Publications - Machine Learning SG

RUL Prediction of Deteriorating Products Using an Adaptive Wiener Process Model (2017)

Qingqing Zhai Zhi-Sheng Ye

autoregressive model data modeling wiener process mathematical optimization machine learning +6 more

IEEE Transactions on Industrial Informatics 112 citations Published 2017-03-20
QMDP-Net: Deep Learning for Planning under Partial Observability (2017)

Peter Karkus David Hsu Wee Sun Lee

wake sleep algorithm deep learning observability parameterized complexity embedding +5 more

arXiv preprint arXiv:1703.06692 17 citations Published 2017-03-20
Autoencoding Evolutionary Search With Learning Across Heterogeneous Problems (2017)

Liang Feng Yew-Soon Ong Siwei Jiang Abhishek Gupta

incremental heuristic search evolutionary algorithm evolutionary computation knowledge transfer reuse +6 more

IEEE Transactions on Evolutionary Computation 30 citations Published 2017-03-15
Noise-robust unsupervised spike sorting based on discriminative subspace learning with outlier handling (2017)

Mohammad Reza Keshtkaran Mohammad Reza Keshtkaran Zhi Yang Zhi Yang

spike sorting dimensionality reduction sorting cluster analysis discriminative model +6 more

Journal of Neural Engineering 11 citations Published 2017-03-14
LSTM network: a deep learning approach for short-term traffic forecast (2017)

Zheng Zhao Weihai Chen Xingming Wu Peter C. Y. Chen Jingmeng Liu

traffic generation model intelligent transportation system deep learning real time computing simulation +5 more

Iet Intelligent Transport Systems 591 citations Published 2017-03-09
Heterogeneous Sensor Data Fusion By Deep Multimodal Encoding (2017)

Zuozhu Liu Wenyu Zhang Shaowei Lin Tony Q.S. Quek

missing data sensor fusion data compression data integration deep learning +7 more

IEEE Journal of Selected Topics in Signal Processing 19 citations Published 2017-03-08
Estimation of Desired Motion Intention and compliance control for upper limb assist exoskeleton (2017)

Abdul Manan Khan Deok-won Yun Khalil Muhammad Zuhaib Junaid Iqbal Rui-Jun Yan Fatima Khan Changsoo Han

impedance control trajectory artificial neural network extreme learning machine exoskeleton +7 more

International Journal of Control Automation and Systems 12 citations Published 2017-03-08
Physically interacting individuals estimate the partner’s goal to enhance their movements (2017)

Atsushi Takagi Gowrishankar Ganesh Toshinori Yoshioka Mitsuo Kawato Etienne Burdet Etienne Burdet

haptic technology robot robotics human computer interaction computer science +3 more

Nature Human Behaviour 35 citations Published 2017-03-06
Ensemble-Based Risk Scoring with Extreme Learning Machine for Prediction of Adverse Cardiac Events (2017)

Nan Liu Nan Liu Nan Liu Jeffrey Tadashi Sakamoto Jiuwen Cao Zhi Xiong Koh Andrew Fu Wah Ho Zhiping Lin Marcus Eng Hock Ong Marcus Eng Hock Ong

ensemble learning extreme learning machine artificial neural network vital signs chest pain +7 more

Cognitive Computation 14 citations Published 2017-03-06
Sparse representation for colors of 3D point cloud via virtual adaptive sampling (2017)

Junhui Hou Lap-Pui Chau Ying He Philip A. Chou

sparse approximation compressed sensing algorithm design point cloud audio signal +7 more

2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 12 citations Published 2017-03-05
On time-frequency mask estimation for MVDR beamforming with application in robust speech recognition (2017)

Xiong Xiao Shengkui Zhao Douglas L. Jones Eng Siong Chng Haizhou Li

word error rate beamforming recurrent neural network robustness artificial neural network +7 more

2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 58 citations Published 2017-03-05
A novel LBP-based Color descriptor for face recognition (2017)

Ze Lu Xudong Jiang Alex Kot

three dimensional face recognition feature vector facial recognition system feature extraction channel +7 more

2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 11 citations Published 2017-03-05
Utility-Driven Adaptive Preprocessing for Screen Content Video Compression (2017)

Shiqi Wang Xinfeng Zhang Xianming Liu Jian Zhang Siwei Ma Wen Gao

video quality data compression gaussian filter auditory masking coding +6 more

IEEE Transactions on Multimedia 85 citations Published 2017-03-01
Tracklet Association by Online Target-Specific Metric Learning and Coherent Dynamics Estimation (2017)

Bing Wang Gang Wang Kap Luk Chan Li Wang

tracking system trajectory computer vision flow network machine learning +5 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 63 citations Published 2017-03-01
Sound-Event Classification Using Robust Texture Features for Robot Hearing (2017)

Jianfeng Ren Xudong Jiang Junsong Yuan Nadia Magnenat-Thalmann

local binary patterns spectrogram feature feature extraction pixel +7 more

IEEE Transactions on Multimedia 15 citations Published 2017-03-01
Scalable Image Retrieval by Sparse Product Quantization (2017)

Qingqun Ning Jianke Zhu Zhiyuan Zhong Steven C.H. Hoi Chun Chen

vector quantization quantization learning vector quantization sparse approximation quantization +6 more

IEEE Transactions on Multimedia 21 citations Published 2017-03-01
Representative Selection with Structured Sparsity (2017)

Hongxing Wang Hongxing Wang Yoshinobu Kawahara Chaoqun Weng Junsong Yuan

robustness parametric statistics outlier data mining machine learning +4 more

Pattern Recognition 21 citations Published 2017-03-01
Perceptual Reduced-Reference Visual Quality Assessment for Contrast Alteration (2017)

Min Liu Ke Gu Guangtao Zhai Patrick Le Callet Wenjun Zhang

human visual system model image quality histogram visualization pattern recognition +7 more

IEEE Transactions on Broadcasting 18 citations Published 2017-03-01
Perceptual Depth Quality in Distorted Stereoscopic Images (2017)

Jiheng Wang Shiqi Wang Kede Ma Zhou Wang

depth perception stereoscopy image quality absolute category rating perception +6 more

IEEE Transactions on Image Processing 18 citations Published 2017-03-01
Object-Based Multiple Foreground Segmentation in RGBD Video (2017)

Huazhu Fu Dong Xu Stephen Lin

scale space segmentation segmentation based object categorization image segmentation rgb color model segmentation +7 more

IEEE Transactions on Image Processing 53 citations Published 2017-03-01

Previous Next

RUL Prediction of Deteriorating Products Using an Adaptive Wiener Process Model (2017)

QMDP-Net: Deep Learning for Planning under Partial Observability (2017)

Autoencoding Evolutionary Search With Learning Across Heterogeneous Problems (2017)

Noise-robust unsupervised spike sorting based on discriminative subspace learning with outlier handling (2017)

LSTM network: a deep learning approach for short-term traffic forecast (2017)

Heterogeneous Sensor Data Fusion By Deep Multimodal Encoding (2017)

Estimation of Desired Motion Intention and compliance control for upper limb assist exoskeleton (2017)

Physically interacting individuals estimate the partner’s goal to enhance their movements (2017)

Ensemble-Based Risk Scoring with Extreme Learning Machine for Prediction of Adverse Cardiac Events (2017)

Sparse representation for colors of 3D point cloud via virtual adaptive sampling (2017)

On time-frequency mask estimation for MVDR beamforming with application in robust speech recognition (2017)

A novel LBP-based Color descriptor for face recognition (2017)

Utility-Driven Adaptive Preprocessing for Screen Content Video Compression (2017)

Tracklet Association by Online Target-Specific Metric Learning and Coherent Dynamics Estimation (2017)

Sound-Event Classification Using Robust Texture Features for Robot Hearing (2017)

Scalable Image Retrieval by Sparse Product Quantization (2017)

Representative Selection with Structured Sparsity (2017)

Perceptual Reduced-Reference Visual Quality Assessment for Contrast Alteration (2017)

Perceptual Depth Quality in Distorted Stereoscopic Images (2017)

Object-Based Multiple Foreground Segmentation in RGBD Video (2017)