Active Learning Literature Survey

A Mathematical Theory of Communication

1948 • 73,365 citations

Elements of Information Theory

2001 • 38,276 citations

Untitled

1995 • 29,657 citations

Reinforcement Learning: An Introduction

2005 • 27,230 citations

Pattern Classification

2012 • 20,094 citations

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

1997 • 18,426 citations

On Information and Sufficiency

1951 • 17,995 citations

Untitled

1996 • 16,093 citations

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

2001 • 12,824 citations

STATISTICS FOR SPATIAL DATA

1992 • 9,035 citations

Combining labeled and unlabeled data with co-training

1998 • 5,524 citations

Active learning : creating excitement in the classroom

1991 • 4,565 citations

A theory of the learnable

1984 • 4,471 citations

An analysis of approximations for maximizing submodular set functions—I

1978 • 4,300 citations

Semi-Supervised Learning Literature Survey

2005 • 3,941 citations

Neural Networks and the Bias/Variance Dilemma

1992 • 3,412 citations

On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities

2015 • 3,217 citations

A maximum entropy approach to natural language processing

1996 • 3,198 citations

Distant supervision for relation extraction without labeled data

2009 • 2,879 citations

Solving the multiple instance problem with axis-parallel rectangles

1997 • 2,755 citations

Unsupervised word sense disambiguation rivaling supervised methods

1995 • 2,433 citations

Theory of optimal experiments

1972 • 2,133 citations

NewsWeeder: Learning to Filter Netnews

1995 • 2,004 citations

Cheap and fast---but is it good?

2008 • 1,907 citations

A sequential algorithm for training text classifiers

1994 • 1,868 citations

Model compression

2006 • 1,859 citations

Bayesian Experimental Design: A Review

1995 • 1,788 citations

Untitled

1988 • 1,677 citations

Query by committee

1992 • 1,580 citations

Handbook of Latent Semantic Analysis

2007 • 1,547 citations

Generalization as search

1982 • 1,460 citations

Active learning with statistical models

1996 • 1,422 citations

Support Vector Machines for Multiple-Instance Learning

2002 • 1,397 citations

Untitled

1994 • 1,315 citations

Support vector machine active learning for image retrieval

2001 • 1,309 citations

Information-Based Objective Functions for Active Data Selection

1992 • 1,219 citations

A Framework for Multiple-Instance Learning

1997 • 1,194 citations

Heterogeneous Uncertainty Sampling for Supervised Learning

1994 • 1,125 citations

Untitled

1997 • 1,123 citations

Get another label? improving data quality and data mining using multiple, noisy labelers

2008 • 1,084 citations

Probabilistic Topic Models

2015 • 1,046 citations

An analysis of active learning strategies for sequence labeling tasks

2008 • 965 citations

An analysis of approximations for maximizing submodular set functions - 1

1978 • 879 citations

Theory of Statistics

1995 • 859 citations

Toward Optimal Active Learning through Sampling Estimation of Error Reduction

2001 • 844 citations

Less is More: Active Learning with Support Vector Machines

2000 • 790 citations

Semi-supervised learning with graphs

2005 • 660 citations

Active learning using pre-clustering

2004 • 631 citations

Functional genomic hypothesis generation and experimentation by a robot scientist

2004 • 631 citations

Extracting Tree-Structured Representations of Trained Networks

1995 • 576 citations

The Automation of Science

2009 • 560 citations

Committee-Based Sampling For Training Probabilistic Classifiers

1995 • 502 citations

Active Hidden Markov Models for Information Extraction

2001 • 497 citations

Multiple-Instance Active Learning

2007 • 480 citations

Combining active learning and semi-supervised learning using Gaussian fields and harmonic functions

2003 • 480 citations

Near-optimal sensor placements in Gaussian processes

2005 • 461 citations

Hierarchical sampling for active learning

2008 • 458 citations

Incorporating diversity in active learning with support vector machines

2003 • 450 citations

Coupled semi-supervised learning for information extraction

2010 • 434 citations

Incorporating domain knowledge into topic modeling via Dirichlet Forest priors

2009 • 428 citations

Batch mode active learning and its application to medical image classification

2006 • 427 citations

Support Vector Machine Active Learning with Application sto Text Classification

2000 • 379 citations

Query Learning Strategies Using Boosting and Bagging

1998 • 355 citations

Query Learning with Large Margin Classifiers

2000 • 354 citations

Active learning via transductive experimental design

2006 • 347 citations

Active learning for logistic regression: an evaluation

2007 • 332 citations

Diverse ensembles for active learning

2004 • 324 citations

Importance weighted active learning

2009 • 301 citations

Agnostic active learning

2006 • 299 citations

Active Learning for Natural Language Parsing and Information Extraction

1999 • 297 citations

Online Choice of Active Learning Algorithms

2004 • 281 citations

Decision trees with minimal costs

2004 • 281 citations

Analysis of a greedy active learning strategy

2004 • 279 citations

Algorithms for optimal scheduling and management of hidden Markov model sensors

2002 • 262 citations

A bound on the label complexity of agnostic active learning

2007 • 262 citations

Large-scale text categorization by batch mode active learning

2006 • 257 citations

Learning from labeled features using generalized expectation criteria

2008 • 257 citations

Discriminative Batch Mode Active Learning

2007 • 244 citations

Analysis of Perceptron-Based Active Learning

2005 • 238 citations

Supervised versus multiple instance learning

2005 • 229 citations

A general agnostic active learning algorithm

2007 • 226 citations

Efficiently learning the accuracy of labeling sources for selective sampling

2009 • 218 citations

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

2009 • 214 citations

Active Learning with Real Annotation Costs

2008 • 212 citations

Training Connectionist Networks with Queries and Selective Sampling

1989 • 212 citations

An active learning framework for content-based information retrieval

2002 • 208 citations

A probability analysis on the value of unlabeled data for classification problems

2000 • 207 citations

A survey of smoothing techniques for ME models

2000 • 205 citations

Learning Classification with Unlabeled Data

1993 • 201 citations

Incorporating Diversity and Density in Active Learning for Relevance Feedback

2007 • 187 citations

Selective Sampling for Nearest Neighbor Classifiers

2004 • 187 citations

Active Learning with Feedback on Features and Instances

2006 • 185 citations

Prototype-driven learning for sequence models

2006 • 185 citations

Active learning: theory and applications

2001 • 182 citations

Selective Sampling with Redundant Views

2000 • 172 citations

Active Learning with Support Vector Machine Applied to Gene Expression Data for Cancer Classification

2004 • 166 citations

Learning cost-sensitive active classifiers☆☆This extends the short conference paper [19].

2002 • 164 citations

Optimistic active learning using mutual information

2007 • 163 citations

Active learning by labeling features

2009 • 162 citations

Automatically labeling video data using multi-class active learning

2003 • 158 citations

Untitled

1989 • 156 citations

What's it going to cost you?: Predicting effort vs. informativeness for multi-label image annotations

2009 • 152 citations

Active Learning for Regression Based on Query by Committee

2007 • 152 citations

A stopping criterion for active learning

2007 • 146 citations

Sample Selection for Statistical Parsing

2004 • 138 citations

Generalized Expectation Criteria for Semi-Supervised Learning of Conditional Random Fields

2008 • 136 citations

MISSL

2006 • 127 citations

A polynomial-time algorithm for learning noisy linear threshold functions

2002 • 125 citations

Balancing Exploration and Exploitation: A New Algorithm for Active Machine Learning

2006 • 124 citations

SVM selective sampling for ranking with application to data retrieval

2005 • 123 citations

Learning from measurements in exponential families

2009 • 122 citations

Selective Sampling for Example-based Word Sense Disambiguation

1999 • 121 citations

Selective supervision: guiding supervised learning with decision-theoretic active learning

2007 • 121 citations

Two-Dimensional Active Learning for image classification

2008 • 113 citations

Active Feature-Value Acquisition

2009 • 111 citations

Extreme video retrieval

2006 • 109 citations

A probabilistic active support vector learning algorithm

2004 • 106 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

Multi-Task Active Learning for Linguistic Annotations

2008 • 95 citations

Cost-sensitive feature acquisition and classification

2007 • 93 citations

Query by Committee Made Real

2005 • 91 citations

Active learning using adaptive resampling

2000 • 90 citations

Semi-supervised active learning for sequence labeling

2009 • 90 citations

Active Feature-Value Acquisition for Classifier Induction

2005 • 80 citations

Text clustering with extended user feedback

2006 • 79 citations

A General Agnostic Active Learning Algorithm.

2008 • 78 citations

Structure compilation

2008 • 78 citations

Robust design of biological experiments

2005 • 75 citations

Multi-Level Active Prediction of Useful Image Annotations for Recognition

2008 • 75 citations

Optimizing sensing: theory and applications

2008 • 69 citations

Active cost-sensitive learning

2005 • 65 citations

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

2009 • 62 citations

Active Learning for Probability Estimation Using Jensen-Shannon Divergence

2005 • 62 citations

Active Class Selection

2007 • 61 citations

The True Sample Complexity of Active Learning.

2008 • 61 citations

Active Data Clustering

1997 • 60 citations

On active learning for data acquisition

2003 • 59 citations

Uncertainty sampling and transductive experimental design for active dual supervision

2009 • 58 citations

How well does active learningactuallywork?

2009 • 55 citations

Multi-class Ensemble-Based Active Learning

2006 • 54 citations

A Method for Stopping Active Learning Based on Stabilizing Predictions and the Need for User-Adjustable Stopping

2009 • 53 citations

Queries Revisited

2001 • 51 citations

Feature value acquisition in testing

2006 • 45 citations

Active semi-supervised fuzzy clustering for image database categorization

2005 • 44 citations

Curious machines: active learning with structured instances

2008 • 43 citations

Estimating annotation cost for active learning in a multi-annotator environment

2009 • 43 citations

Assessing the Costs of Machine-Assisted Corpus Annotation through a User Study

2008 • 39 citations

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

2008 • 38 citations

Improving the Detection of Unknown Computer Worms Activity Using Active Learning

2007 • 35 citations

An intrinsic stopping criterion for committee-based active learning

2009 • 34 citations

Active Learning with Model Selection in Linear Regression

2008 • 29 citations

Worst-Case Analysis of Selective Sampling for Linear-Threshold Algorithms

2004 • 27 citations

On minimizing training corpus for parser acquisition

2001 • 26 citations

Bayesian Query Construction for Neural Network Models

1994 • 23 citations

Using active relocation to aid reinforcement learning

2006 • 22 citations

Active learning for anaphora resolution

2009 • 17 citations

Learning with online constraints: shifting concepts and active learning

2006 • 15 citations

Exploiting multiple classifier types with active learning

2009 • 12 citations

Anytime Induction of Cost-sensitive Trees

2007 • 11 citations

Reinforcement learning and chess

2001 • 9 citations