Publications - Machine Learning SG

Automated detection of retinal health using PHOG and SURF features extracted from fundus images (2018)

Joel E. Koh Eddie Y. Ng Sulatha V. Bhandary Augustinus Laude U. Rajendra Acharya

fundus glaucoma diabetic retinopathy histogram of oriented gradients macular degeneration +7 more

Applied Intelligence 12 citations Published 2018-05-01
An end-to-end framework for real-time automatic sleep stage classification. (2018)

Amiya Patanaik Ju Lynn Ong Joshua J Gooley Sonia Ancoli-Israel Michael W L Chee

sleep stages polysomnography electroencephalography cloud computing machine learning +6 more

Sleep 67 citations Published 2018-05-01
AI for medical imaging goes deep. (2018)

Daniel S W Ting Daniel S W Ting Yong Liu Philippe Burlina Xinxing Xu Neil M Bressler Tien Y Wong

optical coherence tomography medical imaging medical diagnosis macular degeneration diabetic retinopathy +6 more

Nature Medicine 67 citations Published 2018-05-01
A Robust Robot Design for Item Picking (2018)

Albert Causo Zheng-Hao Chong Ramamoorthy Luxman Yuan Yik Kok Zhao Yi Wee-Ching Pang Ren Meixuan Yee Seng Teoh Wu Jing Hendra Suratno Tju I.-Ming Chen

robot machine vision stereo cameras robotics motion planning +6 more

2018 IEEE International Conference on Robotics and Automation (ICRA) 13 citations Published 2018-05-01
A New Differential Evolution Algorithm for Minimax Optimization in Robust Design (2018)

Xin Qiu Jian-Xin Xu Yinghao Xu Kay Chen Tan

meta optimization probabilistic based design optimization genetic algorithm minimax algorithm design +7 more

IEEE Transactions on Systems, Man, and Cybernetics 24 citations Published 2018-05-01
Deep Salient Object Detection With Dense Connections and Distraction Diagnosis (2018)

Huaxin Xiao Jiashi Feng Yunchao Wei Maojun Zhang Shuicheng Yan

object detection salience image segmentation electronic mail feature extraction +6 more

IEEE Transactions on Multimedia 30 citations Published 2018-04-26
DeepRefiner: Multi-layer Android Malware Detection System Applying Deep Neural Networks (2018)

Ke Xu Yingjiu Li Robert H. Deng Kai Chen

mobile malware malware bytecode obfuscation android +6 more

2018 IEEE European Symposium on Security and Privacy (EuroS&P) 27 citations Published 2018-04-24
Automatic Pixel-Level Pavement Crack Detection Using Information of Multi-Scale Neighborhoods (2018)

Dihao Ai Guiyuan Jiang Lam Siew Kei Chengwu Li

pixel support vector machine robustness pattern recognition receiver operating characteristic +6 more

IEEE Access 32 citations Published 2018-04-23
Aspect-Based Financial Sentiment Analysis using Deep Learning (2018)

Hitkul Jangid Shivangi Singhal Rajiv Ratn Shah Roger Zimmermann

sentiment analysis deep learning recurrent neural network convolutional neural network f1 score +6 more

WWW '18 Companion Proceedings of the The Web Conference 2018 14 citations Published 2018-04-23
An Improved Sampler for Bayesian Personalized Ranking by Leveraging View Data (2018)

Jingtao Ding Fuli Feng Xiangnan He Guanghui Yu Yong Li Depeng Jin

ranking bayesian probability computer science machine learning artificial intelligence

Companion of the The Web Conference 2018 on The Web Conference 2018 - WWW '18 34 citations Published 2018-04-23
Single Channel Speech Separation with Constrained Utterance Level Permutation Invariant Training Using Grid LSTM (2018)

Chenglin Xu Wei Rao Xiong Xiao Eng Siong Chng Haizhou Li

computational auditory scene analysis permutation speech enhancement mean squared error invariant +6 more

2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 40 citations Published 2018-04-20
Autoencoder-based network anomaly detection (2018)

Zhaomin Chen Chai Kiat Yeo Bu Sung Lee Chiew Tong Lau

autoencoder anomaly detection dimensionality reduction pattern recognition wireless +4 more

2018 Wireless Telecommunications Symposium (WTS) 15 citations Published 2018-04-17
Cyberattack detection in mobile cloud computing: A deep learning approach (2018)

Khoi Khac Nguyen Dinh Thai Hoang Dusit Niyato Ping Wang Diep Nguyen Eryk Dutkiewicz

mobile cloud computing cloud computing data integrity deep learning computer security +6 more

2018 IEEE Wireless Communications and Networking Conference (WCNC) 27 citations Published 2018-04-15
Learning Generalized Deep Feature Representation for Face Anti-Spoofing (2018)

Haoliang Li Peisong He Shiqi Wang Anderson Rocha Xinghao Jiang Alex C. Kot

spoofing attack deep learning convolutional neural network discriminative model pattern recognition +5 more

IEEE Transactions on Information Forensics and Security 70 citations Published 2018-04-11
Time Expression Recognition Using a Constituent-based Tagging Scheme (2018)

Xiaoshi Zhong Erik Cambria

named entity recognition conditional random field expression pattern recognition security token +5 more

WWW '18 Proceedings of the 2018 World Wide Web Conference on World Wide Web 11 citations Published 2018-04-10
Sentiment Analysis by Capsules (2018)

Yequan Wang Aixin Sun Jialong Han Ying Liu Xiaoyan Zhu

sentiment analysis treebank recurrent neural network natural language processing domain specificity +3 more

WWW '18 Proceedings of the 2018 World Wide Web Conference 92 citations Published 2018-04-10
Latent Relational Metric Learning via Memory-based Attention for Collaborative Ranking (2018)

Yi Tay Luu Anh Tuan Siu Cheung Hui

collaborative filtering recommender system deep learning artificial neural network memory module +6 more

WWW '18 Proceedings of the 2018 World Wide Web Conference 135 citations Published 2018-04-10
Deepqoe: A Unified Framework for Learning to Predict Video QoE (2018)

Huaizheng Zhang Han Hu Guanyu Gao Yonggang Wen Kyle Guan

feature learning artificial neural network deep learning video quality feature extraction +6 more

2018 IEEE International Conference on Multimedia and Expo (ICME) 17 citations Published 2018-04-10
Feature Weighting and Regularization of Common Spatial Patterns in EEG-Based Motor Imagery BCI (2018)

Vasilisa Mishuhina Xudong Jiang

overfitting feature selection weighting discriminative model motor imagery +6 more

IEEE Signal Processing Letters 21 citations Published 2018-04-05
Wide-Baseline Stereo-Based Obstacle Mapping for Unmanned Surface Vehicles. (2018)

Xiaozheng Mou Han Wang

visual odometry obstacle compass global positioning system ranging +6 more

Sensors 13 citations Published 2018-04-04

Previous Next

Automated detection of retinal health using PHOG and SURF features extracted from fundus images (2018)

An end-to-end framework for real-time automatic sleep stage classification. (2018)

AI for medical imaging goes deep. (2018)

A Robust Robot Design for Item Picking (2018)

A New Differential Evolution Algorithm for Minimax Optimization in Robust Design (2018)

Deep Salient Object Detection With Dense Connections and Distraction Diagnosis (2018)

DeepRefiner: Multi-layer Android Malware Detection System Applying Deep Neural Networks (2018)

Automatic Pixel-Level Pavement Crack Detection Using Information of Multi-Scale Neighborhoods (2018)

Aspect-Based Financial Sentiment Analysis using Deep Learning (2018)

An Improved Sampler for Bayesian Personalized Ranking by Leveraging View Data (2018)

Single Channel Speech Separation with Constrained Utterance Level Permutation Invariant Training Using Grid LSTM (2018)

Autoencoder-based network anomaly detection (2018)

Cyberattack detection in mobile cloud computing: A deep learning approach (2018)

Learning Generalized Deep Feature Representation for Face Anti-Spoofing (2018)

Time Expression Recognition Using a Constituent-based Tagging Scheme (2018)

Sentiment Analysis by Capsules (2018)

Latent Relational Metric Learning via Memory-based Attention for Collaborative Ranking (2018)

Deepqoe: A Unified Framework for Learning to Predict Video QoE (2018)

Feature Weighting and Regularization of Common Spatial Patterns in EEG-Based Motor Imagery BCI (2018)

Wide-Baseline Stereo-Based Obstacle Mapping for Unmanned Surface Vehicles. (2018)