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Some inconsistencies and misnomers in probabilistic information retrieval
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The nature of statistical learning theory
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Latent semantic indexing: a probabilistic analysis
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Inductive learning algorithms and representations for text categorization
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Advances in kernel methods
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A Tutorial on Support Vector Machines for Pattern Recognition
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Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Estimating the Generalization Performance of an SVM Efficiently
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Using machine learning to improve information access
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Topic-oriented collaborative crawling
Proceedings of the eleventh international conference on Information and knowledge management
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An Approach to Microscopic Clustering of Terms and Documents
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Automatic Textual Document Categorization Based on Generalized Instance Sets and a Metamodel
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Automatic document metadata extraction using support vector machines
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Distributional word clusters vs. words for text categorization
The Journal of Machine Learning Research
Fast and accurate text classification via multiple linear discriminant projections
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CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Efficient multi-way text categorization via generalized discriminant analysis
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Two supervised learning approaches for name disambiguation in author citations
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
GeneWays: a system for extracting, analyzing, visualizing, and integrating molecular pathway data
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Learning to Decode Cognitive States from Brain Images
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ICML '04 Proceedings of the twenty-first international conference on Machine learning
A comparison of active classification methods for content-based image retrieval
Proceedings of the 1st international workshop on Computer vision meets databases
Application of learned user context to improve web search results
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COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
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Discretization based learning approach to information retrieval
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Single-Class Classification with Mapping Convergence
Machine Learning
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
Blocking objectionable web content by leveraging multiple information sources
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A New Text Categorization Technique Using Distributional Clustering and Learning Logic
IEEE Transactions on Knowledge and Data Engineering
Higher order feature selection for text classification
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Content based SMS spam filtering
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Adaptive non-linear clustering in data streams
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Discretization based learning approach to information retrieval
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
A robust multilingual portable phrase chunking system
Expert Systems with Applications: An International Journal
Efficient text chunking using linear kernel with masked method
Knowledge-Based Systems
Web page title extraction and its application
Information Processing and Management: an International Journal
Information Sciences: an International Journal
Fixed-threshold SMO for Joint Constraint Learning Algorithm of Structural SVM
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Text categorization via generalized discriminant analysis
Information Processing and Management: an International Journal
Fuzzy Kernel Ridge Regression for Classification
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Mistaken Driven and Unconditional Learning of NTC
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
Imbalanced text classification: A term weighting approach
Expert Systems with Applications: An International Journal
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HLT-NAACL-Short '04 Proceedings of HLT-NAACL 2004: Short Papers
Topic Significance Ranking of LDA Generative Models
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Discovering domain-specific composite kernels
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
Evaluation of video news classification techniques for automatic content personalisation
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Improving web page classification by label-propagation over click graphs
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Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
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Ads-portal domains: Identification and measurements
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A simple probability based term weighting scheme for automated text classification
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Multi-modality in one-class classification
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Elements of a learning interface for genre qualified search
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
IEEE Transactions on Neural Networks
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Multi-label Wikipedia classification with textual and link features
INEX'09 Proceedings of the Focused retrieval and evaluation, and 8th international conference on Initiative for the evaluation of XML retrieval
Predicting consumer sentiments from online text
Decision Support Systems
Rough set and ensemble learning based semi-supervised algorithm for text classification
Expert Systems with Applications: An International Journal
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Pattern Recognition Letters
Efficient processing of top-k spatial keyword queries
SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases
Extracting named entities using support vector machines
KDLL'06 Proceedings of the 2006 international conference on Knowledge Discovery in Life Science Literature
Markov blankets and meta-heuristics search: sentiment extraction from unstructured texts
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
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Decision Support Systems
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Feature selection in text classification via SVM and LSI
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Text classification: combining grouping, LSA and kNN vs support vector machine
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Email categorization with tournament methods
NLDB'05 Proceedings of the 10th international conference on Natural Language Processing and Information Systems
FASiL adaptive email categorization system
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
Text classification with tournament methods
TSD'05 Proceedings of the 8th international conference on Text, Speech and Dialogue
Header metadata extraction from semi-structured documents using template matching
OTM'06 Proceedings of the 2006 international conference on On the Move to Meaningful Internet Systems: AWeSOMe, CAMS, COMINF, IS, KSinBIT, MIOS-CIAO, MONET - Volume Part II
Increasing efficiency of SVM by adaptively penalizing outliers
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
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RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Authorship attribution based on a probabilistic topic model
Information Processing and Management: an International Journal
A support vector machine-based context-ranking model for question answering
Information Sciences: an International Journal
A Semantic Triplet Based Story Classifier
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Class-indexing-based term weighting for automatic text classification
Information Sciences: an International Journal
Recognition of word collocation habits using frequency rank ratio and inter-term intimacy
Expert Systems with Applications: An International Journal
ST-HBase: a scalable data management system for massive geo-tagged objects
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
A social network-empowered research analytics framework for project selection
Decision Support Systems
Genetic optimized artificial immune system in spam detection: a review and a model
Artificial Intelligence Review
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This paper develops a theoretical learning model of text classification for Support Vector Machines (SVMs). It connects the statistical properties of text-classification tasks with the generalization performance of a SVM in a quantitative way. Unlike conventional approaches to learning text classifiers, which rely primarily on empirical evidence, this model explains why and when SVMs perform well for text classification. In particular, it addresses the following questions: Why can support vector machines handle the large feature spaces in text classification effectively? How is this related to the statistical properties of text? What are sufficient conditions for applying SVMs to text-classification problems successfully?