Publications - Machine Learning SG

Context-Aware Visual Policy Network for Sequence-Level Image Captioning (2018)

Daqing Liu Zheng-Jun Zha Hanwang Zhang Yongdong Zhang Feng Wu

closed captioning natural language reinforcement learning subsequence natural language processing +6 more

arXiv preprint arXiv:1808.05864 11 citations Published 2018-08-16
Accelerating Materials Development via Automation, Machine Learning, and High-Performance Computing (2018)

Juan Pablo Correa-Baena Kedar Hippalgaonkar Jeroen van Duren Shaffiq Jaffer Vijay Ramaseshan Chandrasekhar Vladan Stevanovic Cyrus Wadia Supratik Guha Supratik Guha Tonio Buonassisi

return on investment automation pace timeline computer science +6 more

Joule 76 citations Published 2018-08-15
Bionic Single-Electrode Electronic Skin Unit Based on Piezoelectric Nanogenerator (2018)

Xiaoxiong Wang Wei-Zhi Song Ming-Hao You Jun Zhang Miao Yu Miao Yu Zhiyong Fan Seeram Ramakrishna Yun-Ze Long

nanogenerator electronic skin robotics robot piezoelectricity +6 more

ACS Nano 66 citations Published 2018-08-13
Adversarial Personalized Ranking for Recommendation (2018)

Xiangnan He Zhankui He Xiaoyu Du Tat-Seng Chua

ranking recommender system minimax robustness machine learning +6 more

arXiv: Information Retrieval 19 citations Published 2018-08-12
Spatio–Spectral Representation Learning for Electroencephalographic Gait-Pattern Classification (2018)

Sim Kuan Goh Hussein A. Abbass Kay Chen Tan Abdullah Al-Mamun Nitish Thakor Anastasios Bezerianos Junhua Li

feature learning gait discriminative model convolutional neural network feature extraction +6 more

IEEE Transactions on Neural Systems and Rehabilitation Engineering 16 citations Published 2018-08-07
Urban Traffic Prediction from Mobility Data Using Deep Learning (2018)

Zhidan Liu Zhenjiang Li Kaishun Wu Mo Li

traffic flow feature learning deep learning feature extraction data modeling +6 more

IEEE Network 55 citations Published 2018-08-03
Two Local Models for Neural Constituent Parsing (2018)

Zhiyang Teng Yue Zhang

parsing deep learning bracketing syntax natural language processing +2 more

Proceedings of the 27th International Conference on Computational Linguistics 15 citations Published 2018-08-01
Simultaneous Local Binary Feature Learning and Encoding for Homogeneous and Heterogeneous Face Recognition (2018)

Jiwen Lu Venice Erin Liong Jie Zhou

three dimensional face recognition local binary patterns feature learning feature feature extraction +7 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 92 citations Published 2018-08-01
Robust Adaptive Embedded Label Propagation With Weight Learning for Inductive Classification (2018)

Zhao Zhang Fanzhang Li Lei Jia Jie Qin Li Zhang Shuicheng Yan

robustness sparse matrix approximation error feature extraction encoding +6 more

IEEE Transactions on Neural Networks 24 citations Published 2018-08-01
Optimizing Multistage Discriminative Dictionaries for Blind Image Quality Assessment (2018)

Qiuping Jiang Feng Shao Weisi Lin Ke Gu Gangyi Jiang Huifang Sun

codebook feature extraction discriminative model unsupervised learning image quality +6 more

IEEE Transactions on Multimedia 58 citations Published 2018-08-01
Non-intrusive fall detection monitoring for the elderly based on fuzzy logic (2018)

Poi Voon Er Kok Kiong Tan

accidental fall accelerometer fuzzy logic sound pressure computer vision +5 more

Measurement 16 citations Published 2018-08-01
Local Large-Margin Multi-Metric Learning for Face and Kinship Verification (2018)

Junlin Hu Jiwen Lu Yap-Peng Tan Junsong Yuan Jie Zhou

mahalanobis distance feature extraction discriminative model machine learning data set +6 more

IEEE Transactions on Circuits and Systems for Video Technology 21 citations Published 2018-08-01
Lexicon-based sentiment analysis: Comparative evaluation of six sentiment lexicons: (2018)

Christopher S. G. Khoo Sathik Basha Johnkhan

sentiment analysis lexicon question answering sentence natural language processing +6 more

Journal of Information Science 31 citations Published 2018-08-01
GPF: GMM-Inspired Feature-Preserving Point Set Filtering (2018)

Xuequan Lu Shihao Wu Honghua Chen Sai-Kit Yeung Wenzhi Chen Matthias Zwicker

filter moving least squares mixture model robustness noise measurement +6 more

IEEE Transactions on Visualization and Computer Graphics 12 citations Published 2018-08-01
Effective Attention Modeling for Aspect-Level Sentiment Classification (2018)

Ruidan He Wee Sun Lee Hwee Tou Ng Daniel Dahlmeier

semeval sentence syntax natural language processing computer science +2 more

Proceedings of the 27th International Conference on Computational Linguistics 90 citations Published 2018-08-01
OntoSenticNet: A Commonsense Ontology for Sentiment Analysis (2018)

Mauro Dragoni Soujanya Poria Erik Cambria

ontology sentiment analysis word embedding ontology semantic network +6 more

IEEE Intelligent Systems 80 citations Published 2018-07-31
iTCM: Toward Learning-Based Thermal Comfort Modeling via Pervasive Sensing for Smart Buildings (2018)

Weizheng Hu Yonggang Wen Kyle Guan Guangyu Jin King Jet Tseng

thermal comfort reinforcement learning artificial neural network building automation wireless sensor network +6 more

IEEE Internet of Things Journal 12 citations Published 2018-07-31
ReenactGAN: Learning to Reenact Faces via Boundary Transfer (2018)

Wayne Wu Yunxuan Zhang Cheng Li Chen Qian Chen Change Loy

transformer expression pixel computer vision computer science +3 more

arXiv preprint arXiv:1807.11079 12 citations Published 2018-07-29
Deep Transfer Learning for Cross-domain Activity Recognition (2018)

Jindong Wang Vincent W. Zheng Yiqiang Chen Meiyu Huang

transfer of learning activity recognition deep learning artificial neural network knowledge transfer +6 more

Proceedings of the 3rd International Conference on Crowd Science and Engineering 22 citations Published 2018-07-28
A GPU-Outperforming FPGA Accelerator Architecture for Binary Convolutional Neural Networks (2018)

Yixing Li Zichuan Liu Kai Xu Hao Yu Fengbo Ren

hardware acceleration convolutional neural network deep learning bitwise operation throughput +7 more

ACM Journal on Emerging Technologies in Computing Systems 20 citations Published 2018-07-27

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Context-Aware Visual Policy Network for Sequence-Level Image Captioning (2018)

Accelerating Materials Development via Automation, Machine Learning, and High-Performance Computing (2018)

Bionic Single-Electrode Electronic Skin Unit Based on Piezoelectric Nanogenerator (2018)

Adversarial Personalized Ranking for Recommendation (2018)

Spatio–Spectral Representation Learning for Electroencephalographic Gait-Pattern Classification (2018)

Urban Traffic Prediction from Mobility Data Using Deep Learning (2018)

Two Local Models for Neural Constituent Parsing (2018)

Simultaneous Local Binary Feature Learning and Encoding for Homogeneous and Heterogeneous Face Recognition (2018)

Robust Adaptive Embedded Label Propagation With Weight Learning for Inductive Classification (2018)

Optimizing Multistage Discriminative Dictionaries for Blind Image Quality Assessment (2018)

Non-intrusive fall detection monitoring for the elderly based on fuzzy logic (2018)

Local Large-Margin Multi-Metric Learning for Face and Kinship Verification (2018)

Lexicon-based sentiment analysis: Comparative evaluation of six sentiment lexicons: (2018)

GPF: GMM-Inspired Feature-Preserving Point Set Filtering (2018)

Effective Attention Modeling for Aspect-Level Sentiment Classification (2018)

OntoSenticNet: A Commonsense Ontology for Sentiment Analysis (2018)

iTCM: Toward Learning-Based Thermal Comfort Modeling via Pervasive Sensing for Smart Buildings (2018)

ReenactGAN: Learning to Reenact Faces via Boundary Transfer (2018)

Deep Transfer Learning for Cross-domain Activity Recognition (2018)

A GPU-Outperforming FPGA Accelerator Architecture for Binary Convolutional Neural Networks (2018)