Training algorithms for linear text classifiers
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Learning text analysis rules for domain-specific natural language processing
Learning text analysis rules for domain-specific natural language processing
Dynamic reference sifting: a case study in the homepage domain
Selected papers from the sixth international conference on World Wide Web
ParaSite: mining structural information on the Web
Selected papers from the sixth international conference on World Wide Web
Learning to extract symbolic knowledge from the World Wide Web
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
ECML '93 Proceedings of the European Conference on Machine Learning
Distributional clustering of words for text classification
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Learning to extract symbolic knowledge from the World Wide Web
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Learning to classify text from labeled and unlabeled documents
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Learning to remove Internet advertisements
Proceedings of the third annual conference on Autonomous Agents
Proceedings of the third annual conference on Autonomous Agents
Proceedings of the fourth ACM conference on Digital libraries
Hybrid neural plausibility networks for news agents
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Learning dictionaries for information extraction by multi-level bootstrapping
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
The Wasabi Personal Shopper: a case-based recommender system
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Task-oriented world wide web retrieval by document type classification
Proceedings of the eighth international conference on Information and knowledge management
Toward adding knowledge to learning algorithms for indexing legal cases
ICAIL '99 Proceedings of the 7th international conference on Artificial intelligence and law
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
A framework for specifying explicit bias for revision of approximate information extraction rules
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
Machine Learning for Information Extraction in Informal Domains
Machine Learning - Special issue on information retrieval
Data integration using similarity joins and a word-based information representation language
ACM Transactions on Information Systems (TOIS)
ACM SIGKDD Explorations Newsletter
Agent-oriented technology in support of e-business
Communications of the ACM
Agents teaching agents to share meaning
Proceedings of the fifth international conference on Autonomous agents
Using LSI for text classification in the presence of background text
Proceedings of the tenth international conference on Information and knowledge management
Automating the Construction of Internet Portals with Machine Learning
Information Retrieval
A Probabilistic Framework for the Hierarchic Organisation and Classification of Document Collections
Journal of Intelligent Information Systems
IEEE Intelligent Systems
A Knowledge-Based News Server Supporting Ontology-Driven Story Enrichment and Knowledge Retrieval
EKAW '99 Proceedings of the 11th European Workshop on Knowledge Acquisition, Modeling and Management
Supporting Case Acquisition and Labelling in the Cotext of Web Mining
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Toward Learning Based Web Query Processing
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
An Evolutionary Approach to Automatic Web Page Categorization and Updating
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Logic Programming Languages for the Internet
Computational Logic: Logic Programming and Beyond, Essays in Honour of Robert A. Kowalski, Part I
Improving WWW Access-from Single-Purpose Systems to Agent Architectures?
AIMSA '00 Proceedings of the 9th International Conference on Artificial Intelligence: Methodology, Systems, and Applications
A Fast Algorithm for Hierarchical Text Classification
DaWaK 2000 Proceedings of the Second International Conference on Data Warehousing and Knowledge Discovery
Grouping Web Pages about Persons and Organizations for Information Extraction
ICADL '02 Proceedings of the 5th International Conference on Asian Digital Libraries: Digital Libraries: People, Knowledge, and Technology
A Framework for Generating Task Specific Information Extraction Systems
ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems
A Comparative Study of Classification Based Personal E-mail Filtering
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Dialogue for Web Search Utilizing Automatically Acquired Domain Knowledge
TSD '01 Proceedings of the 4th International Conference on Text, Speech and Dialogue
Machine Discovery Based on the Co-occurrence of References in a Search Engine
DS '99 Proceedings of the Second International Conference on Discovery Science
Combining Multiple K-Nearest Neighbor Classifiers for Text Classification by Reducts
DS '02 Proceedings of the 5th International Conference on Discovery Science
Exploiting Structural Information for Text Classification on the WWW
IDA '99 Proceedings of the Third International Symposium on Advances in Intelligent Data Analysis
Data Mining of User Navigation Patterns
WEBKDD '99 Revised Papers from the International Workshop on Web Usage Analysis and User Profiling
Mediation in a dynamic context: arguing for a request-oriented approach and structuring it
Web-enabled systems integration
The use of web structure and content to identify subjectively interesting web usage patterns
ACM Transactions on Internet Technology (TOIT)
A refinement approach to handling model misfit in text categorization
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
PEBL: positive example based learning for Web page classification using SVM
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to match and cluster large high-dimensional data sets for data integration
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Learning probabilistic models of link structure
The Journal of Machine Learning Research
Distributional word clusters vs. words for text categorization
The Journal of Machine Learning Research
Recognizing the relations between Web pages using artificial neural network
Proceedings of the 2003 ACM symposium on Applied computing
PEBL: Web Page Classification without Negative Examples
IEEE Transactions on Knowledge and Data Engineering
Domain-Specific Web Search with Keyword Spices
IEEE Transactions on Knowledge and Data Engineering
Learning relational probability trees
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Question answering from the web using knowledge annotation and knowledge mining techniques
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Nstar: an interactive tool for local web search
Information and Management
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
Learning to Share Meaning in a Multi-Agent System
Autonomous Agents and Multi-Agent Systems
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
Web-scale information extraction in knowitall: (preliminary results)
Proceedings of the 13th international conference on World Wide Web
Panorama: extending digital libraries with topical crawlers
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Dominant meanings classification model for web information
Design and application of hybrid intelligent systems
Learning associative Markov networks
ICML '04 Proceedings of the twenty-first international conference on Machine learning
The state of the art in ontology learning: a framework for comparison
The Knowledge Engineering Review
Feature selection with conditional mutual information maximin in text categorization
Proceedings of the thirteenth ACM international conference on Information and knowledge management
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Can user models be learned at all? Inherent problems in machine learning for user modelling
The Knowledge Engineering Review
Non-redundant clustering with conditional ensembles
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
AutoFeed: an unsupervised learning system for generating webfeeds
Proceedings of the 3rd international conference on Knowledge capture
Mining knowledge from text using information extraction
ACM SIGKDD Explorations Newsletter - Natural language processing and text mining
Leveraging relational autocorrelation with latent group models
MRDM '05 Proceedings of the 4th international workshop on Multi-relational mining
Effects of web document evolution on genre classification
Proceedings of the 14th ACM international conference on Information and knowledge management
Leveraging Relational Autocorrelation with Latent Group Models
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
On Learning Asymmetric Dissimilarity Measures
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A hybrid text classification approach for analysis of student essays
HLT-NAACL-EDUC '03 Proceedings of the HLT-NAACL 03 workshop on Building educational applications using natural language processing - Volume 2
Adaptive information extraction
ACM Computing Surveys (CSUR)
OntoMiner: Bootstrapping and Populating Ontologies from Domain-Specific Web Sites
IEEE Intelligent Systems
Learning Weighted Metrics to Minimize Nearest-Neighbor Classification Error
IEEE Transactions on Pattern Analysis and Machine Intelligence
Linear prediction models with graph regularization for web-page categorization
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Latent linkage semantic kernels for collective classification of link data
Journal of Intelligent Information Systems
A New Text Categorization Technique Using Distributional Clustering and Learning Logic
IEEE Transactions on Knowledge and Data Engineering
Clustering web pages about persons and organizations
Web Intelligence and Agent Systems
Learning Contextual Dependency Network Models for Link-Based Classification
IEEE Transactions on Knowledge and Data Engineering
Combining Information Extraction Systems Using Voting and Stacked Generalization
The Journal of Machine Learning Research
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Relational Dependency Networks
The Journal of Machine Learning Research
Classification in Networked Data: A Toolkit and a Univariate Case Study
The Journal of Machine Learning Research
Knowledge and Information Systems
Bottom-up learning of Markov logic network structure
Proceedings of the 24th international conference on Machine learning
Ontology learning: state of the art and open issues
Information Technology and Management
An efficient incremental architecture for robust interpretation
HLT '02 Proceedings of the second international conference on Human Language Technology Research
Surrogate maximization/minimization algorithms and extensions
Machine Learning
Artificial Intelligence in Medicine
An ontology-based taxonomy of bad code smells
ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology
OntoMiner: automated metadata and instance mining from news websites
International Journal of Web and Grid Services
Surrogate maximization/minimization algorithms and extensions
Machine Learning
Meta methods for model sharing in personal information systems
ACM Transactions on Information Systems (TOIS)
SVM based adaptive learning method for text classification from positive and unlabeled documents
Knowledge and Information Systems
A bias/variance decomposition for models using collective inference
Machine Learning
Multi-attribute Text Classification Using the Fuzzy Borda Method and Semantic Grades
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Reusing Collaborative Knowledge as Learning Objects ---The Implementation and Evaluation of AnnForum
EC-TEL '08 Proceedings of the 3rd European conference on Technology Enhanced Learning: Times of Convergence: Technologies Across Learning Contexts
Extracting Semantic Networks from Text Via Relational Clustering
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
An Evaluation of a Hybrid Language Understanding Approach for Robust Selection of Tutoring Goals
International Journal of Artificial Intelligence in Education
Categorisation of web documents using extraction ontologies
International Journal of Metadata, Semantics and Ontologies
Web page classification: Features and algorithms
ACM Computing Surveys (CSUR)
FAQ-master: an ontological multi-agent system for web FAQ services
WSEAS Transactions on Information Science and Applications
Tuning up FOIL for extracting information from the web
International Journal of Computer Applications in Technology
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
OZONE: a zoomable interface for navigating ontology information
Proceedings of the Working Conference on Advanced Visual Interfaces
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning directed probabilistic logical models: ordering-search versus structure-search
Annals of Mathematics and Artificial Intelligence
Overview of autofeed: an unsupervised learning system for generating webfeeds
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
The ineffectiveness of within-document term frequency in text classification
Information Retrieval
Unsupervised activity recognition using automatically mined common sense
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
Improving learning in networked data by combining explicit and mined links
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Cautious inference in collective classification
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Mapping and revising Markov logic networks for transfer learning
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
A machine learning approach to building domain-specific search engines
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Learning probabilistic relational models
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Keyword spices: a new method for building domain-specific web search engines
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Random-walk term weighting for improved text classification
TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
A Recommender System for Collaborative Knowledge
Proceedings of the 2009 conference on Artificial Intelligence in Education: Building Learning Systems that Care: From Knowledge Representation to Affective Modelling
Relation regularized matrix factorization
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
A rough set-based case-based reasoner for text categorization
International Journal of Approximate Reasoning
Symbolic representation of text documents
Proceedings of the Third Annual ACM Bangalore Conference
Cautious Collective Classification
The Journal of Machine Learning Research
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Case authoring from text and historical experiences
AI'03 Proceedings of the 16th Canadian society for computational studies of intelligence conference on Advances in artificial intelligence
Autocorrelation and linkage cause bias in evaluation of relational learners
ILP'02 Proceedings of the 12th international conference on Inductive logic programming
ICML'06 Proceedings of the 2006 conference on Statistical network analysis
Framework for building a high-quality web page collection considering page group structure
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Fast categorization of web documents represented by graphs
WebKDD'06 Proceedings of the 8th Knowledge discovery on the web international conference on Advances in web mining and web usage analysis
Automatic extraction of domain-specific stopwords from labeled documents
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Document classification algorithm based on IB and LS-SVM
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Combining artificial intelligence and databases for data integration
Artificial intelligence today
Analytical evaluation of term weighting schemes for text categorization
Pattern Recognition Letters
A comparison study on multiple binary-class SVM methods for unilabel text categorization
Pattern Recognition Letters
Open information extraction using Wikipedia
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Regularized Discriminant Analysis, Ridge Regression and Beyond
The Journal of Machine Learning Research
Data & Knowledge Engineering
Learning first-order Horn clauses from web text
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
A Web page classification system based on a genetic algorithm using tagged-terms as features
Expert Systems with Applications: An International Journal
A symbolic approach for text classification based on dissimilarity measure
Proceedings of the First International Conference on Intelligent Interactive Technologies and Multimedia
An effective feature selection method for text categorization
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Combining link-based and content-based classification method
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II
Community-based relational Markov networks in complex networks
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Discriminative probabilistic models for relational data
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Batch Mode Active Learning for Networked Data
ACM Transactions on Intelligent Systems and Technology (TIST)
Distributional features for text categorization
ECML'06 Proceedings of the 17th European conference on Machine Learning
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
On effective e-mail classification via neural networks
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
An extension of the aspect PLSA model to active and semi-supervised learning for text classification
SETN'10 Proceedings of the 6th Hellenic conference on Artificial Intelligence: theories, models and applications
Text classification using web corpora and EM algorithms
AIRS'04 Proceedings of the 2004 international conference on Asian Information Retrieval Technology
An experimental study of constrained clustering effectiveness in presence of erroneous constraints
Information Processing and Management: an International Journal
Automatic document organization in a p2p environment
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
Decision making aid in mobile environment by behavioral characteristic
Proceedings of the 13th International Conference on Electronic Commerce
Nonlinear transformation of term frequencies for term weighting in text categorization
Engineering Applications of Artificial Intelligence
Text classification using symbolic similarity measure
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
An empirical study on various text classifiers
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Learning with weak views based on dependence maximization dimensionality reduction
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Information-theoretic term weighting schemes for document clustering
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Generalized relational topic models with data augmentation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Proceedings of the 7th ACM international conference on Web search and data mining
Single network relational transductive learning
Journal of Artificial Intelligence Research
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The World Wide Web is a vast source of information accessible to computers, but understandable only to humans. The goal of the research described here is to automatically create a computer understandable world wide knowledge base whose content mirrors that of the World Wide Web. Such a knowledge base would enable much more effective retrieval of Web information, and promote new uses of the Web to support knowledge-based inference and problem solving. Our approach is to develop a trainable information extraction system that takes two inputs: an ontology defining the classes and relations of interest, and a set of training data consisting of labeled regions of hypertext representing instances of these classes and relations. Given these inputs, the system learns to extract information from other pages and hyperlinks on the Web. This paper describes our general approach, several machine learning algorithms for this task, and promising initial results with a prototype system.