Laplacian Eigenmaps for dimensionality reduction and data representation
Neural Computation
Proto-value functions: developmental reinforcement learning
ICML '05 Proceedings of the 22nd international conference on Machine learning
Data Fusion and Multicue Data Matching by Diffusion Maps
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pseudo-aligned multilingual corpora
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Manifold alignment without correspondence
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Super-resolution of human face image using canonical correlation analysis
Pattern Recognition
Joint manifolds for data fusion
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
View and style-independent action manifolds for human activity recognition
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Matching samples of multiple views
Data Mining and Knowledge Discovery
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Multiview Metric Learning with Global Consistency and Local Smoothness
ACM Transactions on Intelligent Systems and Technology (TIST)
Bi-weighting domain adaptation for cross-language text classification
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Transfer learning for pedestrian detection
Neurocomputing
Efficiency investigation of manifold matching for text document classification
Pattern Recognition Letters
Statistical shape model for manifold regularization: Gleason grading of prostate histology
Computer Vision and Image Understanding
Parallel field alignment for cross media retrieval
Proceedings of the 21st ACM international conference on Multimedia
IPMI'13 Proceedings of the 23rd international conference on Information Processing in Medical Imaging
Manifold alignment preserving global geometry
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Manifold alignment based on sparse local structures of more corresponding pairs
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Understanding and promoting micro-finance activities in Kiva.org
Proceedings of the 7th ACM international conference on Web search and data mining
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In this paper we introduce a novel approach to manifold alignment, based on Procrustes analysis. Our approach differs from "semi-supervised alignment" in that it results in a mapping that is defined everywhere - when used with a suitable dimensionality reduction method - rather than just on the training data points. We describe and evaluate our approach both theoretically and experimentally, providing results showing useful knowledge transfer from one domain to another. Novel applications of our method including cross-lingual information retrieval and transfer learning in Markov decision processes are presented.