2016
Smooth sparse coding via marginal regression for learning sparse representations.
Artif. Intell., 2016
2015
Query Specific Rank Fusion for Image Retrieval.
IEEE Trans. Pattern Anal. Mach. Intell., 2015
Bidirectional LSTM-CRF Models for Sequence Tagging.
CoRR, 2015
Big Data: New Paradigm or "Sound and Fury, Signifying Nothing"?
Proceedings of the Eighth ACM International Conference on Web Search and Data Mining, 2015
2013
3D Convolutional Neural Networks for Human Action Recognition.
IEEE Trans. Pattern Anal. Mach. Intell., 2013
High-dimensional Joint Sparsity Random Effects Model for Multi-task Learning.
Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence, 2013
Large-scale deep learning at Baidu.
Proceedings of the 22nd ACM International Conference on Information and Knowledge Management, 2013
2012
Large Scale Strongly Supervised Ensemble Metric Learning, with Applications to Face Verification and Retrieval
CoRR, 2012
Deep Learning of Invariant Features via Simulated Fixations in Video.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012
Query Specific Fusion for Image Retrieval.
Proceedings of the Computer Vision - ECCV 2012, 2012
Object-Centric Spatial Pooling for Image Classification.
Proceedings of the Computer Vision - ECCV 2012, 2012
Multi-component Models for Object Detection.
Proceedings of the Computer Vision - ECCV 2012, 2012
2011
Real-time clothing recognition in surveillance videos.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011
Contextual weighting for vocabulary tree based image retrieval.
Proceedings of the IEEE International Conference on Computer Vision, 2011
Learning image representations from the pixel level via hierarchical sparse coding.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011
Correspondence driven adaptation for human profile recognition.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011
Large-scale image classification: Fast feature extraction and SVM training.
Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011
Efficient re-ranking in vocabulary tree based image retrieval.
Proceedings of the Conference Record of the Forty Fifth Asilomar Conference on Signals, 2011
2010
Feature Selection for Gene Expression Using Model-Based Entropy.
IEEE ACM Trans. Comput. Biol. Bioinform., 2010
Videos Semantic Indexing using Image Classification.
Proceedings of the TRECVID 2010 workshop participants notebook papers, 2010
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010
Improved Local Coordinate Coding using Local Tangents.
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010
Image Classification Using Super-Vector Coding of Local Image Descriptors.
Proceedings of the Computer Vision - ECCV 2010, 2010
Efficient Highly Over-Complete Sparse Coding Using a Mixture Model.
Proceedings of the Computer Vision - ECCV 2010, 2010
Predicting Facial Beauty without Landmarks.
Proceedings of the Computer Vision - ECCV 2010, 2010
Supervised translation-invariant sparse coding.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010
Locality-constrained Linear Coding for image classification.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010
2009
Detecting Human Actions in Surveillance Videos.
Proceedings of the TRECVID 2009 workshop participants notebook papers, 2009
UCSC at Relevance Feedback Track.
Proceedings of The Eighteenth Text REtrieval Conference, 2009
Fast nonparametric matrix factorization for large-scale collaborative filtering.
Proceedings of the 32nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2009
Nonlinear Learning using Local Coordinate Coding.
Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009
Detecting video events based on action recognition in complex scenes using spatio-temporal descriptor.
Proceedings of the 17th International Conference on Multimedia 2009, 2009
Large-scale collaborative prediction using a nonparametric random effects model.
Proceedings of the 26th Annual International Conference on Machine Learning, 2009
Tutorial summary: Learning with dependencies between several response variables.
Proceedings of the 26th Annual International Conference on Machine Learning, 2009
Human action detection by boosting efficient motion features.
Proceedings of the 12th IEEE International Conference on Computer Vision Workshops, 2009
Linear spatial pyramid matching using sparse coding for image classification.
Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009
2008
Learning multiple graphs for document recommendations.
Proceedings of the 17th International Conference on World Wide Web, 2008
Surveillance Event Detection.
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Proceedings of the TRECVID 2008 workshop participants notebook papers, 2008
Non-greedy active learning for text categorization using convex transductive experimental design.
Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008
Stochastic Relational Models for Large-scale Dyadic Data using MCMC.
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Deep Learning with Kernel Regularization for Visual Recognition.
Proceedings of the Advances in Neural Information Processing Systems 21, 2008
Training Hierarchical Feed-Forward Visual Recognition Models Using Transfer Learning from Pseudo-Tasks.
Proceedings of the Computer Vision, 2008
2007
Combining content and link for classification using matrix factorization.
Proceedings of the SIGIR 2007: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2007
Predictive Matrix-Variate t Models.
Proceedings of the Advances in Neural Information Processing Systems 20, 2007
Gaussian Process Models for Link Analysis and Transfer Learning.
Proceedings of the Advances in Neural Information Processing Systems 20, 2007
Fast Inference in Infinite Hidden Relational Models.
Proceedings of the Mining and Learning with Graphs, 2007
Robust multi-task learning with <i>t</i>-processes.
Proceedings of the Machine Learning, 2007
Local learning projections.
Proceedings of the Machine Learning, 2007
2006
Multi-Output Regularized Feature Projection.
IEEE Trans. Knowl. Data Eng., 2006
Infinite Hidden Relational Models.
Proceedings of the UAI '06, 2006
Stochastic Relational Models for Discriminative Link Prediction.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006
Supervised probabilistic principal component analysis.
Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2006
Collaborative ordinal regression.
Proceedings of the Machine Learning, 2006
Active learning via transductive experimental design.
Proceedings of the Machine Learning, 2006
Variational Bayesian Dirichlet-Multinomial Allocation for Exponential Family Mixtures.
Proceedings of the Machine Learning: ECML 2006, 2006
2005
Multi-label informed latent semantic indexing.
Proceedings of the SIGIR 2005: Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2005
A Probabilistic Clustering-Projection Model for Discrete Data.
Proceedings of the Knowledge Discovery in Databases: PKDD 2005, 2005
Soft Clustering on Graphs.
Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005
Learning Gaussian processes from multiple tasks.
Proceedings of the Machine Learning, 2005
Dirichlet enhanced relational learning.
Proceedings of the Machine Learning, 2005
Hierarchy-Regularized Latent Semantic Indexing.
Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005
Multi-Output Regularized Projection.
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005
Dirichlet Enhanced Latent Semantic Analysis.
Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, 2005
2004
Statistical learning approaches to information filtering.
PhD thesis, 2004
Probabilistic Memory-Based Collaborative Filtering.
IEEE Trans. Knowl. Data Eng., 2004
A nonparametric hierarchical bayesian framework for information filtering.
Proceedings of the SIGIR 2004: Proceedings of the 27th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2004
Learning Gaussian Process Kernels via Hierarchical Bayes.
Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004
Heterogenous Data Fusion via a Probabilistic Latent-Variable Model.
Proceedings of the Organic and Pervasive Computing, 2004
2003
Feature Weighting and Instance Selection for Collaborative Filtering: An Information-Theoretic Approach*.
Knowl. Inf. Syst., 2003
Collaborative Ensemble Learning: Combining Collaborative and Content-Based Information Filtering via Hierarchical Bayes.
Proceedings of the UAI '03, 2003
Knowing a tree from the forest: art image retrieval using a society of profiles.
Proceedings of the Eleventh ACM International Conference on Multimedia, 2003
An Introduction to Nonparametric Hierarchical Bayesian Modelling with a Focus on Multi-agent Learning.
Proceedings of the Switching and Learning in Feedback Systems, 2003
Representative Sampling for Text Classification Using Support Vector Machines.
Proceedings of the Advances in Information Retrieval, 2003
A Hybrid Relevance-Feedback Approach to Text Retrieval.
Proceedings of the Advances in Information Retrieval, 2003
2002
Instance Selection Techniques for Memory-based Collaborative Filtering.
Proceedings of the Second SIAM International Conference on Data Mining, 2002
Removing redundancy and inconsistency in memory-based collaborative filtering.
Proceedings of the 2002 ACM CIKM International Conference on Information and Knowledge Management, 2002
2001
Feature Weighting Methods for Improving the Accuracy of Collaborative Filtering (Invited Address).
Proceedings of the 12th International Workshop on Database and Expert Systems Applications (DEXA 2001), 2001
Selecting Relevant Instances for Efficient and Accurate Collaborative Filtering.
Proceedings of the 2001 ACM CIKM International Conference on Information and Knowledge Management, 2001