding for cross-domain named entity recognition
ACM Transactions on Information Systems (TOIS)
Detecting Places of Interest Using Social Media
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
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
Margin-maximizing classification of sequential data with infinitely-long temporal dependencies
Expert Systems with Applications: An International Journal
Digital paparazzi: spotting celebrities in professional photo libraries
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Proceedings of the 22nd international conference on World Wide Web
Customized reviews for small user-databases using iterative SVD and content based filtering
Proceedings of the 7th Workshop on Social Network Mining and Analysis
Multicategory large-margin unified machines
The Journal of Machine Learning Research
MedLDA: maximum margin supervised topic models
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Adaptive co-training SVM for sentiment classification on tweets
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Cost-sensitive learning for large-scale hierarchical classification
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Maximum margin clustering for state decomposition of metastable systems
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Integrating visual perception and manipulation for autonomous learning of object representations
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
Co-regularized ensemble for feature selection
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi class learning with individual sparsity
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Learning discriminative localization from weakly labeled data
Pattern Recognition
Convex and scalable weakly labeled SVMs
The Journal of Machine Learning Research
Maximum volume clustering: a new discriminative clustering approach
The Journal of Machine Learning Research
The dual-sparse topic model: mining focused topics and focused terms in short text
Proceedings of the 23rd international conference on World wide web
Discovering and Characterizing Places of Interest Using Flickr and Twitter
International Journal on Semantic Web & Information Systems
Conditional ordinal random fields for structured ordinal-valued label prediction
Data Mining and Knowledge Discovery
Intelligent Data Analysis
Max-Margin Early Event Detectors
International Journal of Computer Vision
Journal of Signal Processing Systems
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In this paper we describe the algorithmic implementation of multiclass kernel-based vector machines. Our starting point is a generalized notion of the margin to multiclass problems. Using this notion we cast multiclass categorization problems as a constrained optimization problem with a quadratic objective function. Unlike most of previous approaches which typically decompose a multiclass problem into multiple independent binary classification tasks, our notion of margin yields a direct method for training multiclass predictors. By using the dual of the optimization problem we are able to incorporate kernels with a compact set of constraints and decompose the dual problem into multiple optimization problems of reduced size. We describe an efficient fixed-point algorithm for solving the reduced optimization problems and prove its convergence. We then discuss technical details that yield significant running time improvements for large datasets. Finally, we describe various experiments with our approach comparing it to previously studied kernel-based methods. Our experiments indicate that for multiclass problems we attain state-of-the-art accuracy.