Publications - Machine Learning SG

Flexible Manifold Embedding: A Framework for Semi-Supervised and Unsupervised Dimension Reduction (2010)

Feiping Nie Dong Xu Ivor Wai-Hung Tsang Changshui Zhang

manifold alignment nonlinear dimensionality reduction semi supervised learning unsupervised learning dimensionality reduction +6 more

IEEE Transactions on Image Processing 398 citations Published 2010-07-01
Causality Assignment and Model Approximation for Hybrid Bond Graph: Fault Diagnosis Perspectives (2010)

Chang Boon Low Danwei Wang Shai Arogeti Jing Bing Zhang

bond graph hybrid system fault detection and isolation complex systems theoretical computer science +6 more

IEEE Transactions on Automation Science and Engineering 112 citations Published 2010-07-01
Brief paper: Adaptive Jacobian vision based control for robots with uncertain depth information (2010)

Chien Chern Cheah Chao Liu Jean Jacques E. Slotine

adaptive control robot kinematics controller jacobian matrix and determinant visual servoing +7 more

Automatica 94 citations Published 2010-07-01
Bregman Divergence-Based Regularization for Transfer Subspace Learning (2010)

Si Si Dacheng Tao Bo Geng

regularization perspectives on support vector machines bregman divergence proximal gradient methods for learning linear discriminant analysis reproducing kernel hilbert space +6 more

IEEE Transactions on Knowledge and Data Engineering 407 citations Published 2010-07-01
A tree-construction search approach for multivariate time series motifs discovery (2010)

L. Wang E. S. Chng H. Li

time complexity time series data set pattern recognition matrix +5 more

Pattern Recognition Letters 18 citations Published 2010-07-01
A novel approach for curve evolution in segmentation of medical images. (2010)

Mahshid Farzinfar Zhong Xue Eam Khwang Teoh

image segmentation parametric statistics parametric equation parametric model nonparametric statistics +6 more

Computerized Medical Imaging and Graphics 11 citations Published 2010-07-01
Discovery of evolving convoys (2010)

Htoo Htet Aung Kian-Lee Tan

artificial intelligence computer science

SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management 29 citations Published 2010-06-30
Multi-level local feature classification for bleeding detection in Wireless Capsule Endoscopy images (2010)

Chee Khun Poh That Mon Htwe Liyuan Li Weijia Shen Jiang Liu Joo Hwee Lim Kap Luk Chan Ping Chun Tan

color histogram object detection contextual image classification feature extraction histogram +7 more

2010 IEEE Conference on Cybernetics and Intelligent Systems 21 citations Published 2010-06-28
Automated Layer Segmentation of Optical Coherence Tomography Images (2010)

Shijian Lu Carol Yim-lui Cheung Jiang Liu Joo Hwee Lim Christopher Kai-shun Leung Tien Yin Wong

optical coherence tomography optical tomography image segmentation image processing image noise +6 more

IEEE Transactions on Biomedical Engineering 97 citations Published 2010-06-28
A novel approach for real time eye state detection in fatigue awareness system (2010)

H Wang L. B. Zhou Y Ying

object detection adaboost feature extraction statistical classification facial recognition system +6 more

2010 IEEE Conference on Robotics, Automation and Mechatronics 15 citations Published 2010-06-28
OTL: A Framework of Online Transfer Learning (2010)

Peilin Zhao Steven C. Hoi

transfer of learning source data knowledge transfer machine learning computer science +6 more

Proceedings of the 27th International Conference on Machine Learning 110 citations Published 2010-06-21
Learning Sparse SVM for Feature Selection on Very High Dimensional Datasets (2010)

Mingkui Tan Li Wang Li Wang Ivor W. Tsang

sparse approximation support vector machine feature selection multiple kernel learning integer programming +6 more

Proceedings of the 27th International Conference on Machine Learning 203 citations Published 2010-06-21
Ensemble Based Extreme Learning Machine (2010)

Nan Liu Han Wang

ensemble learning stability extreme learning machine supervised learning overfitting +6 more

IEEE Signal Processing Letters 233 citations Published 2010-06-21
Domain-specific iterative readability computation (2010)

Jin Zhao Min-Yen Kan

readability heuristic bipartite graph computation theoretical computer science +3 more

Proceedings of the 10th annual joint conference on Digital libraries 14 citations Published 2010-06-21
Weakly-supervised hashing in kernel space (2010)

Yadong Mu Jialie Shen Shuicheng Yan

locality sensitive hashing dynamic perfect hashing hash table universal hashing feature hashing +7 more

2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition 185 citations Published 2010-06-13
Visual tracking via weakly supervised learning from multiple imperfect oracles (2010)

Bineng Zhong Hongxun Yao Sheng Chen Rongrong Ji Xiaotong Yuan Shaohui Liu Wen Gao

supervised learning bittorrent tracker eye tracking robustness probabilistic logic +7 more

2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition 113 citations Published 2010-06-13
Visual event recognition in videos by learning from web data (2010)

Lixin Duan Dong Xu Ivor Wai-Hung Tsang Jiebo Luo

multiple kernel learning support vector machine feature extraction earth mover s distance classifier +7 more

2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition 580 citations Published 2010-06-13
Visual classification with multi-task joint sparse representation (2010)

Xiao-Tong Yuan Shuicheng Yan

multiple kernel learning sparse approximation feature extraction kernel facial recognition system +7 more

2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition 415 citations Published 2010-06-13
Tracking of cell population from time lapse and end point confocal microscopy images with multiple hypothesis Kalman smoothing filters (2010)

Lee-Ling S. Ong Marcelo H. Ang H. Harry Asada

smoothing population kalman filter image resolution image fusion +6 more

2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Workshops 12 citations Published 2010-06-13
Towards general motion-based face recognition (2010)

Ning Ye Terence Sim

three dimensional face recognition facial motion capture face hallucination facial recognition system face detection +6 more

2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition 14 citations Published 2010-06-13

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Flexible Manifold Embedding: A Framework for Semi-Supervised and Unsupervised Dimension Reduction (2010)

Causality Assignment and Model Approximation for Hybrid Bond Graph: Fault Diagnosis Perspectives (2010)

Brief paper: Adaptive Jacobian vision based control for robots with uncertain depth information (2010)

Bregman Divergence-Based Regularization for Transfer Subspace Learning (2010)

A tree-construction search approach for multivariate time series motifs discovery (2010)

A novel approach for curve evolution in segmentation of medical images. (2010)

Discovery of evolving convoys (2010)

Multi-level local feature classification for bleeding detection in Wireless Capsule Endoscopy images (2010)

Automated Layer Segmentation of Optical Coherence Tomography Images (2010)

A novel approach for real time eye state detection in fatigue awareness system (2010)

OTL: A Framework of Online Transfer Learning (2010)

Learning Sparse SVM for Feature Selection on Very High Dimensional Datasets (2010)

Ensemble Based Extreme Learning Machine (2010)

Domain-specific iterative readability computation (2010)

Weakly-supervised hashing in kernel space (2010)

Visual tracking via weakly supervised learning from multiple imperfect oracles (2010)

Visual event recognition in videos by learning from web data (2010)

Visual classification with multi-task joint sparse representation (2010)

Tracking of cell population from time lapse and end point confocal microscopy images with multiple hypothesis Kalman smoothing filters (2010)

Towards general motion-based face recognition (2010)