Publications - Machine Learning SG

Fuzzy Neural Networks for Real Time Control Applications: Concepts, Modeling and Algorithms for Fast Learning (2015)

Erdal Kayacan Mojtaba Ahmadieh Khanesar

neuro fuzzy intelligent control fuzzy electronics adaptive neuro fuzzy inference system neural modeling fields +7 more

22 citations Published 2015-10-01
Exemplar based Deep Discriminative and Shareable Feature Learning for scene image classification (2015)

Zhen Zuo Gang Wang Bing Shuai Lifan Zhao Qingxiong Yang

feature learning discriminative model contextual image classification pattern recognition encode +7 more

Pattern Recognition 61 citations Published 2015-10-01
EEG Based Stress Monitoring (2015)

Xiyuan Hou Yisi Liu Olga Sourina Yun Rui Eileen Tan Lipo Wang Wolfgang Mueller-Wittig

support vector machine stressor algorithm design classifier stroop effect +7 more

2015 IEEE International Conference on Systems, Man, and Cybernetics 89 citations Published 2015-10-01
Discriminative clustering via extreme learning machine (2015)

Gao Huang Tianchi Liu Yan Yang Zhiping Lin Shiji Song Cheng Wu

cluster analysis correlation clustering fuzzy clustering conceptual clustering cure data clustering algorithm +7 more

Neural Networks 33 citations Published 2015-10-01
Deep Belief Networks Ensemble with Multi-objective Optimization for Failure Diagnosis (2015)

Chong Zhang Jia Hui Sun Kay Chen Tan

deep belief network unsupervised learning deep learning artificial neural network prognostics +7 more

2015 IEEE International Conference on Systems, Man, and Cybernetics 20 citations Published 2015-10-01
Classifying dynamic textures via spatiotemporal fractal analysis (2015)

Yong Xu Yuhui Quan Zhuming Zhang Haibin Ling Hui Ji

fractal analysis fractal fractal dimension robustness discriminative model +7 more

Pattern Recognition 33 citations Published 2015-10-01
Automatic white matter lesion segmentation using contrast enhanced FLAIR intensity and Markov Random Field. (2015)

Pallab Kanti Roy Alauddin Bhuiyan Andrew Janke Patricia M. Desmond Tien Yin Wong Walter P. Abhayaratna Elsdon Storey Kotagiri Ramamohanarao

segmentation markov random field medical image computing random forest cognitive decline +6 more

Computerized Medical Imaging and Graphics 17 citations Published 2015-10-01
Adaptive Nonparametric Image Parsing (2015)

Tam V. Nguyen Canyi Lu Jose Sepulveda Shuicheng Yan

standard test image feature detection feature extraction image segmentation smoothing +7 more

IEEE Transactions on Circuits and Systems for Video Technology 16 citations Published 2015-10-01
Perceptual Quality Assessment for 3D Triangle Mesh Based on Curvature (2015)

Lu Dong Yuming Fang Weisi Lin Hock Soon Seah

triangle mesh human visual system model polygon mesh robustness solid modeling +7 more

IEEE Transactions on Multimedia 18 citations Published 2015-09-29
Color Image Demosaicing Using Iterative Residual Interpolation (2015)

Wei Ye Kai-Kuang Ma

demosaicing nearest neighbor interpolation interpolation bilinear interpolation iterative reconstruction +7 more

IEEE Transactions on Image Processing 31 citations Published 2015-09-28
LBP Encoding Schemes Jointly Utilizing the Information of Current Bit and Other LBP Bits (2015)

Jianfeng Ren Xudong Jiang Junsong Yuan

local binary patterns image noise encoding pixel robustness +6 more

IEEE Signal Processing Letters 13 citations Published 2015-09-23
Cost-Sensitive Local Binary Feature Learning for Facial Age Estimation (2015)

Jiwen Lu Venice Erin Liong Jie Zhou

feature learning feature extraction binary code histogram discriminative model +7 more

IEEE Transactions on Image Processing 98 citations Published 2015-09-23
Probabilistic Map Matching of Sparse and Noisy Smartphone Location Data (2015)

George Rosario Jagadeesh Thambipillai Srikanthan

map matching probabilistic logic hidden markov model global positioning system markov process +7 more

2015 IEEE 18th International Conference on Intelligent Transportation Systems 15 citations Published 2015-09-15
Large-Margin Multi-Modal Deep Learning for RGB-D Object Recognition (2015)

Anran Wang Jiwen Lu Jianfei Cai Tat-Jen Cham Gang Wang

feature learning 3d single object recognition semi supervised learning feature feature extraction +7 more

IEEE Transactions on Multimedia 136 citations Published 2015-09-11
Multi-Task CNN Model for Attribute Prediction (2015)

Abrar H. Abdulnabi Gang Wang Jiwen Lu Kui Jia

multi task learning convolutional neural network matrix decomposition visualization machine learning +6 more

IEEE Transactions on Multimedia 179 citations Published 2015-09-10
Understanding Blooming Human Groups in Social Networks (2015)

Richang Hong Zhenzhen Hu Luoqi Liu Meng Wang Shuicheng Yan Qi Tian

convolutional neural network deep learning feature vector neural coding artificial neural network +7 more

IEEE Transactions on Multimedia 22 citations Published 2015-09-03
Visual Word Recognition (2015)

Melvin J. Yap David A. Balota

word recognition lexical decision task priming orthography phonology +7 more

Psychology Press 21 citations Published 2015-09-01
Visual Tracking via Temporally Smooth Sparse Coding (2015)

Ting Liu Gang Wang Li Wang Kap Luk Chan

sparse approximation neural coding robustness eye tracking encoding +6 more

IEEE Signal Processing Letters 18 citations Published 2015-09-01
Stacked Extreme Learning Machines (2015)

Hongming Zhou Guang-Bin Huang Zhiping Lin Han Wang Yeng Chai Soh

extreme learning machine autoencoder deep belief network multiclass classification support vector machine +7 more

IEEE Transactions on Systems, Man, and Cybernetics 112 citations Published 2015-09-01
Sparse Illumination Learning and Transfer for Single-Sample Face Recognition with Image Corruption and Misalignment (2015)

Liansheng Zhuang Tsung-Han Chan Allen Y. Yang S. Shankar Sastry Yi Ma

three dimensional face recognition sparse approximation facial recognition system pixel initialization +5 more

International Journal of Computer Vision 35 citations Published 2015-09-01

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Fuzzy Neural Networks for Real Time Control Applications: Concepts, Modeling and Algorithms for Fast Learning (2015)

Exemplar based Deep Discriminative and Shareable Feature Learning for scene image classification (2015)

EEG Based Stress Monitoring (2015)

Discriminative clustering via extreme learning machine (2015)

Deep Belief Networks Ensemble with Multi-objective Optimization for Failure Diagnosis (2015)

Classifying dynamic textures via spatiotemporal fractal analysis (2015)

Automatic white matter lesion segmentation using contrast enhanced FLAIR intensity and Markov Random Field. (2015)

Adaptive Nonparametric Image Parsing (2015)

Perceptual Quality Assessment for 3D Triangle Mesh Based on Curvature (2015)

Color Image Demosaicing Using Iterative Residual Interpolation (2015)

LBP Encoding Schemes Jointly Utilizing the Information of Current Bit and Other LBP Bits (2015)

Cost-Sensitive Local Binary Feature Learning for Facial Age Estimation (2015)

Probabilistic Map Matching of Sparse and Noisy Smartphone Location Data (2015)

Large-Margin Multi-Modal Deep Learning for RGB-D Object Recognition (2015)

Multi-Task CNN Model for Attribute Prediction (2015)

Understanding Blooming Human Groups in Social Networks (2015)

Visual Word Recognition (2015)

Visual Tracking via Temporally Smooth Sparse Coding (2015)

Stacked Extreme Learning Machines (2015)

Sparse Illumination Learning and Transfer for Single-Sample Face Recognition with Image Corruption and Misalignment (2015)