A literature survey of active machine learning in the context of natural language processing

A Mathematical Theory of Communication

1948 • 73,365 citations

Maximum Likelihood from Incomplete Data Via the EM Algorithm

1977 • 46,601 citations

UCI Machine Learning Repository

2007 • 24,827 citations

A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

1997 • 18,426 citations

Untitled

1996 • 16,093 citations

Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data

2001 • 12,824 citations

Combining labeled and unlabeled data with co-training

1998 • 5,524 citations

Active Learning Literature Survey

2009 • 4,897 citations

Divergence measures based on the Shannon entropy

1991 • 4,240 citations

Untitled

1990 • 3,286 citations

Boosting the margin: a new explanation for the effectiveness of voting methods

1998 • 2,338 citations

The Boosting Approach to Machine Learning: An Overview

2003 • 1,916 citations

A sequential algorithm for training text classifiers

1994 • 1,868 citations

Untitled

1988 • 1,677 citations

Query by committee

1992 • 1,580 citations

Untitled

1994 • 1,315 citations

Untitled

1997 • 1,123 citations

Analyzing the effectiveness and applicability of co-training

2000 • 1,023 citations

Distributional clustering of English words

1993 • 1,017 citations

Unsupervised Models for Named Entity Classification

1999 • 826 citations

Less is More: Active Learning with Support Vector Machines

2000 • 790 citations

Employing EM and Pool-Based Active Learning for Text Classification

1998 • 674 citations

Committee-Based Sampling For Training Probabilistic Classifiers

1995 • 502 citations

Active Hidden Markov Models for Information Extraction

2001 • 497 citations

Enhancing Supervised Learning with Unlabeled Data

2000 • 464 citations

Incorporating diversity in active learning with support vector machines

2003 • 450 citations

Example selection for bootstrapping statistical parsers

2003 • 419 citations

Query Learning Strategies Using Boosting and Bagging

1998 • 355 citations

A sequential algorithm for training text classifiers

1995 • 328 citations

Diverse ensembles for active learning

2004 • 324 citations

Active Learning for Natural Language Parsing and Information Extraction

1999 • 297 citations

Online Choice of Active Learning Algorithms

2004 • 281 citations

Co-Training and Expansion: Towards Bridging Theory and Practice

2004 • 265 citations

Constructing diverse classifier ensembles using artificial training examples

2003 • 258 citations

Large-scale text categorization by batch mode active learning

2006 • 257 citations

Active Learning with Multiple Views

2006 • 236 citations

Multi-criteria-based active learning for named entity recognition

2004 • 232 citations

Active Learning with Real Annotation Costs

2008 • 212 citations

Active learning for statistical natural language parsing

2001 • 180 citations

A Unifeid Bias-Variance Decomposition and its Applications

2000 • 172 citations

Selective Sampling with Redundant Views

2000 • 172 citations

Limitations of Co-Training for Natural Language Learning from Large Datasets

2001 • 167 citations

Active Learning for Word Sense Disambiguation with Methods for Addressing the Class Imbalance Problem

2007 • 158 citations

A stopping criterion for active learning

2007 • 146 citations

Committee-Based Sample Selection for Probabilistic Classifiers

1999 • 146 citations

Active Learning with Committees for Text Categorization

1997 • 143 citations

Learning From Labeled And Unlabeled Data: An Empirical Study Across Techniques And Domains

2005 • 136 citations

Building a sense tagged corpus with open mind word expert

2002 • 115 citations

User-System Cooperation in Document Annotation Based on Information Extraction

2002 • 111 citations

Domain Adaptation with Active Learning for Word Sense Disambiguation

2007 • 109 citations

Active Learning and the Total Cost of Annotation.

2004 • 104 citations

An Approach to Text Corpus Construction which Cuts Annotation Costs and Maintains Reusability of Annotated Data

2007 • 96 citations

An empirical study of the behavior of active learning for word sense disambiguation

2006 • 85 citations

Minimizing manual annotation cost in supervised training from corpora

1996 • 84 citations

Rule writing or annotation

2000 • 84 citations

An empirical study of active learning with support vector machines for Japanese word segmentation

2001 • 79 citations

Stopping criteria for active learning of named entity recognition

2008 • 79 citations

Sample selection for statistical grammar induction

2000 • 70 citations

Active learning for part-of-speech tagging

2007 • 69 citations

A web survey on the use of active learning to support annotation of text data

2009 • 62 citations

Corrective feedback and persistent learning for information extraction

2006 • 61 citations

MMR-based active machine learning for bio named entity recognition

2006 • 59 citations

Corrected Co-training for Statistical Parsers

2003 • 57 citations

Multi-class Ensemble-Based Active Learning

2006 • 54 citations

Investigating the effects of selective sampling on the annotation task

2005 • 52 citations

Ensemble-based Active Learning for Parse Selection.

2004 • 48 citations

Multi-criteria-based strategy to stop active learning for data annotation

2008 • 47 citations

Open Mind Word Expert: Creating Large Annotated Data Collections with Web Users’ Help

2003 • 44 citations

Human Active Learning

2008 • 42 citations

Learning a Stopping Criterion for Active Learning for Word Sense Disambiguation and Text Classification

2008 • 40 citations

Assessing the costs of sampling methods in active learning for annotation

2008 • 39 citations

Adaptive View Validation: A First Step Towards Automatic View Detection

2002 • 39 citations

Bootstrapping Named Entity Annotation by Means of Active Machine Learning: A Method for Creating Corpora

2008 • 38 citations

An intrinsic stopping criterion for committee-based active learning

2009 • 34 citations

Semi-automated named entity annotation

2007 • 34 citations

A two-stage method for active learning of statistical grammars

2005 • 33 citations

Learning transliteration lexicons from the web

2006 • 33 citations

Optimising Selective Sampling for Bootstrapping Named Entity Recognition

2005 • 31 citations

An Ensemble Method for Selection of High Quality Parses

2007 • 28 citations

Active Annotation

2006 • 24 citations

Efficient annotation with the Jena ANnotation Environment (JANE)

2007 • 20 citations

Approximating Learning Curves for Active-Learning-Driven Annotation

2008 • 13 citations

A weakly supervised learning approach for spoken language understanding

2006 • 4 citations

Feature-Correlation Based Multi-view Detection

2005 • 3 citations

Active learning for classifying phone sequences from unsupervised phonotactic models

2003 • 2 citations