An efficient algorithm for the inference of circuit-free automata
Syntactic and structural pattern recognition
Representation and learning in information retrieval
Representation and learning in information retrieval
C4.5: programs for machine learning
C4.5: programs for machine learning
Experiments on multistrategy learning by meta-learning
CIKM '93 Proceedings of the second international conference on Information and knowledge management
Automated learning of decision rules for text categorization
ACM Transactions on Information Systems (TOIS)
Information extraction as a basis for high-precision text classification
ACM Transactions on Information Systems (TOIS)
Unifying instance-based and rule-based induction
Machine Learning
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
A scalable comparison-shopping agent for the World-Wide Web
AGENTS '97 Proceedings of the first international conference on Autonomous agents
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
Automatic Indexing: An Experimental Inquiry
Journal of the ACM (JACM)
Information Retrieval
Machine Learning
Acquisition of Linguistic Patterns for Knowledge-Based Information Extraction
IEEE Transactions on Knowledge and Data Engineering
Learning Logical Definitions from Relations
Machine Learning
Rule Induction with CN2: Some Recent Improvements
EWSL '91 Proceedings of the European Working Session on Machine Learning
ECML '95 Proceedings of the 8th European Conference on Machine Learning
Multistrategy Learning for Information Extraction
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Grammatical Inference: An Introduction Survey
ICGI '94 Proceedings of the Second International Colloquium on Grammatical Inference and Applications
Learning Stochastic Regular Grammars by Means of a State Merging Method
ICGI '94 Proceedings of the Second International Colloquium on Grammatical Inference and Applications
Applying machine learning to anaphora resolution
Connectionist, Statistical, and Symbolic Approaches to Learning for Natural Language Processing
Learning Text Analysis Rules for Domain-specific Natural Language Processing
Learning Text Analysis Rules for Domain-specific Natural Language Processing
Wrapper induction for information extraction
Wrapper induction for information extraction
Relational learning techniques for natural language information extraction
Relational learning techniques for natural language information extraction
Machine learning for information extraction in informal domains
Machine learning for information extraction in informal domains
Nymble: a high-performance learning name-finder
ANLC '97 Proceedings of the fifth conference on Applied natural language processing
BBN: description of the PLUM system as used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
NEC: description of the VENIEX system as used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
CRL/Brandeis: description of the Diderot system as used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
TRW: description of the DEFT system as used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
Hughes Research Laboratories: description of the Trainable Text Skimmer used for MUC-4
MUC4 '92 Proceedings of the 4th conference on Message understanding
Using decision trees for conference resolution
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Automatically generating extraction patterns from untagged text
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 2
Relational learning of pattern-match rules for information extraction
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
Improving learning by choosing examples intelligently in two natural language tasks
Learning language in logic
A brief survey of web data extraction tools
ACM SIGMOD Record
DEByE - Date extraction by example
Data & Knowledge Engineering
Learning Logic Models for Automated Text Categorization
AI*IA 01 Proceedings of the 7th Congress of the Italian Association for Artificial Intelligence on Advances in Artificial Intelligence
Bottom-up relational learning of pattern matching rules for information extraction
The Journal of Machine Learning Research
Extracting relational data from HTML repositories
ACM SIGKDD Explorations Newsletter
Probabilistic reasoning for entity & relation recognition
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Title extraction from bodies of HTML documents and its application to web page retrieval
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
HW-STALKER: a machine learning-based system for transforming QURE-Pagelets to XML
Data & Knowledge Engineering
Learning from parsed sentences with INTHELEX
ConLL '00 Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning - Volume 7
Finding advertising keywords on web pages
Proceedings of the 15th international conference on World Wide Web
Information extraction from structured documents using k-testable tree automaton inference
Data & Knowledge Engineering
Combining Information Extraction Systems Using Voting and Stacked Generalization
The Journal of Machine Learning Research
Hierarchical rule generalisation for speaker identification in fiction books
SAICSIT '06 Proceedings of the 2006 annual research conference of the South African institute of computer scientists and information technologists on IT research in developing countries
Web wrapper induction: a brief survey
AI Communications
Knowledge representation and reasoning based on entity and relation propagation diagram/tree
Intelligent Data Analysis
Web page title extraction and its application
Information Processing and Management: an International Journal
Hierarchical, perceptron-like learning for ontology-based information extraction
Proceedings of the 16th international conference on World Wide Web
Automated data extraction from the web with conditional models
International Journal of Business Intelligence and Data Mining
A wrapper generation system for PDF documents
Proceedings of the 2008 ACM symposium on Applied computing
dg.o '08 Proceedings of the 2008 international conference on Digital government research
Chinese Patent Mining Based on Sememe Statistics and Key-Phrase Extraction
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Extracting Semantic Frames from Thai Medical-Symptom Phrases with Unknown Boundaries
ASWC '08 Proceedings of the 3rd Asian Semantic Web Conference on The Semantic Web
Information extraction from web documents based on local unranked tree automaton inference
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Relational learning via propositional algorithms: an information extraction case study
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Visual extraction of information from web pages
Journal of Visual Languages and Computing
Neural based approach to keyword extraction from documents
ICCSA'03 Proceedings of the 2003 international conference on Computational science and its applications: PartI
Learning rules to extract protein interactions from biomedical text
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Extracting sequences from the web
ACLShort '10 Proceedings of the ACL 2010 Conference Short Papers
AND '10 Proceedings of the fourth workshop on Analytics for noisy unstructured text data
Evaluating information extraction
CLEF'10 Proceedings of the 2010 international conference on Multilingual and multimodal information access evaluation: cross-language evaluation forum
Extracting chemical reactions from Thai text for semantics-based information retrieval
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
Mining economic sentiment using argumentation structures
ER'10 Proceedings of the 2010 international conference on Advances in conceptual modeling: applications and challenges
Automatic rule learning exploiting morphological features for named entity recognition in Turkish
Journal of Information Science
DOM semantic expansion-based extraction of topical information from web pages
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II
Enabling information extraction by inference of regular expressions from sample entities
Proceedings of the 20th ACM international conference on Information and knowledge management
A simhash-based scheme for locating product information from the web
Proceedings of the Second Symposium on Information and Communication Technology
Automatic keyphrases extraction from document using neural network
ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics
Ensemble learning for keyphrases extraction from scientific document
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Wrapping PDF documents exploiting uncertain knowledge
CAiSE'06 Proceedings of the 18th international conference on Advanced Information Systems Engineering
SVM based learning system for information extraction
Proceedings of the First international conference on Deterministic and Statistical Methods in Machine Learning
A method of recognizing entity and relation
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Ontology creation: extraction of domain knowledge from web documents
ER'05 Proceedings of the 24th international conference on Conceptual Modeling
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
The HiLeX system for semantic information extraction
Transactions on Large-Scale Data- and Knowledge-Centered Systems V
Minimum-risk training of approximate CRF-based NLP systems
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Chinese-English mixed text normalization
Proceedings of the 7th ACM international conference on Web search and data mining
Determining the titles of Web pages using anchor text and link analysis
Expert Systems with Applications: An International Journal
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We consider the problem of learning to performinformation extraction in domains where linguistic processingis problematic, such as Usenet posts, email, and finger plan files.In place of syntactic and semantic information, other sources ofinformation can be used, such as term frequency, typography,formatting, and mark-up. We describe four learning approaches to thisproblem, each drawn from a different paradigm: a rote learner, aterm-space learner based on Naive Bayes, an approach using grammaticalinduction, and a relational rule learner. Experiments on 14information extraction problems defined over four diverse documentcollections demonstrate the effectiveness of these approaches.Finally, we describe a multistrategy approach which combines theselearners and yields performance competitive with or better than thebest of them. This technique is modular and flexible, and could findapplication in other machine learning problems.