Selecting optimal experiments for multiple output multilayer perceptrons
Neural Computation
A stochastic self-organizing map for proximity data
Neural Computation
Active learning in neural networks
New learning paradigms in soft computing
Active Object Recognition: Looking for Differences
International Journal of Computer Vision - Special issue: Research at McGill University
Bayesian online classifiers for text classification and filtering
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Supervised Training Using an Unsupervised Approach to Active Learning
Neural Processing Letters
An Information Geometric Perspective on Active Learning
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Selective Learning for Multilayer Feedforward Neural Networks
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I
Sequential Decision Making Based on Direct Search
Sequence Learning - Paradigms, Algorithms, and Applications
Advances in evolutionary computing
The subspace information criterion for infinite dimensional hypothesis spaces
The Journal of Machine Learning Research
Distinctive Features of Minimization of a Risk Functional in Mass Data Sets
Cybernetics and Systems Analysis
Selective Sampling for Nearest Neighbor Classifiers
Machine Learning
A Probabilistic Active Support Vector Learning Algorithm
IEEE Transactions on Pattern Analysis and Machine Intelligence
Minimizing manual annotation cost in supervised training from corpora
ACL '96 Proceedings of the 34th annual meeting on Association for Computational Linguistics
Online Choice of Active Learning Algorithms
The Journal of Machine Learning Research
Parameter space exploration with Gaussian process trees
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Convergence and Application of Online Active Sampling Using Orthogonal Pillar Vectors
IEEE Transactions on Pattern Analysis and Machine Intelligence
Call and response: experiments in sampling the environment
SenSys '04 Proceedings of the 2nd international conference on Embedded networked sensor systems
Active preference learning for personalized calendar scheduling assistance
Proceedings of the 10th international conference on Intelligent user interfaces
IBM Journal of Research and Development
Cost-Constrained Data Acquisition for Intelligent Data Preparation
IEEE Transactions on Knowledge and Data Engineering
Active learning for Hidden Markov Models: objective functions and algorithms
ICML '05 Proceedings of the 22nd international conference on Machine learning
Logistic regression with an auxiliary data source
ICML '05 Proceedings of the 22nd international conference on Machine learning
Variational Bayes for Continuous Hidden Markov Models and Its Application to Active Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Asymptotic Theory of Information-Theoretic Experimental Design
Neural Computation
Incremental Active Learning for Optimal Generalization
Neural Computation
Analytic modeling of detection latency in mobile sensor networks
Proceedings of the 5th international conference on Information processing in sensor networks
Efficient Discriminant Viewpoint Selection for Active Bayesian Recognition
International Journal of Computer Vision
Large-scale text categorization by batch mode active learning
Proceedings of the 15th international conference on World Wide Web
Active sampling for detecting irrelevant features
ICML '06 Proceedings of the 23rd international conference on Machine learning
Active learning via transductive experimental design
ICML '06 Proceedings of the 23rd international conference on Machine learning
Fast Kernel Classifiers with Online and Active Learning
The Journal of Machine Learning Research
HOTOS'05 Proceedings of the 10th conference on Hot Topics in Operating Systems - Volume 10
Bayesian compressive sensing and projection optimization
Proceedings of the 24th international conference on Machine learning
Multi-armed bandit problems with dependent arms
Proceedings of the 24th international conference on Machine learning
Metric embedding of view-graphs
Autonomous Robots
SPHINX: Schema integration by example
Journal of Intelligent Information Systems
Visible models for interactive pattern recognition
Pattern Recognition Letters
Active learning for microarray data
International Journal of Approximate Reasoning
The evidence framework applied to classification networks
Neural Computation
Experience sampling for building predictive user models: a comparative study
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Actively learning level-sets of composite functions
Proceedings of the 25th international conference on Machine learning
Covariate Shift Adaptation by Importance Weighted Cross Validation
The Journal of Machine Learning Research
trNon-greedy active learning for text categorization using convex ansductive experimental design
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
The Journal of Machine Learning Research
Bayesian Inference and Optimal Design for the Sparse Linear Model
The Journal of Machine Learning Research
Principles of Lifelong Learning for Predictive User Modeling
UM '07 Proceedings of the 11th international conference on User Modeling
Improving supervised learning performance by using fuzzy clustering method to select training data
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Fuzzy theory and technology with applications
Sequential optimal design of neurophysiology experiments
Neural Computation
Gaussian process dynamic programming
Neurocomputing
Data preparation for sample-based face detection
International Journal of Computer Applications in Technology
Active learning for directed exploration of complex systems
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Interacting meaningfully with machine learning systems: Three experiments
International Journal of Human-Computer Studies
Anticipatory Behavior in Adaptive Learning Systems
Active Imaging with Dual Spin-Echo Diffusion MRI
IPMI '09 Proceedings of the 21st International Conference on Information Processing in Medical Imaging
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Active learning with statistical models
Journal of Artificial Intelligence Research
Selective supervision: guiding supervised learning with decision-theoretic active learning
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Gaussian process models of spatial aggregation algorithms
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Bayesian data fusion of multiview synthetic aperture sonar iagery for seabed classification
IEEE Transactions on Image Processing
Gaussian sum approach with optimal experiment design for neural network
SIP '07 Proceedings of the Ninth IASTED International Conference on Signal and Image Processing
Musical Style Classification Using Low-Level Features
AMT '09 Proceedings of the 5th International Conference on Active Media Technology
Active Learning Image Spam Hunter
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Engineering Applications of Artificial Intelligence
Adaptive multiscale sampling in robotic sensor networks
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Lattice duality: The origin of probability and entropy
Neurocomputing
Gaussian Processes for Object Categorization
International Journal of Computer Vision
Examining multiple potential models in end-user interactive concept learning
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Minimax bounds for active learning
COLT'07 Proceedings of the 20th annual conference on Learning theory
Information-driven receptor placement for contaminant source determination
Environmental Modelling & Software
Active learning and basis selection for kernel-based linear models: a Bayesian perspective
IEEE Transactions on Signal Processing
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
Bayesian Monte Carlo for the Global Optimization of Expensive Functions
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Characterising enzymes for information processing: towards an artificial experimenter
UC'10 Proceedings of the 9th international conference on Unconventional computation
A comprehensive approach to image spam detection: from server to client solution
IEEE Transactions on Information Forensics and Security
Action selection for single-camera SLAM
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
An artificial experimenter for enzymatic response characterisation
DS'10 Proceedings of the 13th international conference on Discovery science
Automating the design of informative sequences of sensory stimuli
Journal of Computational Neuroscience
Submodularity and its applications in optimized information gathering
ACM Transactions on Intelligent Systems and Technology (TIST)
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
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
rtMEG: a real-time software interface for magnetoencephalography
Computational Intelligence and Neuroscience - Special issue on academic software applications for electromagnetic brain mapping using MEG and EEG
Active class selection for arousal classification
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part II
Query sampling for learning data fusion
Proceedings of the 20th ACM international conference on Information and knowledge management
The Journal of Machine Learning Research
Bayesian active learning for sensitivity analysis
ECML'06 Proceedings of the 17th European conference on Machine Learning
Active sampling for knowledge discovery from biomedical data
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
A framework for optimization under limited information
Proceedings of the 5th International ICST Conference on Performance Evaluation Methodologies and Tools
Active learning with wavelets for microarray data
WILF'05 Proceedings of the 6th international conference on Fuzzy Logic and Applications
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Multi-output local Gaussian process regression: Applications to uncertainty quantification
Journal of Computational Physics
Training pool selection for semi-supervised learning
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
Collaborative learning of preference rankings
Proceedings of the sixth ACM conference on Recommender systems
Model guided adaptive design and analysis in computer experiment
Statistical Analysis and Data Mining
Active learning with transfer learning
ACL '12 Proceedings of ACL 2012 Student Research Workshop
On active learning in hierarchical classification
Proceedings of the 21st ACM international conference on Information and knowledge management
A Bayesian active learning framework for a two-class classification problem
MUSCLE'11 Proceedings of the 2011 international conference on Computational Intelligence for Multimedia Understanding
Efficiently learning the preferences of people
Machine Learning
Active hashing and its application to image and text retrieval
Data Mining and Knowledge Discovery
A framework for optimization under limited information
Journal of Global Optimization
Journal of Computational Physics
Variational inference in nonconjugate models
The Journal of Machine Learning Research
An active learning approach to home heating in the smart grid
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Active learning of intuitive control knobs for synthesizers using gaussian processes
Proceedings of the 19th international conference on Intelligent User Interfaces
Generalized spike-and-slab priors for Bayesian group feature selection using expectation propagation
The Journal of Machine Learning Research
Active Rare Class Discovery and Classification Using Dirichlet Processes
International Journal of Computer Vision
Gaussian Processes for POMDP-Based Dialogue Manager Optimization
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)
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