Publications - Machine Learning SG

Exploiting Privileged Information from Web Data for Action and Event Recognition (2016)

Li Niu Wen Li Dong Xu

machine learning computer science action recognition artificial intelligence domain adaptation +2 more

International Journal of Computer Vision 25 citations Published 2016-06-01
Expectation-Regulated Neural Model for Event Mention Extraction (2016)

Ching-Yun Chang Zhiyang Teng Yue Zhang

computer science artificial intelligence

Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies 12 citations Published 2016-06-01
Equiangular Kernel Dictionary Learning with Applications to Dynamic Texture Analysis (2016)

Yuhui Quan Chenglong Bao Hui Ji

k svd radial basis function kernel kernel embedding of distributions tree kernel kernel +6 more

2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 26 citations Published 2016-06-01
Discriminative Multi-modal Feature Fusion for RGBD Indoor Scene Recognition (2016)

Hongyuan Zhu Jean-Baptiste Weibel Shijian Lu

convolutional neural network discriminative model image segmentation cognitive neuroscience of visual object recognition computer vision +7 more

2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 87 citations Published 2016-06-01
Discovering Primary Objects in Videos by Saliency Fusion and Iterative Appearance Estimation (2016)

Jiong Yang Gangqiang Zhao Junsong Yuan Xiaohui Shen Zhe Lin Brian Price Jonathan Brandt

video tracking object detection object class detection viola jones object detection framework active appearance model +7 more

IEEE Transactions on Circuits and Systems for Video Technology 29 citations Published 2016-06-01
Deconstructing Complex Search Tasks: a Bayesian Nonparametric Approach for Extracting Sub-tasks (2016)

Rishabh Mehrotra Prasanta Bhattacharya Emine Yilmaz

personalization machine learning computer science market segmentation artificial intelligence +1 more

Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies 11 citations Published 2016-06-01
Compressive Sampling-Based Image Coding for Resource-Deficient Visual Communication (2016)

Xianming Liu Deming Zhai Jiantao Zhou Xinfeng Zhang Debin Zhao Wen Gao

feature detection kernel multiple description coding filter encoder +7 more

IEEE Transactions on Image Processing 23 citations Published 2016-06-01
Co-Labeling for Multi-View Weakly Labeled Learning (2016)

Xinxing Xu Wen Li Dong Xu Ivor W. Tsang

semi supervised learning multi task learning stability supervised learning multiple kernel learning +7 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 29 citations Published 2016-06-01
Backtracking ScSPM Image Classifier for Weakly Supervised Top-Down Saliency (2016)

Hisham Cholakkal Jubin Johnson Deepu Rajan

kadir brady saliency detector salience object detection classifier pattern recognition +7 more

2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 18 citations Published 2016-06-01
Application of Clustering Methods for Online Tool Condition Monitoring and Fault Diagnosis in High-Speed Milling Processes (2016)

Amin Jahromi Torabi Meng Joo Er Xiang Li Beng Siong Lim Gan Oon Peen

cluster analysis condition monitoring reference model feature extraction tool wear +7 more

IEEE Systems Journal 23 citations Published 2016-06-01
Accurate and Efficient Traffic Sign Detection Using Discriminative AdaBoost and Support Vector Regression (2016)

Tao Chen Shijian Lu

adaboost discriminative model support vector machine feature extraction traffic sign +7 more

IEEE Transactions on Vehicular Technology 68 citations Published 2016-06-01
A novel multi-objective memetic algorithm based on opposition-based self-adaptive differential evolution (2016)

Jin Kiat Chong

memetic algorithm evolutionary computation evolutionary algorithm evolution strategy differential evolution +6 more

Memetic Computing 11 citations Published 2016-06-01
Behaviour-Based Attack Detection and Classification in Cyber Physical Systems Using Machine Learning (2016)

Khurum Nazir Junejo Jonathan Goh

intrusion detection system cyber physical system network security cyber attack adaptive system +7 more

Proceedings of the 2nd ACM International Workshop on Cyber-Physical System Security 23 citations Published 2016-05-30
Just Noticeable Difference Estimation for Screen Content Images (2016)

Shiqi Wang Lin Ma Yuming Fang Weisi Lin Siwei Ma Wen Gao

just noticeable difference human visual system model data compression lossless compression distortion +6 more

IEEE Transactions on Image Processing 36 citations Published 2016-05-26
A Novel Evidence-Based Bayesian Similarity Measure for Recommender Systems (2016)

Guibing Guo Jie Zhang Neil Yorke-Smith

cosine similarity similarity measure recommender system pearson product moment correlation coefficient collaborative filtering +7 more

ACM Transactions on The Web 17 citations Published 2016-05-25
The analysis of the influence of fractal structure of stimuli on fractal dynamics in fixational eye movements and EEG signal (2016)

Hamidreza Namazi Vladimir V. Kulish Amin Akrami

eye movement visual perception stimulus electroencephalography fractal +6 more

Scientific Reports 17 citations Published 2016-05-24
Mobile big data analytics using deep learning and apache spark (2016)

Mohammad Abu Alsheikh Dusit Niyato Shaowei Lin Hwee-Pink Tan Zhu Han

analytics mobile search big data spark mobile device +6 more

IEEE Network 195 citations Published 2016-05-20
Dimension Reduction With Extreme Learning Machine (2016)

Liyanaarachchi Lekamalage Chamara Kasun Yan Yang Guang-Bin Huang Zhengyou Zhang

dimensionality reduction extreme learning machine random projection support vector machine non negative matrix factorization +6 more

IEEE Transactions on Image Processing 152 citations Published 2016-05-18
Semantic proximity search on graphs with metagraph-based learning (2016)

Yuan Fang Wenqing Lin Vincent W. Zheng Min Wu Kevin Chen-Chuan Chang Xiao-Li Li

proximity search bipartite graph learning to rank semantics machine learning +6 more

2016 IEEE 32nd International Conference on Data Engineering (ICDE) 71 citations Published 2016-05-16
POMDP-lite for robust robot planning under uncertainty (2016)

Min Chen Emilio Frazzoli David Hsu Wee Sun Lee

partially observable markov decision process markov model markov decision process artificial intelligence state variable +5 more

2016 IEEE International Conference on Robotics and Automation (ICRA) 21 citations Published 2016-05-16

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Exploiting Privileged Information from Web Data for Action and Event Recognition (2016)

Expectation-Regulated Neural Model for Event Mention Extraction (2016)

Equiangular Kernel Dictionary Learning with Applications to Dynamic Texture Analysis (2016)

Discriminative Multi-modal Feature Fusion for RGBD Indoor Scene Recognition (2016)

Discovering Primary Objects in Videos by Saliency Fusion and Iterative Appearance Estimation (2016)

Deconstructing Complex Search Tasks: a Bayesian Nonparametric Approach for Extracting Sub-tasks (2016)

Compressive Sampling-Based Image Coding for Resource-Deficient Visual Communication (2016)

Co-Labeling for Multi-View Weakly Labeled Learning (2016)

Backtracking ScSPM Image Classifier for Weakly Supervised Top-Down Saliency (2016)

Application of Clustering Methods for Online Tool Condition Monitoring and Fault Diagnosis in High-Speed Milling Processes (2016)

Accurate and Efficient Traffic Sign Detection Using Discriminative AdaBoost and Support Vector Regression (2016)

A novel multi-objective memetic algorithm based on opposition-based self-adaptive differential evolution (2016)

Behaviour-Based Attack Detection and Classification in Cyber Physical Systems Using Machine Learning (2016)

Just Noticeable Difference Estimation for Screen Content Images (2016)

A Novel Evidence-Based Bayesian Similarity Measure for Recommender Systems (2016)

The analysis of the influence of fractal structure of stimuli on fractal dynamics in fixational eye movements and EEG signal (2016)

Mobile big data analytics using deep learning and apache spark (2016)

Dimension Reduction With Extreme Learning Machine (2016)

Semantic proximity search on graphs with metagraph-based learning (2016)

POMDP-lite for robust robot planning under uncertainty (2016)