Publications - Machine Learning SG

A stacked contractive denoising auto-encoder for ECG signal denoising. (2016)

Peng Xiong Hongrui Wang Hongrui Wang Ming Liu Feng Lin Zengguang Hou Xiuling Liu

video denoising noise reduction feature extraction mean squared error artificial neural network +7 more

Physiological Measurement 20 citations Published 2016-11-21
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation (2016)

Guosheng Lin Anton Milan Chunhua Shen Ian Reid

convolutional neural network pooling cognitive neuroscience of visual object recognition residual segmentation +6 more

arXiv preprint arXiv:1611.06612 62 citations Published 2016-11-20
Learning to Integrate Occlusion-Specific Detectors for Heavily Occluded Pedestrian Detection (2016)

Chunluan Zhou Junsong Yuan

pedestrian detection support vector machine detector computer vision fuse +5 more

Asian Conference on Computer Vision 19 citations Published 2016-11-20
Fast and Accurate Spatiotemporal Fusion Based Upon Extreme Learning Machine (2016)

Xun Liu Chenwei Deng Shuigen Wang Guang-Bin Huang Baojun Zhao Paula Lauren

feature vector extreme learning machine sparse approximation image resolution computer vision +6 more

IEEE Geoscience and Remote Sensing Letters 36 citations Published 2016-11-18
Deep Learning at Scale and at Ease (2016)

Wei Wang Gang Chen Haibo Chen Tien Tuan Anh Dinh Jinyang Gao Beng Chin Ooi Kian-Lee Tan Sheng Wang Meihui Zhang

deep learning scalability programming paradigm usability computer science +6 more

acm multimedia 15 citations Published 2016-11-18
Action2Activity: Recognizing Complex Activities from Sensor Data (2016)

Ye Liu Liqiang Nie Lei Han Luming Zhang David S Rosenblum

activity recognition bridging pattern recognition computer science discriminant +4 more

arXiv preprint arXiv:1611.01872 32 citations Published 2016-11-07
A Compare-Aggregate Model for Matching Text Sequences (2016)

Shuohang Wang Jing Jiang

convolutional neural network artificial neural network machine learning computer science tensor +3 more

arXiv preprint arXiv:1611.01747 15 citations Published 2016-11-06
Machine Learning Based Single-Frame Super-Resolution Processing for Lensless Blood Cell Counting (2016)

Xiwei Huang Yu Jiang Xu Liu Hang Xu Zhi Han Hailong Rong Haiping Yang Mei Yan Hao Yu

image sensor convolutional neural network cmos lens extreme learning machine +7 more

Sensors 23 citations Published 2016-11-02
Traffic flow prediction with Long Short-Term Memory Networks (LSTMs) (2016)

Hongxin Shao Boon-Hee Soong

traffic flow intelligent transportation system deep learning machine learning data mining +7 more

2016 IEEE Region 10 Conference (TENCON) 17 citations Published 2016-11-01
Neural Network for Heterogeneous Annotations. (2016)

Hongshen Chen Yue Zhang Qun Liu

artificial neural network artificial intelligence computer science

Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing 26 citations Published 2016-11-01
Methods for artifact detection and removal from scalp EEG: A review (2016)

Kafiul Islam Amir Rastegarnia Zhi Yang

electroencephalography wavelet transform preprocessor brain activity and meditation pattern recognition +5 more

Neurophysiologie Clinique-clinical Neurophysiology 169 citations Published 2016-11-01
Machine health monitoring with LSTM networks (2016)

Rui Zhao Jinjiang Wang Ruqiang Yan Kezhi Mao

feature learning deep learning artificial neural network data modeling feature extraction +7 more

2016 10th International Conference on Sensing Technology (ICST) 96 citations Published 2016-11-01
Learning to segment with image-level annotations (2016)

Yunchao Wei Xiaodan Liang Yunpeng Chen Zequn Jie Yanhui Xiao Yao Zhao Shuicheng Yan

scale space segmentation deep learning convolutional neural network segmentation pattern recognition +6 more

Pattern Recognition 82 citations Published 2016-11-01
Learning to Recognize Discontiguous Entities (2016)

Aldrian Obaja Muis Wei Lu

crfs ambiguity hypergraph natural language processing encode +2 more

Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing 16 citations Published 2016-11-01
Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network (2016)

Tuan Luu Anh Yi Tay Siu Cheung Hui See Kiong Ng

artificial neural network weighting machine learning pattern recognition computer science +2 more

Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing 52 citations Published 2016-11-01
Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment Classification (2016)

Jianfei Yu Jing Jiang

sentence natural language processing computer science artificial intelligence

Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing 119 citations Published 2016-11-01
Large-scale characterization of non-native Mandarin Chinese spoken by speakers of European origin (2016)

Nancy F. Chen Darren Wee Rong Tong Bin Ma Haizhou Li

pronunciation mandarin chinese speech corpus fluency romance languages +7 more

Speech Communication 22 citations Published 2016-11-01
Joint feature-sample selection and robust diagnosis of Parkinson's disease from MRI data (2016)

Ehsan Adeli Feng Shi Le An Chong Yaw Wee Chong Yaw Wee Guorong Wu Tao Wang Tao Wang Dinggang Shen Dinggang Shen

boosting unsupervised learning test data machine learning parkinson s disease +6 more

NeuroImage 58 citations Published 2016-11-01
Independent Mobility Achieved through a Wireless Brain-Machine Interface (2016)

Camilo Libedinsky Camilo Libedinsky Rosa So Zhiming Xu Toe K. Kyar Duncun Ho Clement Lim Louiza Chan Yuanwei Chua Lei Yao Jia Hao Cheong Jung Hyup Lee Kulkarni Vinayak Vishal Yongxin Guo Zhi Ning Chen Zhi Ning Chen Lay K. Lim Peng Li Lei Liu Xiaodan Zou Kai K. Ang Yuan Gao Wai Hoe Ng Boon Siew Han Keefe Chng Cuntai Guan Cuntai Guan Minkyu Je Shih-Cheng Yen

primary motor cortex brain computer interface joystick premovement neuronal activity motor cortex +6 more

PLOS ONE 22 citations Published 2016-11-01
Exploring Local and Overall Ordinal Information for Robust Feature Description (2016)

Zhenhua Wang Bin Fan Gang Wang Fuchao Wu

ordinal number feature extraction pixel histogram discriminative model +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 35 citations Published 2016-11-01

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A stacked contractive denoising auto-encoder for ECG signal denoising. (2016)

RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation (2016)

Learning to Integrate Occlusion-Specific Detectors for Heavily Occluded Pedestrian Detection (2016)

Fast and Accurate Spatiotemporal Fusion Based Upon Extreme Learning Machine (2016)

Deep Learning at Scale and at Ease (2016)

Action2Activity: Recognizing Complex Activities from Sensor Data (2016)

A Compare-Aggregate Model for Matching Text Sequences (2016)

Machine Learning Based Single-Frame Super-Resolution Processing for Lensless Blood Cell Counting (2016)

Traffic flow prediction with Long Short-Term Memory Networks (LSTMs) (2016)

Neural Network for Heterogeneous Annotations. (2016)

Methods for artifact detection and removal from scalp EEG: A review (2016)

Machine health monitoring with LSTM networks (2016)

Learning to segment with image-level annotations (2016)

Learning to Recognize Discontiguous Entities (2016)

Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network (2016)

Learning Sentence Embeddings with Auxiliary Tasks for Cross-Domain Sentiment Classification (2016)

Large-scale characterization of non-native Mandarin Chinese spoken by speakers of European origin (2016)

Joint feature-sample selection and robust diagnosis of Parkinson's disease from MRI data (2016)

Independent Mobility Achieved through a Wireless Brain-Machine Interface (2016)

Exploring Local and Overall Ordinal Information for Robust Feature Description (2016)