Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Trading MIPS and memory for knowledge engineering
Communications of the ACM
Automatic indexing based on Bayesian inference networks
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
An example-based mapping method for text categorization and retrieval
ACM Transactions on Information Systems (TOIS)
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Towards language independent automated learning of text categorization models
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
OHSUMED: an interactive retrieval evaluation and new large test collection for research
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Document filtering for fast ranking
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Noise reduction in a statistical approach to text categorization
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
Cluster-based text categorization: a comparison of category search strategies
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
The design of a high performance information filtering system
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Training algorithms for linear text classifiers
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Context-sensitive learning methods for text categorization
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Feature selection, perceptron learning, and a usability case study for text categorization
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Information Retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Machine Learning
CONSTRUE/TIS: A System for Content-Based Indexing of a Database of News Stories
IAAI '90 Proceedings of the The Second Conference on Innovative Applications of Artificial Intelligence
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
A Linear Least Squares Fit mapping method for information retrieval from natural language texts
COLING '92 Proceedings of the 14th conference on Computational linguistics - Volume 2
A personal news agent that talks, learns and explains
Proceedings of the third annual conference on Autonomous Agents
A re-examination of text categorization methods
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
A probabilistic description-oriented approach for categorizing web documents
Proceedings of the eighth international conference on Information and knowledge management
Content-based book recommending using learning for text categorization
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Improving text categorization methods for event tracking
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
A classifier for semi-structured documents
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Text Classification from Labeled and Unlabeled Documents using EM
Machine Learning - Special issue on information retrieval
BoosTexter: A Boosting-based Systemfor Text Categorization
Machine Learning - Special issue on information retrieval
Proceedings of the ninth international conference on Information and knowledge management
An improved boosting algorithm and its application to text categorization
Proceedings of the ninth international conference on Information and knowledge management
Improving automatic Chinese text categorization by error correction
IRAL '00 Proceedings of the fifth international workshop on on Information retrieval with Asian languages
Web page classification based on k-nearest neighbor approach
IRAL '00 Proceedings of the fifth international workshop on on Information retrieval with Asian languages
A study of thresholding strategies for text categorization
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluating topic-driven web crawlers
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Learning video browsing behavior and its application in the generation of video previews
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Extracting meaningful labels for WEBSOM text archives
Proceedings of the tenth international conference on Information and knowledge management
Learning probabilistic datalog rules for information classification and transformation
Proceedings of the tenth international conference on Information and knowledge management
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Adaptive interfaces for ubiquitous web access
Communications of the ACM - The Adaptive Web
BlOMIND-protein property prediction by property proximity profiles
Proceedings of the 2002 ACM symposium on Applied computing
Evaluating cost-sensitive Unsolicited Bulk Email categorization
Proceedings of the 2002 ACM symposium on Applied computing
Boosting to correct inductive bias in text classification
Proceedings of the eleventh international conference on Information and knowledge management
Strategies for minimising errors in hierarchical web categorisation
Proceedings of the eleventh international conference on Information and knowledge management
Web classification using support vector machine
Proceedings of the 4th international workshop on Web information and data management
Exploiting Hierarchy in Text Categorization
Information Retrieval
Text Categorization Based on Regularized Linear Classification Methods
Information Retrieval
Hierarchical Text Categorization Using Neural Networks
Information Retrieval
Information Filtering in TREC-9 and TDT-3: A Comparative Analysis
Information Retrieval
Evaluation of Text Retrieval Systems
Programming and Computing Software
User Modeling for Adaptive News Access
User Modeling and User-Adapted Interaction
Mining e-mail content for author identification forensics
ACM SIGMOD Record
A Study of Approaches to Hypertext Categorization
Journal of Intelligent Information Systems
IEEE Intelligent Systems
Learning Approaches for Detecting and Tracking News Events
IEEE Intelligent Systems
Maximizing Text-Mining Performance
IEEE Intelligent Systems
Lightweight Document Matching for Help-Desk Applications
IEEE Intelligent Systems
Neural Networks for Web Content Filtering
IEEE Intelligent Systems
Combining evidence for automatic web session identification
Information Processing and Management: an International Journal - Issues of context in information retrieval
Converting numerical classification into text classification
Artificial Intelligence
Learning Classification with Both Labeled and Unlabeled Data
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Similarity Model and Term Association for Document Categorization
NLDB '02 Proceedings of the 6th International Conference on Applications of Natural Language to Information Systems-Revised Papers
Text Categorization and Semantic Browsing with Self-Organizing Maps on Non-euclidean Spaces
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Automatic Web-Page Classification by Using Machine Learning Methods
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Adapting a Robust Multi-genre NE System for Automatic Content Extraction
AIMSA '02 Proceedings of the 10th International Conference on Artificial Intelligence: Methodology, Systems, and Applications
A Linear Text Classification Algorithm Based on Category Relevance Factors
ICADL '02 Proceedings of the 5th International Conference on Asian Digital Libraries: Digital Libraries: People, Knowledge, and Technology
Topic Spotting on News Articles with Topic Repository by Controlled Indexing
IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents
Experiments on the Use of Feature Selection and Negative Evidence in Automated Text Categorization
ECDL '00 Proceedings of the 4th European Conference on Research and Advanced Technology for Digital Libraries
Evaluating a User-Model Based Personalisation Architecture for Digital News Services
ECDL '00 Proceedings of the 4th European Conference on Research and Advanced Technology for Digital Libraries
Dynamic Models of Expert Groups to Recommend Web Documents
ECDL '01 Proceedings of the 5th European Conference on Research and Advanced Technology for Digital Libraries
Personalized Classification for Keyword-Based Category Profiles
ECDL '02 Proceedings of the 6th European Conference on Research and Advanced Technology for Digital Libraries
TWIMC: An Anonymous Recipient E-mail System
IEA/AIE '02 Proceedings of the 15th international conference on Industrial and engineering applications of artificial intelligence and expert systems: developments in applied artificial intelligence
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Support Vector Learning for Gender Classification Using Audio and Visual Cues: A Comparison
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Text Categorization Using Adaptive Context Trees
CICLing '01 Proceedings of the Second International Conference on Computational Linguistics and Intelligent Text Processing
Combining Multiple K-Nearest Neighbor Classifiers for Text Classification by Reducts
DS '02 Proceedings of the 5th International Conference on Discovery Science
A Hybrid Approach to Optimize Feature Selection Process in Text Classification
AI*IA 01 Proceedings of the 7th Congress of the Italian Association for Artificial Intelligence on Advances in Artificial Intelligence
Extracting User Profiles from E-mails Using the Set-Oriented Classifier
PRICAI '02 Proceedings of the 7th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Text categorization based on k-nearest neighbor approach for web site classification
Information Processing and Management: an International Journal
A refinement approach to handling model misfit in text categorization
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Topic-conditioned novelty detection
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Feature Weighting in k-Means Clustering
Machine Learning
A comparative study for domain ontology guided feature extraction
ACSC '03 Proceedings of the 26th Australasian computer science conference - Volume 16
A scalability analysis of classifiers in text categorization
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
A Comparison of Word- and Sense-Based Text Categorization Using Several Classification Algorithms
Journal of Intelligent Information Systems
Intelligent Web agents that learn to retrieve and extract information
Intelligent exploration of the web
Classification of Documents by Content
ICCI '03 Proceedings of the 2nd IEEE International Conference on Cognitive Informatics
Recommender systems using linear classifiers
The Journal of Machine Learning Research
A Feature Selection Framework for Text Filtering
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Enhancing Techniques for Efficient Topic Hierarchy Integration
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Augmenting Naive Bayes Classifiers with Statistical Language Models
Information Retrieval
Category cluster discovery from distributed WWW directories
Information Sciences—Informatics and Computer Science: An International Journal - special issue: Knowledge discovery from distributed information sources
Effect of term distributions on centroid-based text categorization
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Informatics and computer science intelligent systems applications
Automatic text categorization in terms of genre and author
Computational Linguistics
Message classification in the call center
ANLC '00 Proceedings of the sixth conference on Applied natural language processing
Improving text categorization using the importance of sentences
Information Processing and Management: an International Journal
Using the feature projection technique based on a normalized voting method for text classification
Information Processing and Management: an International Journal
Text categorization for a comprehensive time-dependent benchmark
Information Processing and Management: an International Journal
Improving linear classifier for Chinese text categorization
Information Processing and Management: an International Journal
Unsupervised learning of soft patterns for generating definitions from online news
Proceedings of the 13th international conference on World Wide Web
Learning block importance models for web pages
Proceedings of the 13th international conference on World Wide Web
Automatic text categorization by unsupervised learning
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 1
An Evaluation of Passage-Based Text Categorization
Journal of Intelligent Information Systems
RCV1: A New Benchmark Collection for Text Categorization Research
The Journal of Machine Learning Research
Feature selection for text categorization on imbalanced data
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
Learning to Decode Cognitive States from Brain Images
Machine Learning
Probabilistic author-topic models for information discovery
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Authorship verification as a one-class classification problem
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Knowledge Representation and Inductive Learning with XML
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
An adaptive k-nearest neighbor text categorization strategy
ACM Transactions on Asian Language Information Processing (TALIP)
Learning important models for web page blocks based on layout and content analysis
ACM SIGKDD Explorations Newsletter
Experimenting with the automatic assignment of educational standards to digital library content
Proceedings of the 5th ACM/IEEE-CS joint conference on Digital libraries
Best terms: an efficient feature-selection algorithm for text categorization
Knowledge and Information Systems
Language and task independent text categorization with simple language models
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
Application of automatic topic identification on excite web search engine data logs
Information Processing and Management: an International Journal
Term norm distribution and its effects on latent semantic indexing
Information Processing and Management: an International Journal
Deriving marketing intelligence from online discussion
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Very large Bayesian multinets for text classification
Future Generation Computer Systems
Collective multi-label classification
Proceedings of the 14th ACM international conference on Information and knowledge management
A model for handling approximate, noisy or incomplete labeling in text classification
ICML '05 Proceedings of the 22nd international conference on Machine learning
Artificial Intelligence in Medicine
Comparison of extreme learning machine with support vector machine for text classification
IEA/AIE'2005 Proceedings of the 18th international conference on Innovations in Applied Artificial Intelligence
Combining text and heuristics for cost-sensitive spam filtering
ConLL '00 Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning - Volume 7
A text categorization based on summarization technique
RANLPIR '00 Proceedings of the ACL-2000 workshop on Recent advances in natural language processing and information retrieval: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics - Volume 11
Machine learning methods for Chinese web page categorization
CLPW '00 Proceedings of the second workshop on Chinese language processing: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics - Volume 12
Boosting automatic lexical acquisition with morphological information
ULA '02 Proceedings of the ACL-02 workshop on Unsupervised lexical acquisition - Volume 9
Text classification in Asian languages without word segmentation
AsianIR '03 Proceedings of the sixth international workshop on Information retrieval with Asian languages - Volume 11
Selecting text features for gene name classification: from documents to terms
BioMed '03 Proceedings of the ACL 2003 workshop on Natural language processing in biomedicine - Volume 13
Virtual examples for text classification with Support Vector Machines
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
Hierarchical document categorization with k-NN and concept-based thesauri
Information Processing and Management: an International Journal
Filtering search results using an optimal set of terms identified by an artificial neural network
Information Processing and Management: an International Journal
Mining semantically related terms from biomedical literature
ACM Transactions on Asian Language Information Processing (TALIP)
Large-scale text categorization by batch mode active learning
Proceedings of the 15th international conference on World Wide Web
A methodology for clustering XML documents by structure
Information Systems
Dictionary-based text categorization of chemical web pages
Information Processing and Management: an International Journal
An analysis of the coupling between training set and neighborhood sizes for the kNN classifier
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Linear prediction models with graph regularization for web-page categorization
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Multilabel Neural Networks with Applications to Functional Genomics and Text Categorization
IEEE Transactions on Knowledge and Data Engineering
A comparison of feature selection methods for an evolving RSS feed corpus
Information Processing and Management: an International Journal - Special issue: Informetrics
Sequential patterns for text categorization
Intelligent Data Analysis
Query enrichment for web-query classification
ACM Transactions on Information Systems (TOIS)
Content based SMS spam filtering
Proceedings of the 2006 ACM symposium on Document engineering
NEWPAR: an automatic feature selection and weighting schema for category ranking
Proceedings of the 2006 ACM symposium on Document engineering
Text classification based on the bias of word frequency over categories
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Template extraction from candidate template set generation: a structure and content approach
Proceedings of the 43rd annual Southeast regional conference - Volume 2
Large-scale data exploration with the hierarchically growing hyperbolic SOM
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
On Mining Instance-Centric Classification Rules
IEEE Transactions on Knowledge and Data Engineering
Text classification improved through multigram models
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
A Voting Method for the Classification of Web Pages
WI-IATW '06 Proceedings of the 2006 IEEE/WIC/ACM international conference on Web Intelligence and Intelligent Agent Technology
Query translation by text categorization
COLING '04 Proceedings of the 20th international conference on Computational Linguistics
A novel feature selection algorithm for text categorization
Expert Systems with Applications: An International Journal
Architecture of a grid-enabled Web search engine
Information Processing and Management: an International Journal
Reformatting web documents via header trees
ACLdemo '05 Proceedings of the ACL 2005 on Interactive poster and demonstration sessions
Classifying web documents in a hierarchy of categories: a comprehensive study
Journal of Intelligent Information Systems
Expert Systems with Applications: An International Journal
Fuzzy support vector machine for multi-class text categorization
Information Processing and Management: an International Journal
Contextual feature selection for text classification
Information Processing and Management: an International Journal - Special issue: AIRS2005: Information retrieval research in Asia
An empirical study of three machine learning methods for spam filtering
Knowledge-Based Systems
Text classification: A least square support vector machine approach
Applied Soft Computing
Patent document categorization based on semantic structural information
Information Processing and Management: an International Journal
Information Processing and Management: an International Journal
Using hypothesis margin to boost centroid text classifier
Proceedings of the 2007 ACM symposium on Applied computing
Standards alignment for metadata assignment
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
A study of local and global thresholding techniques in text categorization
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
Dynamic category profiling for text filtering and classification
Information Processing and Management: an International Journal
A k-mean clustering algorithm for mixed numeric and categorical data
Data & Knowledge Engineering
Information-theoretic semantic multimedia indexing
Proceedings of the 6th ACM international conference on Image and video retrieval
Information and Software Technology
Intelligent document classification
Intelligent Data Analysis
Combining Subclassifiers in Text Categorization: A DST-Based Solution and a Case Study
IEEE Transactions on Knowledge and Data Engineering
Mining user navigation patterns for personalizing topic directories
Proceedings of the 9th annual ACM international workshop on Web information and data management
Dimensionality reduction of features for text categorization
ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology
Expert Systems with Applications: An International Journal
Combining rough decisions for intelligent text mining using Dempster's rule
Artificial Intelligence Review
Deep classifier: automatically categorizing search results into large-scale hierarchies
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Personal name classification in web queries
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Performance of KNN and SVM classifiers on full word Arabic articles
Advanced Engineering Informatics
Finding keyword from online broadcasting content for targeted advertising
Proceedings of the 1st international workshop on Data mining and audience intelligence for advertising
Detection of e-mail concerning criminal activities using association rule-based decision tree
International Journal of Electronic Security and Digital Forensics
Supervised document classification based upon domain-specific term taxonomies
International Journal of Metadata, Semantics and Ontologies
Regularized query classification using search click information
Pattern Recognition
AIKED'05 Proceedings of the 4th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering Data Bases
Text categorization: potential tool for managerial decision-making
AIC'05 Proceedings of the 5th WSEAS International Conference on Applied Informatics and Communications
Using the wisdom of the crowds for keyword generation
Proceedings of the 17th international conference on World Wide Web
Text-based decision making with artificial immune systems
SMO'06 Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization
An experimental comparative study of web mining methods for recommender systems
DIWED'06 Proceedings of the 6th WSEAS International Conference on Distance Learning and Web Engineering
Index based approach for categorizing online news articles
CEA'08 Proceedings of the 2nd WSEAS International Conference on Computer Engineering and Applications
New methods for text categorization
CIMMACS'06 Proceedings of the 5th WSEAS International Conference on Computational Intelligence, Man-Machine Systems and Cybernetics
Requirements model generation to support requirements elicitation: the Secure Tropos experience
Automated Software Engineering
Deep classification in large-scale text hierarchies
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Topic-bridged PLSA for cross-domain text classification
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
COMBINING MULTIPLE CLASSIFIERS USING DEMPSTER'S RULE FOR TEXT CATEGORIZATION
Applied Artificial Intelligence
Boosting: a classification method for remote sensing
International Journal of Remote Sensing
Multilabel classification via calibrated label ranking
Machine Learning
Decision trees for hierarchical multi-label classification
Machine Learning
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
CWC: A Clustering-Based Feature Weighting Approach for Text Classification
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
Neighborhood-Based Local Sensitivity
ECML '07 Proceedings of the 18th European conference on Machine Learning
Random k-Labelsets: An Ensemble Method for Multilabel Classification
ECML '07 Proceedings of the 18th European conference on Machine Learning
Identifying Chinese E-Mail Documents' Authorship for the Purpose of Computer Forensic
PAISI, PACCF and SOCO '08 Proceedings of the IEEE ISI 2008 PAISI, PACCF, and SOCO international workshops on Intelligence and Security Informatics
Using Intuitionistic Fuzzy Sets in Text Categorization
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Improving Web Search by Categorization, Clustering, and Personalization
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
WSKS '08 Proceedings of the 1st world summit on The Knowledge Society: Emerging Technologies and Information Systems for the Knowledge Society
INDUCTION FROM MULTI-LABEL EXAMPLES IN INFORMATION RETRIEVAL SYSTEMS: A CASE STUDY
Applied Artificial Intelligence
Two novel feature selection approaches for web page classification
Expert Systems with Applications: An International Journal
Error-driven generalist+experts (edge): a multi-stage ensemble framework for text categorization
Proceedings of the 17th ACM conference on Information and knowledge management
The effect of title term suggestion on e-commerce sites
Proceedings of the 10th ACM workshop on Web information and data management
Text classification from unlabeled documents with bootstrapping and feature projection techniques
Information Processing and Management: an International Journal
ECSQARU '07 Proceedings of the 9th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Construction of supervised and unsupervised learning systems for multilingual text categorization
Expert Systems with Applications: An International Journal
Managing irrelevant knowledge in CBR models for unsolicited e-mail classification
Expert Systems with Applications: An International Journal
A Probabilistic Neighbourhood Translation Approach for Non-standard Text Categorisation
DS '08 Proceedings of the 11th International Conference on Discovery Science
A hidden Markov model-based text classification of medical documents
Journal of Information Science
Query based optimal web site clustering using simulated annealing
Proceedings of the 10th International Conference on Information Integration and Web-based Applications & Services
Feature selection for text classification with Naïve Bayes
Expert Systems with Applications: An International Journal
A New Approach of Feature Selection for Chinese Web Page Categorization
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
Identification of ambiguous queries in web search
Information Processing and Management: an International Journal
Classifying search queries using the Web as a source of knowledge
ACM Transactions on the Web (TWEB)
Identifying vertical search intention of query through social tagging propagation
Proceedings of the 18th international conference on World wide web
One-against-one fuzzy support vector machine classifier: An approach to text categorization
Expert Systems with Applications: An International Journal
CLHQS: Hierarchical Query Suggestion by Mining Clickthrough Log
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
A new initialization method for categorical data clustering
Expert Systems with Applications: An International Journal
A systematic analysis of performance measures for classification tasks
Information Processing and Management: an International Journal
An initialization method for the K-Means algorithm using neighborhood model
Computers & Mathematics with Applications
Bayesian network models for hierarchical text classification from a thesaurus
International Journal of Approximate Reasoning
Context Dependent Movie Recommendations Using a Hierarchical Bayesian Model
Canadian AI '09 Proceedings of the 22nd Canadian Conference on Artificial Intelligence: Advances in Artificial Intelligence
Detecting spammers and content promoters in online video social networks
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
The role of roles in classifying annotated biomedical text
BioNLP '07 Proceedings of the Workshop on BioNLP 2007: Biological, Translational, and Clinical Language Processing
Semi-supervised multi-label learning by constrained non-negative matrix factorization
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
An efficient algorithm for local distance metric learning
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
A comparison of text-classification techniques applied to Arabic text
Journal of the American Society for Information Science and Technology
Sales Intelligence Using Web Mining
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Detecting Intuitive Mentions of Diseases in Narrative Clinical Text
AIME '09 Proceedings of the 12th Conference on Artificial Intelligence in Medicine: Artificial Intelligence in Medicine
A two-stage approach to retrieving answers for how-to questions
EACL '06 Proceedings of the Eleventh Conference of the European Chapter of the Association for Computational Linguistics: Student Research Workshop
Investigating content selection for language generation using machine learning
ENLG '09 Proceedings of the 12th European Workshop on Natural Language Generation
Training Data Cleaning for Text Classification
ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory
Dependency Tree Kernels for Relation Extraction from Natural Language Text
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
An Evidence-Theoretic k-Nearest Neighbor Rule for Multi-label Classification
SUM '09 Proceedings of the 3rd International Conference on Scalable Uncertainty Management
Multi-label learning by instance differentiation
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Automatic Arabic document categorization based on the Naïve Bayes algorithm
Semitic '04 Proceedings of the Workshop on Computational Approaches to Arabic Script-based Languages
Web corpus mining by instance of Wikipedia
WAC '06 Proceedings of the 2nd International Workshop on Web as Corpus
Towards role-based filtering of disease outbreak reports
Journal of Biomedical Informatics
Social Semantics and Its Evaluation by Means of Semantic Relatedness and Open Topic Models
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
User Insisted Redistribution of Belief in Hierarchical Classification Spaces
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Confusion and Distance Metrics as Performance Criteria for Hierarchical Classification Spaces
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Using text classifiers for numerical classification
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Mining soft-matching rules from textual data
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
NLP-driven IR: evaluating performances over a text classification task
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Cerno: Light-weight tool support for semantic annotation of textual documents
Data & Knowledge Engineering
Boosting KNN text classification accuracy by using supervised term weighting schemes
Proceedings of the 18th ACM conference on Information and knowledge management
Web news categorization using a cross-media document graph
Proceedings of the ACM International Conference on Image and Video Retrieval
Two-way Poisson mixture models for simultaneous document classification and word clustering
Computational Statistics & Data Analysis
Journal of Management Information Systems
An extensive study on automated Dewey Decimal Classification
Journal of the American Society for Information Science and Technology
Learning author-topic models from text corpora
ACM Transactions on Information Systems (TOIS)
Japanese text classification using N-gram and the maximum ratio of term frequency among categories
ASC '07 Proceedings of The Eleventh IASTED International Conference on Artificial Intelligence and Soft Computing
A decision-tree-based symbolic rule induction system for text categorization
IBM Systems Journal
Detectando usuários maliciosos em interações via vídeos no YouTube
Proceedings of the 14th Brazilian Symposium on Multimedia and the Web
Classifying Documents According to Locational Relevance
EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
Incremental E-Mail Classification and Rule Suggestion Using Simple Term Statistics
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Effective use of WordNet semantics via kernel-based learning
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
Neighbor-weighted K-nearest neighbor for unbalanced text corpus
Expert Systems with Applications: An International Journal
Using text classification and multiple concepts to answer e-mails
Expert Systems with Applications: An International Journal
Very large Bayesian multinets for text classification
Future Generation Computer Systems
Application of automatic topic identification on Excite Web search engine data logs
Information Processing and Management: an International Journal
Hierarchical document categorization with k-NN and concept-based thesauri
Information Processing and Management: an International Journal
Filtering search results using an optimal set of terms identified by an artificial neural network
Information Processing and Management: an International Journal
Computing with words for text processing: An approach to the text categorization
Information Sciences: an International Journal
A methodology for clustering XML documents by structure
Information Systems
A rough set-based case-based reasoner for text categorization
International Journal of Approximate Reasoning
Text categorization of commercial Web pages
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Categorization of news articles using neural text categorizer
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Detecting spammers and content promoters in online video social networks
INFOCOM'09 Proceedings of the 28th IEEE international conference on Computer Communications Workshops
Information and Software Technology
Combining naive bayes and n-gram language models for text classification
ECIR'03 Proceedings of the 25th European conference on IR research
A study on optimal parameter tuning for Rocchio text classifier
ECIR'03 Proceedings of the 25th European conference on IR research
Ranking web documents with dynamic evaluation by expert groups
CAiSE'03 Proceedings of the 15th international conference on Advanced information systems engineering
Document representation using global association distance model
ECIR'07 Proceedings of the 29th European conference on IR research
Very large Bayesian networks in text classification
ICCS'03 Proceedings of the 1st international conference on Computational science: PartI
Supervised and unsupervised learning algorithms for thai web pages identification
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Content-based recommendation systems
The adaptive web
Combining global and local information for enhanced deep classification
Proceedings of the 2010 ACM Symposium on Applied Computing
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| Hi-index | 0.03 |
This paper focuses on a comparative evaluation of a wide-range oftext categorization methods, including previously published results on theReuters corpus and new results of additional experiments. Acontrolled study using three classifiers, kNN, LLSF and WORD, wasconducted to examine the impact of configuration variations in fiveversions of Reuters on the observed performance of classifiers.Analysis and empirical evidence suggest that the evaluation results onsome versions of Reuters were significantly affected by the inclusionof a large portion of unlabelled documents, mading those resultsdifficult to interpret and leading to considerable confusions in theliterature. Using the results evaluated on the other versions ofReuters which exclude the unlabelled documents, the performance oftwelve methods are compared directly or indirectly. For indirectcompararions, kNN, LLSF and WORD were used as baselines, since theywere evaluated on all versions of Reuters that exclude the unlabelleddocuments. As a global observation, kNN, LLSF and a neural networkmethod had the best performance; except for a Naive Bayes approach,the other learning algorithms also performed relatively well.