Toward Optimal Active Learning through Sampling Estimation of Error Reduction

Density-Based Multiscale Data Condensation

IEEE Transactions on Pattern Analysis and Machine Intelligence

A Mixture Model and EM-Based Algorithm for Class Discovery, Robust Classification, and Outlier Rejection in Mixed Labeled/Unlabeled Data Sets

IEEE Transactions on Pattern Analysis and Machine Intelligence

Active Sampling for Feature Selection

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining

Bootstrapping for hierarchical document classification

CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management

Active Sampling for Class Probability Estimation and Ranking

Machine Learning

Online Choice of Active Learning Algorithms

The Journal of Machine Learning Research

Active learning using pre-clustering

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Diverse ensembles for active learning

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Effective automatic image annotation via a coherent language model and active learning

Proceedings of the 12th annual ACM international conference on Multimedia

Active learning for detecting a spectrally variable subject in color infrared imagery

Pattern Recognition Letters - Special issue: Pattern recognition for remote sensing (PRRS 2002)

A Bayesian approach toward active learning for collaborative filtering

UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence

Active model selection

UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence

A selective sampling approach to active feature selection

Artificial Intelligence

Cluster center initialization algorithm for K-means clustering

Pattern Recognition Letters

Active feedback in ad hoc information retrieval

Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval

Clustering documents into a web directory for bootstrapping a supervised classification

Data & Knowledge Engineering - Special issue: WIDM 2003

Economical active feature-value acquisition through Expected Utility estimation

UBDM '05 Proceedings of the 1st international workshop on Utility-based data mining

Active learning for Hidden Markov Models: objective functions and algorithms

ICML '05 Proceedings of the 22nd international conference on Machine learning

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

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

An Expected Utility Approach to Active Feature-Value Acquisition

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

Variational Bayes for Continuous Hidden Markov Models and Its Application to Active Learning

IEEE Transactions on Pattern Analysis and Machine Intelligence

Enhancing Density-Based Data Reduction Using Entropy

Neural Computation

Large-scale text categorization by batch mode active learning

Proceedings of the 15th international conference on World Wide Web

Batch mode active learning and its application to medical image classification

ICML '06 Proceedings of the 23rd international conference on Machine learning

Learning the unified kernel machines for classification

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

Confidence-Based Active Learning

IEEE Transactions on Pattern Analysis and Machine Intelligence

Performance thresholding in practical text classification

CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management

Correcting category errors in text classification

COLING '04 Proceedings of the 20th international conference on Computational Linguistics

Corrective feedback and persistent learning for information extraction

Artificial Intelligence

Using the revised EM algorithm to remove noisy data for improving the one-against-the-rest method in binary text classification

Information Processing and Management: an International Journal

Practical learning from one-sided feedback

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining

Partial example acquisition in cost-sensitive learning

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining

Selectively acquiring ratings for product recommendation

Proceedings of the ninth international conference on Electronic commerce

Data acquisition and cost-effective predictive modeling: targeting offers for electronic commerce

Proceedings of the ninth international conference on Electronic commerce

Active learning for logistic regression: an evaluation

Machine Learning

Learning to Transform Time Series with a Few Examples

IEEE Transactions on Pattern Analysis and Machine Intelligence

Feature selection and classification model construction on type 2 diabetic patients' data

Artificial Intelligence in Medicine

Trajectory Optimization using Reinforcement Learning for Map Exploration

International Journal of Robotics Research

Active learning and logarithmic opinion pools for hpsg parse selection

Natural Language Engineering

Combining visual dictionary, kernel-based similarity and learning strategy for image category retrieval

Computer Vision and Image Understanding

SVM-based interactive document retrieval with active learning

New Generation Computing

Optimizing estimated loss reduction for active sampling in rank learning

Proceedings of the 25th international conference on Machine learning

A bayesian logistic regression model for active relevance feedback

Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval

Active learning with direct query construction

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

Selective generation of training examples in active meta-learning

International Journal of Hybrid Intelligent Systems - HIS 2007

Pessimistic cost-sensitive active learning of decision trees for profit maximizing targeting campaigns

Data Mining and Knowledge Discovery

A Density-Based Data Reduction Algorithm for Robust Estimators

IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part II

An Active Learning Method Based on Most Possible Misclassification Sampling Using Committee

MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence

Improving the Detection of Unknown Computer Worms Activity Using Active Learning

KI '07 Proceedings of the 30th annual German conference on Advances in Artificial Intelligence

Dual Strategy Active Learning

ECML '07 Proceedings of the 18th European conference on Machine Learning

Decision Tree Instability and Active Learning

ECML '07 Proceedings of the 18th European conference on Machine Learning

A Scalable Algorithm for Graph-Based Active Learning

FAW '08 Proceedings of the 2nd annual international workshop on Frontiers in Algorithmics

Maximum Margin Active Learning for Sequence Labeling with Different Length

ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects

Actively Transfer Domain Knowledge

ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II

Detection of Anomalies in Large Datasets Using an Active Learning Scheme Based on Dirichlet Distributions

IBERAMIA '08 Proceedings of the 11th Ibero-American conference on AI: Advances in Artificial Intelligence

Proactive learning: cost-sensitive active learning with multiple imperfect oracles

Proceedings of the 17th ACM conference on Information and knowledge management

Text classification from unlabeled documents with bootstrapping and feature projection techniques

Information Processing and Management: an International Journal

Graph-Based Active Learning Based on Label Propagation

MDAI '08 Sabadell Proceedings of the 5th International Conference on Modeling Decisions for Artificial Intelligence

Interactive Spam Filtering with Active Learning and Feature Selection

WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03

Music retrieval based on a multi-samples selection strategy for support vector machine active learning

Proceedings of the 2009 ACM symposium on Applied Computing

A Density-Based Re-ranking Technique for Active Learning for Data Annotations

ICCPOL '09 Proceedings of the 22nd International Conference on Computer Processing of Oriental Languages. Language Technology for the Knowledge-based Economy

Active Sampling for Rank Learning via Optimizing the Area under the ROC Curve

ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval

Active Feature-Value Acquisition

Management Science

Detection of malicious code by applying machine learning classifiers on static features: A state-of-the-art survey

Information Security Tech. Report

Learning to segment from a few well-selected training images

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Learning from measurements in exponential families

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Using graph-based metrics with empirical risk minimization to speed up active learning on networked data

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

Effective multi-label active learning for text classification

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

Active learning with confidence

HLT-Short '08 Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Short Papers

Malicious Code Detection Using Active Learning

Privacy, Security, and Trust in KDD

Active dual supervision: reducing the cost of annotating examples and features

HLT '09 Proceedings of the NAACL HLT 2009 Workshop on Active Learning for Natural Language Processing

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

COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1

Active learning with sampling by uncertainty and density for word sense disambiguation and text classification

COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1

A self-training approach to cost sensitive uncertainty sampling

Machine Learning

A machine learning approach to sentiment analysis in multilingual Web texts

Information Retrieval

An analysis of active learning strategies for sequence labeling tasks

EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing

Boosting Active Learning to Optimality: A Tractable Monte-Carlo, Billiard-Based Algorithm

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II

Active algorithm selection

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1

Actively exploring creation of face space(s) for improved face recognition

AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1

Active learning for pipeline models

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2

Active learning with multiple views

Journal of Artificial Intelligence Research

Improving author coreference by resource-bounded information gathering from the web

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Optimistic active learning using mutual information

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Cluster-based selection of statistical answering strategies

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

A machine learning approach for statistical software testing

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

An optimization of ReliefF for classification in large datasets

Data & Knowledge Engineering

Reflect and correct: A misclassification prediction approach to active inference

ACM Transactions on Knowledge Discovery from Data (TKDD)

Active Learning of Instance-Level Constraints for Semi-supervised Document Clustering

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01

Active learning for part-of-speech tagging: accelerating corpus annotation

LAW '07 Proceedings of the Linguistic Annotation Workshop

Corrective feedback and persistent learning for information extraction

Artificial Intelligence

Unsupervised active learning based on hierarchical graph-theoretic clustering

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics

Efficient Coverage of Case Space with Active Learning

EPIA '09 Proceedings of the 14th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence

Query Selection via Weighted Entropy in Graph-Based Semi-supervised Classification

ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning

An improved sample selection algorithm in fuzzy decision tree induction

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

AUC maximization linear classifier based on active learning and its application

Neurocomputing

Confidence-based stopping criteria for active learning for data annotation

ACM Transactions on Speech and Language Processing (TSLP)

Resource-bounded information gathering for correlation clustering

COLT'07 Proceedings of the 20th annual conference on Learning theory

Active learning strategies: a case study for detection of emotions in speech

ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications

Cost-minimising strategies for data labelling: optimal stopping and active learning

FoIKS'08 Proceedings of the 5th international conference on Foundations of information and knowledge systems

Active learning with misclassification sampling using diverse ensembles enhanced by unlabeled instances

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

Optimization on active learning strategy for object category retrieval

ICIP'09 Proceedings of the 16th IEEE international conference on Image processing

Active learning and basis selection for kernel-based linear models: a Bayesian perspective

IEEE Transactions on Signal Processing

A study of spam filtering using support vector machines

Artificial Intelligence Review

Invited paper: Structured literature image finder: Parsing text and figures in biomedical literature

Web Semantics: Science, Services and Agents on the World Wide Web

SED: supervised experimental design and its application to text classification

Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval

d-Confidence: an active learning strategy which efficiently identifies small classes

ALNLP '10 Proceedings of the NAACL HLT 2010 Workshop on Active Learning for Natural Language Processing

Active learning with sampling by uncertainty and density for data annotations

IEEE Transactions on Audio, Speech, and Language Processing

A unified approach to active dual supervision for labeling features and examples

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I

Asking generalized queries to ambiguous oracle

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I

Complexity bounds for batch active learning in classification

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III

Active learning in multimedia annotation and retrieval: A survey

ACM Transactions on Intelligent Systems and Technology (TIST)

Active learning methods for electrocardiographic signal classification

IEEE Transactions on Information Technology in Biomedicine

Inactive learning?: difficulties employing active learning in practice

ACM SIGKDD Explorations Newsletter

Active learning and subspace clustering for anomaly detection

Intelligent Data Analysis

SALSAS: Sub-linear active learning strategy with approximate k-NN search

Pattern Recognition

Incremental kernel learning for active image retrieval without global dictionaries

Pattern Recognition

Text mining techniques for leveraging positively labeled data

BioNLP '11 Proceedings of BioNLP 2011 Workshop

Electrostatic field framework for supervised and semi-supervised learning from incomplete data

Natural Computing: an international journal

Unbiased online active learning in data streams

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

Active learning for node classification in assortative and disassortative networks

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

Finding rare classes: adapting generative and discriminative models in active learning

PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II

Asking generalized queries with minimum cost

PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II

Compact coding for hyperplane classifiers in heterogeneous environment

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III

Discriminative experimental design

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III

Spatio-Temporal Tube data representation and Kernel design for SVM-based video object retrieval system

Multimedia Tools and Applications

Active class selection for arousal classification

ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part II

Batch Mode Active Learning for Networked Data

ACM Transactions on Intelligent Systems and Technology (TIST)

Uncertainty-based active learning with instability estimation for text classification

ACM Transactions on Speech and Language Processing (TSLP)

Budgeted learning of nailve-bayes classifiers

UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence

Interactive refinement of filtering queries on streaming intelligence data

ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics

Sampling of virtual examples to improve classification accuracy for nominal attribute data

RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing

An extension of the aspect PLSA model to active and semi-supervised learning for text classification

SETN'10 Proceedings of the 6th Hellenic conference on Artificial Intelligence: theories, models and applications

Leukocyte image segmentation using simulated visual attention

Expert Systems with Applications: An International Journal

Leveraging active learning for relevance feedback using an information theoretic diversity measure

CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval

Structured literature image finder: extracting information from text and images in biomedical literature

ISMB/ECCB'09 Proceedings of the 2009 workshop of the BioLink Special Interest Group, international conference on Linking Literature, Information, and Knowledge for Biology

Applying active learning to assertion classification of concepts in clinical text

Journal of Biomedical Informatics

Combining Uncertainty Sampling methods for supporting the generation of meta-examples

Information Sciences: an International Journal

EGAL: exploration guided active learning for TCBR

ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development

Semi-supervised correction of biased comment ratings

Proceedings of the 21st international conference on World Wide Web

A cluster-assumption based batch mode active learning technique

Pattern Recognition Letters

Inconsistency-based active learning for support vector machines

Pattern Recognition

Hybrid active learning for reducing the annotation effort of operators in classification systems

Pattern Recognition

Multi-domain active learning for text classification

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining

Active learning for hierarchical text classification

PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I

Active learning with c-certainty

PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I

Activized learning: transforming passive to active with improved label complexity

The Journal of Machine Learning Research

An adaptive approach with active learning in software fault prediction

Proceedings of the 8th International Conference on Predictive Models in Software Engineering

Text classification with relatively small positive documents and unlabeled data

Proceedings of the 21st ACM international conference on Information and knowledge management

A unifying theory of active discovery and learning

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V

Active learning of inverse models with intrinsically motivated goal exploration in robots

Robotics and Autonomous Systems

Sampling attack against active learning in adversarial environment

MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence

Active hashing and its application to image and text retrieval

Data Mining and Knowledge Discovery

Reverse active learning for optimising information extraction training production

AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence

Let us know your decision: Pool-based active training of a generative classifier with the selection strategy 4DS

Information Sciences: an International Journal

Active learning on sentiment classification by selecting both words and documents

CLSW'12 Proceedings of the 13th Chinese conference on Chinese Lexical Semantics

Semi-Supervised Policy Recommendation for Online Social Networks

ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)

Active learning for interactive segmentation with expected confidence change

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I

Querying discriminative and representative samples for batch mode active learning

Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining

Literature survey of active learning in multimedia annotation and retrieval

Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service

Towards anytime active learning: interrupting experts to reduce annotation costs

Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics

A probabilistic model of active learning with multiple noisy oracles

Neurocomputing

A learning approach to optimizing exploration---exploitation tradeoff in relevance feedback

Information Retrieval

Active AODE learning based on a novel sampling strategy and its application

International Journal of Computer Applications in Technology

Certainty-based active learning for sampling imbalanced datasets

Neurocomputing

Active learning for noisy oracle via density power divergence

Neural Networks

Active learning via neighborhood reconstruction

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence

Active learning with multi-label SVM classification

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence

Active learning from relative queries

IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence

Active learning for networked data based on non-progressive diffusion model

Proceedings of the 7th ACM international conference on Web search and data mining

Cost-sensitive active learning for computer-assisted translation

Pattern Recognition Letters

Autonomously learning to visually detect where manipulation will succeed

Autonomous Robots

Active Rare Class Discovery and Classification Using Dirichlet Processes

International Journal of Computer Vision

Socially guided intrinsic motivation for robot learning of motor skills

Autonomous Robots

Collaborative information acquisition for data-driven decisions

Machine Learning