Inductive learning algorithms and representations for text categorization
Proceedings of the seventh international conference on Information and knowledge management
Making large-scale support vector machine learning practical
Advances in kernel methods
Fast training of support vector machines using sequential minimal optimization
Advances in kernel methods
Proximal support vector machine classifiers
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Interior-Point Methods for Massive Support Vector Machines
SIAM Journal on Optimization
Polynomial-Time Decomposition Algorithms for Support Vector Machines
Machine Learning
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Optimizing search engines using clickthrough data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
SVMTorch: support vector machines for large-scale regression problems
The Journal of Machine Learning Research
Lagrangian support vector machines
The Journal of Machine Learning Research
RCV1: A New Benchmark Collection for Text Categorization Research
The Journal of Machine Learning Research
KDD-Cup 2004: results and analysis
ACM SIGKDD Explorations Newsletter
A support vector method for multivariate performance measures
ICML '05 Proceedings of the 22nd international conference on Machine learning
Neural Computation
Trust region Newton methods for large-scale logistic regression
Proceedings of the 24th international conference on Machine learning
Pegasos: Primal Estimated sub-GrAdient SOlver for SVM
Proceedings of the 24th international conference on Machine learning
Approximate maximum margin algorithms with rules controlled by the number of mistakes
Proceedings of the 24th international conference on Machine learning
Simpler core vector machines with enclosing balls
Proceedings of the 24th international conference on Machine learning
Relaxed online SVMs for spam filtering
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
Understanding temporal aspects in document classification
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Robust and efficient multiclass SVM models for phrase pattern recognition
Pattern Recognition
Classifying carpets based on laser scanner data
Engineering Applications of Artificial Intelligence
An empirical evaluation of supervised learning in high dimensions
Proceedings of the 25th international conference on Machine learning
Optimized cutting plane algorithm for support vector machines
Proceedings of the 25th international conference on Machine learning
A dual coordinate descent method for large-scale linear SVM
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
SVM optimization: inverse dependence on training set size
Proceedings of the 25th international conference on Machine learning
A quasi-Newton approach to non-smooth convex optimization
Proceedings of the 25th international conference on Machine learning
Efficient multiclass maximum margin clustering
Proceedings of the 25th international conference on Machine learning
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
Learning with support vector machines for query-by-multiple-examples
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Trust Region Newton Method for Logistic Regression
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
Scaling up text classification for large file systems
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Fast logistic regression for text categorization with variable-length n-grams
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
Cuts3vm: a fast semi-supervised svm algorithm
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Maximal Margin Estimation with Perceptron-Like Algorithm
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Speed Up SVM Algorithm for Massive Classification Tasks
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Learning to Predict One or More Ranks in Ordinal Regression Tasks
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
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
Coordinate Descent Method for Large-scale L2-loss Linear Support Vector Machines
The Journal of Machine Learning Research
Exponentiated Gradient Algorithms for Conditional Random Fields and Max-Margin Markov Networks
The Journal of Machine Learning Research
LIBLINEAR: A Library for Large Linear Classification
The Journal of Machine Learning Research
Classification model selection via bilevel programming
Optimization Methods & Software - Mathematical programming in data mining and machine learning
Adaptive collaborative filtering
Proceedings of the 2008 ACM conference on Recommender systems
BNS feature scaling: an improved representation over tf-idf for svm text classification
Proceedings of the 17th ACM conference on Information and knowledge management
Extremely fast text feature extraction for classification and indexing
Proceedings of the 17th ACM conference on Information and knowledge management
Efficiently matching sets of features with random histograms
MM '08 Proceedings of the 16th ACM international conference on Multimedia
On Mixtures of Linear SVMs for Nonlinear Classification
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Calibrated lazy associative classification
SBBD '08 Proceedings of the 23rd Brazilian symposium on Databases
Learning to recognize valuable tags
Proceedings of the 14th international conference on Intelligent user interfaces
Co-occurrence Histograms of Oriented Gradients for Pedestrian Detection
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Artificial Intelligence in Medicine
An efficient algorithm for learning to rank from preference graphs
Machine Learning
Exploiting web search engines to search structured databases
Proceedings of the 18th international conference on World wide web
Text Categorization Using Fuzzy Proximal SVM and Distributional Clustering of Words
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
RV-SVM: An Efficient Method for Learning Ranking SVM
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
ACM Computing Surveys (CSUR)
Proximal regularization for online and batch learning
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Large margin training for hidden Markov models with partially observed states
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Set Cover Feature Selection for Text Categorisation and spam detection
International Journal of Advanced Intelligence Paradigms
Document selection methodologies for efficient and effective learning-to-rank
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Predicting structured objects with support vector machines
Communications of the ACM - Scratch Programming for All
Fast Local Support Vector Machines for Large Datasets
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
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
The ineffectiveness of within-document term frequency in text classification
Information Retrieval
Cutting-plane training of structural SVMs
Machine Learning
Feature Selection in Marketing Applications
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
A Convex Method for Locating Regions of Interest with Multi-instance Learning
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Binary Decomposition Methods for Multipartite Ranking
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Maximum margin coresets for active and noise tolerant learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
The value of parsing as feature generation for gene mention recognition
Journal of Biomedical Informatics
Kernel Methods in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
Ranking model adaptation for domain-specific search
Proceedings of the 18th ACM conference on Information and knowledge management
Heterogeneous cross domain ranking in latent space
Proceedings of the 18th ACM conference on Information and knowledge management
Large margin transductive transfer learning
Proceedings of the 18th ACM conference on Information and knowledge management
Subspace maximum margin clustering
Proceedings of the 18th ACM conference on Information and knowledge management
Block-quantized support vector ordinal regression
IEEE Transactions on Neural Networks
M3IC: maximum margin multiple instance clustering
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Structured prediction by joint kernel support estimation
Machine Learning
Impressionism, expressionism, surrealism: Automated recognition of painters and schools of art
ACM Transactions on Applied Perception (TAP)
A Fast BMU Search for Support Vector Machine
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Using Wolfe's Method in Support Vector Machines Learning Stage
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Prostate cancer segmentation with multispectral MRI using cost-sensitive conditional random fields
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
Sparse kernel feature analysis using FastMap and its variants
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Automatic generation of bid phrases for online advertising
Proceedings of the third ACM international conference on Web search and data mining
Parallel multiclass classification using SVMs on GPUs
Proceedings of the 3rd Workshop on General-Purpose Computation on Graphics Processing Units
Scalable biomedical Named Entity Recognition: investigation of a database-supported SVM approach
International Journal of Bioinformatics Research and Applications
Learning to rank for content-based image retrieval
Proceedings of the international conference on Multimedia information retrieval
A shared-subspace learning framework for multi-label classification
ACM Transactions on Knowledge Discovery from Data (TKDD)
Optimized Cutting Plane Algorithm for Large-Scale Risk Minimization
The Journal of Machine Learning Research
Bundle Methods for Regularized Risk Minimization
The Journal of Machine Learning Research
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
Linear time maximum margin clustering
IEEE Transactions on Neural Networks
Bootstrap based pattern selection for support vector regression
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
The entire quantile path of a risk-agnostic SVM classifier
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
A text categorization method based on local document frequency
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 7
DisIClass: discriminative frequent pattern-based image classification
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Optimizing visual search with implicit user feedback in interactive video retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Efficient algorithms for ranking with SVMs
Information Retrieval
IEEE Transactions on Neural Networks
Self-taught hashing for fast similarity search
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Temporally-aware algorithms for document classification
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Combining coregularization and consensus-based self-training for multilingual text categorization
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Data mining to predict and prevent errors in health insurance claims processing
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Large linear classification when data cannot fit in memory
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Combined regression and ranking
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A semi-dependent decomposition approach to learn hierarchical classifiers
Pattern Recognition
Transition-based parsing with confidence-weighted classification
ACLstudent '10 Proceedings of the ACL 2010 Student Research Workshop
DFKI KeyWE: Ranking keyphrases extracted from scientific articles
SemEval '10 Proceedings of the 5th International Workshop on Semantic Evaluation
Training and Testing Low-degree Polynomial Data Mappings via Linear SVM
The Journal of Machine Learning Research
Fast and Scalable Local Kernel Machines
The Journal of Machine Learning Research
Kernel Methods for Revealed Preference Analysis
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Discriminative semi-supervised feature selection via manifold regularization
IEEE Transactions on Neural Networks
TESLA: translation evaluation of sentences with linear-programming-based analysis
WMT '10 Proceedings of the Joint Fifth Workshop on Statistical Machine Translation and MetricsMATR
Improved natural language learning via variance-regularization support vector machines
CoNLL '10 Proceedings of the Fourteenth Conference on Computational Natural Language Learning
On identifying representative relevant documents
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
RankSVR: can preference data help regression?
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
An empirical study on web mining of parallel data
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Recognising entailment within discourse
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Unified tag analysis with multi-edge graph
Proceedings of the international conference on Multimedia
Supervised reranking for web image search
Proceedings of the international conference on Multimedia
Fuzzy integral to speed up support vector machines training for pattern classification
International Journal of Knowledge-based and Intelligent Engineering Systems
Improving the fisher kernel for large-scale image classification
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Conditional ranking on relational data
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Large-scale support vector learning with structural kernels
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Finding related sentence pairs in MEDLINE
Information Retrieval
Computers in Biology and Medicine
Document assignment in multi-site search engines
Proceedings of the fourth ACM international conference on Web search and data mining
Selective sampling techniques for feedback-based data retrieval
Data Mining and Knowledge Discovery
First and Second Order SMO Algorithms for LS-SVM Classifiers
Neural Processing Letters
On Learning and Cross-Validation with Decomposed Nyström Approximation of Kernel Matrix
Neural Processing Letters
Condensed vector machines: learning fast machine for large data
IEEE Transactions on Neural Networks
Mixing linear SVMs for nonlinear classification
IEEE Transactions on Neural Networks
Reranking for stacking ensemble learning
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Best topic word selection for topic labelling
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
A perceptron-like linear supervised algorithm for text classification
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
SocialSearch: enhancing entity search with social network matching
Proceedings of the 14th International Conference on Extending Database Technology
Tree Decomposition for Large-Scale SVM Problems
The Journal of Machine Learning Research
Multitask Sparsity via Maximum Entropy Discrimination
The Journal of Machine Learning Research
Calibrated lazy associative classification
Information Sciences: an International Journal
Word co-occurrence features for text classification
Information Systems
Training linear ranking SVMs in linearithmic time using red-black trees
Pattern Recognition Letters
Proceedings of the 12th ACM conference on Electronic commerce
Modeling answerer behavior in collaborative question answering systems
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Is a query worth translating: ask the users!
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Exploiting separability in large-scale linear support vector machine training
Computational Optimization and Applications
Optimistic backtracking: a backtracking overlay for deterministic incremental parsing
HLT-SS '11 Proceedings of the ACL 2011 Student Session
Underspecifying and predicting voice for surface realisation ranking
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Automatic labelling of topic models
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Joint reranking of parsing and word recognition with automatic segmentation
Computer Speech and Language
Bagging gradient-boosted trees for high precision, low variance ranking models
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
ViewSer: enabling large-scale remote user studies of web search examination and interaction
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Document clustering with universum
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Associative tag recommendation exploiting multiple textual features
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
A large-scale study of the effect of training set characteristics over learning-to-rank algorithms
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Computers in Biology and Medicine
INFORMS Journal on Computing
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Interactive learning for efficiently detecting errors in insurance claims
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Selective block minimization for faster convergence of limited memory large-scale linear models
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-view transfer learning with a large margin approach
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Laplacian Support Vector Machines Trained in the Primal
The Journal of Machine Learning Research
An improved training algorithm for the linear ranking support vector machine
ICANN'11 Proceedings of the 21th international conference on Artificial neural networks - Volume Part I
Preference-based policy learning
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
Multiview semi-supervised learning for ranking multilingual documents
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Efficient approximate similarity search using random projection learning
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Building a cross-language entity linking collection in twenty-one languages
CLEF'11 Proceedings of the Second international conference on Multilingual and multimodal information access evaluation
The perceptron with dynamic margin
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
Proceedings of the 20th ACM international conference on Information and knowledge management
Semi-supervised SVMs for classification with unknown class proportions and a small labeled dataset
Proceedings of the 20th ACM international conference on Information and knowledge management
A pairwise ranking based approach to learning with positive and unlabeled examples
Proceedings of the 20th ACM international conference on Information and knowledge management
Correlated multi-label feature selection
Proceedings of the 20th ACM international conference on Information and knowledge management
Learning to rank results in relational keyword search
Proceedings of the 20th ACM international conference on Information and knowledge management
CQC: classifying questions in CQA websites
Proceedings of the 20th ACM international conference on Information and knowledge management
Learning from search engine and human supervision for web image search
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Large Linear Classification When Data Cannot Fit in Memory
ACM Transactions on Knowledge Discovery from Data (TKDD)
Extracting search-focused key n-grams for relevance ranking in web search
Proceedings of the fifth ACM international conference on Web search and data mining
Narrative schema as world knowledge for coreference resolution
CONLL Shared Task '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning: Shared Task
TESLA at WMT 2011: translation evaluation and tunable metric
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
WMT '11 Proceedings of the Sixth Workshop on Statistical Machine Translation
Classification-based contextual preferences
TIWTE '11 Proceedings of the TextInfer 2011 Workshop on Textual Entailment
Collaborative ranking: a case study on entity linking
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Image search result summarization with informative priors
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Algorithms and Applications
On low-rank regularized least squares for scalable nonlinear classification
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Pattern selection for support vector regression based response modeling
Expert Systems with Applications: An International Journal
Flexible sample selection strategies for transfer learning in ranking
Information Processing and Management: an International Journal
Individual doctor recommendation model on medical social network
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
Automated text classification using a dynamic artificial neural network model
Expert Systems with Applications: An International Journal
Kernel-Mapping Recommender system algorithms
Information Sciences: an International Journal
Large linear classification when data cannot fit in memory
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Sentiment detection with auxiliary data
Information Retrieval
An efficient method for learning nonlinear ranking SVM functions
Information Sciences: an International Journal
Proceedings of the 2012 Joint EDBT/ICDT Workshops
Combining relevancy and methodological quality into a single ranking for evidence-based medicine
Information Sciences: an International Journal
Linear support vector machines via dual cached loops
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
On ranking and generalization bounds
The Journal of Machine Learning Research
Explanatory semantic relatedness and explicit spatialization for exploratory search
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
An evaluation of machine learning in algorithm selection for search problems
AI Communications - The Symposium on Combinatorial Search
Extending the entity-based coherence model with multiple ranks
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
To what extent does sentence-internal realisation reflect discourse context?: a study on word order
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Hello, who is calling?: can words reveal the social nature of conversations?
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
UTD: determining relational similarity using lexical patterns
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
UOW-SHEF: SimpLex -- lexical simplicity ranking based on contextual and psycholinguistic features
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
ANNLOR: a naïve notation-system for lexical outputs ranking
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
Methods combination and ML-based re-ranking of multiple hypothesis for question-answering systems
HYBRID '12 Proceedings of the Workshop on Innovative Hybrid Approaches to the Processing of Textual Data
Learning to translate with multiple objectives
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Named entity disambiguation in streaming data
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Learning to temporally order medical events in clinical text
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Short Papers - Volume 2
PITR '12 Proceedings of the First Workshop on Predicting and Improving Text Readability for target reader populations
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
A unified probabilistic approach to referring expressions
SIGDIAL '12 Proceedings of the 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue
TerrorCat: a translation error categorization-based MT quality metric
WMT '12 Proceedings of the Seventh Workshop on Statistical Machine Translation
A bag-of-objects retrieval model for web image search
Proceedings of the 20th ACM international conference on Multimedia
Constructing test collections by inferring document relevance via extracted relevant information
Proceedings of the 21st ACM international conference on Information and knowledge management
Learning from mistakes: towards a correctable learning algorithm
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
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
Random forest for image annotation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Image retrieval with structured object queries using latent ranking SVM
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Semantic segmentation with second-order pooling
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Stochastic coordinate descent methods for regularized smooth and nonsmooth losses
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
Evaluating Entity Linking with Wikipedia
Artificial Intelligence
Image memorability and visual inception
SIGGRAPH Asia 2012 Technical Briefs
A zipf-like distant supervision approach for multi-document summarization using wikinews articles
SPIRE'12 Proceedings of the 19th international conference on String Processing and Information Retrieval
ICSOC'12 Proceedings of the 10th international conference on Service-Oriented Computing
Can social features help learning to rank youtube videos?
WISE'12 Proceedings of the 13th international conference on Web Information Systems Engineering
Managing information disparity in multilingual document collections
ACM Transactions on Speech and Language Processing (TSLP)
Risk ranking from financial reports
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Unsupervised non-parametric kernel learning algorithm
Knowledge-Based Systems
Large-scale visual concept detection with explicit kernel maps and power mean SVM
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
MRI-based knee image for personal identification
International Journal of Biometrics
Least square regularized spectral hashing for similarity search
Signal Processing
Enhancing biomedical concept extraction using semantic relationship weights
International Journal of Data Mining and Bioinformatics
Comparison of text feature selection policies and using an adaptive framework
Expert Systems with Applications: An International Journal
Ranking document clusters using markov random fields
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Pseudo test collections for training and tuning microblog rankers
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Shame to be sham: addressing content-based grey hat search engine optimization
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Sequential testing in classifier evaluation yields biased estimates of effectiveness
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Fast and scalable polynomial kernels via explicit feature maps
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Indexed block coordinate descent for large-scale linear classification with limited memory
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
MI2LS: multi-instance learning from multiple informationsources
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to question: leveraging user preferences for shopping advice
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
A proximity-based fallback model for hybrid web recommender systems
Proceedings of the 22nd international conference on World Wide Web companion
M4L: Maximum margin Multi-instance Multi-cluster Learning for scene modeling
Pattern Recognition
Non-reference audio quality assessment for online live music recordings
Proceedings of the 21st ACM international conference on Multimedia
The Journal of Machine Learning Research
Large-scale linear support vector regression
The Journal of Machine Learning Research
Regularized bundle methods for convex and non-convex risks
The Journal of Machine Learning Research
Smoothing multivariate performance measures
The Journal of Machine Learning Research
Towards an enhanced and adaptable ontology by distilling and assembling online encyclopedias
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Navigating the topical structure of academic search results via the Wikipedia category network
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
LearNext: learning to predict tourists movements
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Entity-centric document filtering: boosting feature mapping through meta-features
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Towards minimizing the annotation cost of certified text classification
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Will your facebook post be engaging?
Proceedings of the 1st workshop on User engagement optimization
Lerot: an online learning to rank framework
Proceedings of the 2013 workshop on Living labs for information retrieval evaluation
User profiling for answer quality assessment in Q&A communities
Proceedings of the 2013 workshop on Data-driven user behavioral modelling and mining from social media
Reference resolution in legal texts
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Law
Measuring and visualizing interest similarity between microblog users
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Training Lp norm multiple kernel learning in the primal
Neural Networks
b-bit minwise hashing in practice
Proceedings of the 5th Asia-Pacific Symposium on Internetware
Multiple rank multi-linear SVM for matrix data classification
Pattern Recognition
Fast linearization of tree kernels over large-scale data
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Integrating semantic relatedness and words' intrinsic features for keyword extraction
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Research on adaptive classification algorithm based on non-segment and classified-centre-vector
International Journal of Intelligent Information and Database Systems
Ranking in heterogeneous social media
Proceedings of the 7th ACM international conference on Web search and data mining
Personalized entity recommendation: a heterogeneous information network approach
Proceedings of the 7th ACM international conference on Web search and data mining
SocialSearch+: enriching social network with web evidences
World Wide Web
Large-scale linear nonparallel support vector machine solver
Neural Networks
Efficient and effective realtime prediction of drive-by download attacks
Journal of Network and Computer Applications
Convex and scalable weakly labeled SVMs
The Journal of Machine Learning Research
Research on classification algorithm and its application in cased-based reasoning
International Journal of Computer Applications in Technology
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Linear Support Vector Machines (SVMs) have become one of the most prominent machine learning techniques for high-dimensional sparse data commonly encountered in applications like text classification, word-sense disambiguation, and drug design. These applications involve a large number of examples n as well as a large number of features N, while each example has only s N non-zero features. This paper presents a Cutting Plane Algorithm for training linear SVMs that provably has training time 0(s,n) for classification problems and o(sn log (n))for ordinal regression problems. The algorithm is based on an alternative, but equivalent formulation of the SVM optimization problem. Empirically, the Cutting-Plane Algorithm is several orders of magnitude faster than decomposition methods like svm light for large datasets.