Toward a unified theory of learning: multistrategy task-adaptive learning
Readings in knowledge acquisition and learning
Inducing deterministic Prolog parsers from treebanks: a machine learning approach
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
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 resolve natural language ambiguities: a unified approach
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
A hierarchical approach to wrapper induction
Proceedings of the third annual conference on Autonomous Agents
Learning Information Extraction Rules for Semi-Structured and Free Text
Machine Learning - Special issue on natural language learning
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Two dimensional generalization in 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
Snowball: extracting relations from large plain-text collections
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Wrapper induction: efficiency and expressiveness
Artificial Intelligence - Special issue on Intelligent internet systems
WHIRL: a word-based information representation language
Artificial Intelligence - Special issue on Intelligent internet systems
A flexible learning system for wrapping tables and lists in HTML documents
Proceedings of the 11th international conference on World Wide Web
Natural Language Information Retrieval
Natural Language Information Retrieval
Text-Based Intelligent Systems: Current Research and Practice in Information Extraction and Retrieval
Cross-Language Information Retrieval
Cross-Language Information Retrieval
Modern Information Retrieval
Principle-Based Parsing: Computation and Psycholinguistics
Principle-Based Parsing: Computation and Psycholinguistics
Hierarchical Wrapper Induction for Semistructured Information Sources
Autonomous Agents and Multi-Agent Systems
Acquisition of Linguistic Patterns for Knowledge-Based Information Extraction
IEEE Transactions on Knowledge and Data Engineering
Learning Logical Definitions from Relations
Machine Learning
ECML '93 Proceedings of the European Conference on Machine Learning
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Active Learning for Natural Language Parsing and Information Extraction
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Maximum Entropy Markov Models for Information Extraction and Segmentation
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Learning information extraction patterns from examples
Connectionist, Statistical, and Symbolic Approaches to Learning for Natural Language Processing
Extracting Patterns and Relations from the World Wide Web
WebDB '98 Selected papers from the International Workshop on The World Wide Web and Databases
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
Information Extraction with HMM Structures Learned by Stochastic Optimization
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
A maximum entropy approach to information extraction from semi-structured and free text
Eighteenth national conference on Artificial intelligence
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
A maximum entropy approach to named entity recognition
A maximum entropy approach to named entity recognition
Scenario customization for information extraction
Scenario customization for information extraction
High-performance, open-domain question answering from large text collections
High-performance, open-domain question answering from large text collections
Kernel methods for relation extraction
The Journal of Machine Learning Research
Building a large annotated corpus of English: the penn treebank
Computational Linguistics - Special issue on using large corpora: II
A portable method for acquiring information extraction patterns without annotated corpora
Natural Language Engineering
Learning rules for information extraction
Natural Language Engineering
A novel use of statistical parsing to extract information from text
NAACL 2000 Proceedings of the 1st North American chapter of the Association for Computational Linguistics conference
Nymble: a high-performance learning name-finder
ANLC '97 Proceedings of the fifth conference on Applied natural language processing
Three generative, lexicalised models for statistical parsing
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
Robust pronoun resolution with limited knowledge
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 2
Toward general-purpose learning for information extraction
COLING '98 Proceedings of the 17th international conference on Computational linguistics - Volume 1
Evaluating automated and manual acquisition of anaphora resolution strategies
ACL '95 Proceedings of the 33rd annual meeting on Association for Computational Linguistics
Word sense disambiguation using Conceptual Density
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 1
Automatic acquisition of domain knowledge for Information Extraction
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 2
BBN: description of the PLUM system as used for MUC-3
MUC3 '91 Proceedings of the 3rd conference on Message understanding
University of Massachusetts: description of the CIRCUS system as used for MUC-3
MUC3 '91 Proceedings of the 3rd conference on Message understanding
The generic information extraction system
MUC5 '93 Proceedings of the 5th conference on Message understanding
BBN: description of the PLUM system as used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
Mitre-Bedford: description of the Alembic system as used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
New York University: description of the Proteus system as used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
SRI: description of the JV-FASTUS system used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
UMass/Hughes: description of the CIRCUS system used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
BBN: description of the PLUM system as used for MUC-4
MUC4 '92 Proceedings of the 4th conference on Message understanding
University of Massachusetts: description of the CIRCUS system as used for MUC-4
MUC4 '92 Proceedings of the 4th conference on Message understanding
BEN: description of the PLUM system as used for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
University of Durham: description of the LOLITA system as used in MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
Lockheed Martin: LOUELLA PARSING, an NLToolset system for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
University of Manitoba: description of the PIE system used for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
Description of the UMass system as used for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
MITRE: description of the Alembic system used for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
University of Sheffield: description of the LaSIE system as used for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
SRA: description of the SRA system as used for MUC-6
MUC6 '95 Proceedings of the 6th conference on Message understanding
Closing the gap: learning-based information extraction rivaling knowledge-engineering methods
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Counter-training in discovery of semantic patterns
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Use of support vector machines in extended named entity recognition
COLING-02 proceedings of the 6th conference on Natural language learning - Volume 20
Bootstrapping coreference classifiers with multiple machine learning algorithms
EMNLP '03 Proceedings of the 2003 conference on Empirical methods in natural language processing
ACLdemo '04 Proceedings of the ACL 2004 on Interactive poster and demonstration sessions
Extracting relations with integrated information using kernel methods
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Bayesian information extraction network
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Hierarchical hidden Markov models for information extraction
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
Representing sentence structure in hidden Markov models for information extraction
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Using decision trees for conference resolution
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
CRYSTAL inducing a conceptual dictionary
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Using support vector machines for terrorism information extraction
ISI'03 Proceedings of the 1st NSF/NIJ conference on Intelligence and security informatics
Automatically generating extraction patterns from untagged text
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 2
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Machine learning for natural language processing (and vice versa?)
ECML'05 Proceedings of the 16th European conference on Machine Learning
LIPTUS: associating structured and unstructured information in a banking environment
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Discovering event evidence amid massive, dynamic datasets
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
An unsupervised framework for extracting and normalizing product attributes from multiple web sites
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
A business process monitor for a mobile phone recharging system
Journal of Systems Architecture: the EUROMICRO Journal
Private Data Discovery for Privacy Compliance in Collaborative Environments
CDVE '08 Proceedings of the 5th international conference on Cooperative Design, Visualization, and Engineering
Engineering of Software-Intensive Systems: State of the Art and Research Challenges
Software-Intensive Systems and New Computing Paradigms
Foundations and Trends in Databases
Purple SOX extraction management system
ACM SIGMOD Record
Segmentation of legal documents
Proceedings of the 12th International Conference on Artificial Intelligence and Law
Mining employment market via text block detection and adaptive cross-domain information extraction
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Cross Language Information Extraction Knowledge Adaptation
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
An unsupervised approach for product record normalization across different web sites
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Synopsis information extraction in documents through probabilistic text classifiers
ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers
Meta-level information extraction
KI'09 Proceedings of the 32nd annual German conference on Advances in artificial intelligence
Selected new training documents to update user profile
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Design and evaluation of an ontology based information extraction system for radiological reports
Computers in Biology and Medicine
Mining economic sentiment using argumentation structures
ER'10 Proceedings of the 2010 international conference on Advances in conceptual modeling: applications and challenges
Normalizing web product attributes and discovering domain ontology with minimal effort
Proceedings of the fourth ACM international conference on Web search and data mining
Automatic rule learning exploiting morphological features for named entity recognition in Turkish
Journal of Information Science
A pattern mining approach for information filtering systems
Information Retrieval
Boundary detection of multiple related temporal duration of schedules in email
Proceedings of the sixth international conference on Knowledge capture
A language specification tool for model-based parsing
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Enabling search for facts and implied facts in historical documents
Proceedings of the 2011 Workshop on Historical Document Imaging and Processing
Enabling information extraction by inference of regular expressions from sample entities
Proceedings of the 20th ACM international conference on Information and knowledge management
Multilingual ontologies for cross-language information extraction and semantic search
ER'11 Proceedings of the 30th international conference on Conceptual modeling
Datasets for generic relation extraction*
Natural Language Engineering
Learning to adapt cross language information extraction wrapper
Applied Intelligence
Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics
Towards a method for unsupervised web information extraction
ICWE'12 Proceedings of the 12th international conference on Web Engineering
CALA: An unsupervised URL-based web page classification system
Knowledge-Based Systems
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The growing availability of online textual sources and the potential number of applications of knowledge acquisition from textual data has lead to an increase in Information Extraction (IE) research. Some examples of these applications are the generation of data bases from documents, as well as the acquisition of knowledge useful for emerging technologies like question answering, information integration, and others related to text mining. However, one of the main drawbacks of the application of IE refers to its intrinsic domain dependence. For the sake of reducing the high cost of manually adapting IE applications to new domains, experiments with different Machine Learning (ML) techniques have been carried out by the research community. This survey describes and compares the main approaches to IE and the different ML techniques used to achieve Adaptive IE technology.