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Abstract: In this report, I give a survey about the Information Extraction (IE) models developed so far. I divide the models into three categories: dictionary based models, rule based models and HMM. Also, in this project, a HMM model is implemented and positive results are shown. (Update)
Active bibliography (related documents): More All
0.5: Automatic Multi-Lingual Information Extraction - Peng (2001) (Correct)
0.5: Mining Semi-Structured Data by Path Expressions - Taniguchi, Sakamoto.. (2001) (Correct)
0.3: Scenario Customization for Information Extraction - Yangarber (2001) (Correct)
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BibTeX entry: (Update)
@misc{ peng-models,
author = "Fuchun Peng",
title = "Models for Information Extraction",
url = "citeseer.ist.psu.edu/489954.html" }
Citations (may not include all citations):1362 A Tutorial on Hidden Markov Models and Selected Application .. (context) - Rabiner - 1989
64 Automatically Generating Extraction Patterns from Untagged T.. - Rilo - 1996
50 Learning Hidden Markov Model Structure for Information Extra.. - Seymore, McCallum et al.
36 Extraction Patterns for Information Extraction Tasks: A Surv.. (context) - Muslea
31 Relational Learning of PatternMatch Rules for Information Ex.. - Cali, Mooney
20 STALKER: Learning Extraction Rules for Semistructured - Muslea, Minton et al.
13 Bootstrapping for Text Learning Tasks - Jones, McCallum et al.
11 Wrapper Induction For Information Extraction - Kushmeric, Weld et al.
9 Information Extraction with HMMs and Shrinkage (context) - Freitag, McCallum
3 Applying Type-Oriented ILP to IE Rule Generation - Sasaki - 1997
2 Anti-Unication Based Learning of T-Wrappers for Information .. (context) - Thomas
2 Maximum Entropy for Information Extraction and Segmentation (context) - McCallum, Freitag et al. - 2000
1 man Learning information extraction patterns from examples (context) - Hu - 1995
1 An Interactive Information Extraction Enviornment (context) - Pierce
1 CRYSTAL: Introducing a Conceptual Dictionary (context) - Soderland, Fisher et al.
1 AI INFORMATION INTEGRATION (context) - on
1 Learning Dictionary for Information Extraction by Multi-Leve.. (context) - Jones, Rilo
1 Active Learning for Natural Language Paring and Information .. (context) - Thompson, Cali et al.
Documents on the same site (http://ai2.math.uwaterloo.ca/~f3peng/publication/publication.html): More
Automatic Multi-Lingual Information Extraction - Peng (2001) (Correct)
A Hierarchical EM Approach to Word Segmentation - Peng, Schuurmans (2001) (Correct)
The Sparse Data Problem in Statistical Language Modeling and.. - Peng (Correct)
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