Publications - Machine Learning SG

Commonsense knowledge adversarial dataset that challenges ELECTRA (2020)

Gongqi Lin Yuan Miao Xiaoyong Yang Wenwu Ou Lizhen Cui Wei Guo Chunyan Miao

commonsense knowledge common knowledge wordnet reading comprehension comprehension +6 more

arXiv preprint arXiv:2010.13049 Published 2020-10-25
Deep learning for building occupancy estimation using environmental sensors (2020)

Zhenghua Chen Chaoyang Jiang Mustafa K. Masood Yeng Chai Soh Min Wu Xiaoli Li

feature engineering feature learning deep learning feature extraction convolutional neural network +6 more

1 citations Published 2020-10-24
Collaborative Machine Learning with Incentive-Aware Model Rewards (2020)

Rachael Hwee Ling Sim Yehong Zhang Mun Choon Chan Bryan Kian Hsiang Low

shapley value cooperative game theory incentive gaussian noise computer science +5 more

arXiv preprint arXiv:2010.12797 1 citations Published 2020-10-24
Triboelectric nanogenerator sensors for soft robotics aiming at digital twin applications. (2020)

Tao Jin Zhongda Sun Long Li Quan Zhang Minglu Zhu Zixuan Zhang Guangjie Yuan Tao Chen Yingzhong Tian Xuyan Hou Chengkuo Lee

tactile sensor soft robotics triboelectric effect nanogenerator computer vision +5 more

Nature Communications 3 citations Published 2020-10-23
A novel fusion approach of deep convolution neural network with auto-encoder and its application in planetary gearbox fault diagnosis: (2020)

Fafa Chen Fafa Chen Fafa Chen Lili Liu Lili Liu Baoping Tang Baojia Chen Wenrong Xiao Fajun Zhang

deep learning convolutional neural network autoencoder pattern recognition computer science +3 more

Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability Published 2020-10-23
Towards augmented kernel extreme learning models for bankruptcy prediction: Algorithmic behavior and comprehensive analysis (2020)

Yanan Zhang Yanan Zhang Renjing Liu Ali Asghar Heidari Ali Asghar Heidari Xin Wang Ying Chen Mingjing Wang Huiling Chen

bankruptcy prediction premature convergence classifier machine learning kernel +6 more

Neurocomputing 1 citations Published 2020-10-22
Stereo-rectification and homography-transform-based stereo matching methods for stereo digital image correlation (2020)

Fuqiang Zhong Chenggen Quan

homography computer vision digital image correlation accuracy and precision planar +5 more

Measurement Published 2020-10-22
Rapid annotation of seizures and interictal-ictal-injury continuum EEG patterns. (2020)

Jin Jing Emile d’Angremont Senan Ebrahim Mohammad Tabaeizadeh Marcus Ng Aline Herlopian Justin Dauwels M. Brandon Westover

cluster analysis affinity propagation medoid electroencephalography ictal +6 more

Journal of Neuroscience Methods Published 2020-10-22
Maximum Mean Discrepancy is Aware of Adversarial Attacks. (2020)

Ruize Gao Feng Liu Jingfeng Zhang Bo Han Tongliang Liu Gang Niu Masashi Sugiyama

adversarial system kernel gaussian function bootstrapping machine learning +5 more

arXiv: Learning Published 2020-10-22
Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games (2020)

Yunqiu Xu Meng Fang Ling Chen Yali Du Joey Tianyi Zhou Chengqi Zhang

reinforcement learning natural language inference artificial intelligence computer science +1 more

arXiv preprint arXiv:2010.11655 Published 2020-10-22
Deep Multimodal Transfer Learning for Cross-Modal Retrieval. (2020)

Liangli Zhen Peng Hu Xi Peng Rick Siow Mong Goh Joey Tianyi Zhou

multimodal learning transfer of learning artificial neural network machine learning modalities +6 more

IEEE Transactions on Neural Networks Published 2020-10-22
Decoding of facial strains via conformable piezoelectric interfaces. (2020)

Tao Sun Farita Tasnim Rachel T. McIntosh Nikta Amiri Dana Solav Mostafa Tavakkoli Anbarani David Sadat Lin Zhang Yuandong Gu M. Amin Karami Canan Dagdeviren

conformable matrix kinematics multiphysics decoding methods digital image correlation +6 more

Nature Biomedical Engineering 1 citations Published 2020-10-22
On Offline Evaluation of Recommender Systems. (2020)

Yitong Ji Aixin Sun Jie Zhang Chenliang Li

movielens recommender system supervised learning timeline machine learning +4 more

arXiv preprint arXiv:2010.11060 Published 2020-10-21
Kernel-Target Alignment based Non-linear Metric Learning (2020)

Yonghui Xu Yonghui Xu Chunyan Miao Yong Liu Hengjie Song Yi Hu Huaqing Min

kernel metric kernel feature vector mnist database +6 more

Neurocomputing Published 2020-10-21
Introducing FPGA-based Machine Learning on the Edge to Undergraduate Students (2020)

Rajesh C Panicker Akash Kumar Deepu John

physical design edge computing systems design use case cloud computing +6 more

2020 IEEE Frontiers in Education Conference (FIE) Published 2020-10-21
Improving Generalization in Reinforcement Learning with Mixture Regularization. (2020)

Kaixin Wang Bingyi Kang Jie Shao Jiashi Feng

overfitting reinforcement learning generalizability theory regularization machine learning +6 more

arXiv preprint arXiv:2010.10814 Published 2020-10-21
AutoScore: A Machine Learning–Based Automatic Clinical Score Generator and Its Application to Mortality Prediction Using Electronic Health Records (2020)

Feng Xie Bibhas Chakraborty Bibhas Chakraborty Marcus Eng Hock Ong Marcus Eng Hock Ong Marcus Eng Hock Ong Benjamin Alan Goldstein Benjamin Alan Goldstein Nan Liu Nan Liu

intensive care interpretability model selection clinical prediction rule logistic regression +6 more

JMIR medical informatics Published 2020-10-21
“Number form area” distinguishes between numerals and other character categories during passive viewing: A meta-synthesis of representational similarity analyses with three studies (2020)

Darren Yeo Darren Yeo Courtney Pollack Rebecca Merkley Rebecca Merkley Daniel Ansari Gavin Price

numeral system number form natural language processing computer science artificial intelligence +1 more

Journal of Vision Published 2020-10-20
Semi‐supervised learning based on convolutional neural network and uncertainty filter for façade defects classification (2020)

Jingjing Guo Qian Wang Yiting Li

convolutional neural network semi supervised learning pattern recognition computer science facade +1 more

Computer-aided Civil and Infrastructure Engineering Published 2020-10-20
Performance boost after eye blinks in object recognition tasks (2020)

Jit Wei Ang Gerrit Maus

cognitive neuroscience of visual object recognition computer vision computer science artificial intelligence

Journal of Vision Published 2020-10-20

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Commonsense knowledge adversarial dataset that challenges ELECTRA (2020)

Deep learning for building occupancy estimation using environmental sensors (2020)

Collaborative Machine Learning with Incentive-Aware Model Rewards (2020)

Triboelectric nanogenerator sensors for soft robotics aiming at digital twin applications. (2020)

A novel fusion approach of deep convolution neural network with auto-encoder and its application in planetary gearbox fault diagnosis: (2020)

Towards augmented kernel extreme learning models for bankruptcy prediction: Algorithmic behavior and comprehensive analysis (2020)

Stereo-rectification and homography-transform-based stereo matching methods for stereo digital image correlation (2020)

Rapid annotation of seizures and interictal-ictal-injury continuum EEG patterns. (2020)

Maximum Mean Discrepancy is Aware of Adversarial Attacks. (2020)

Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games (2020)

Deep Multimodal Transfer Learning for Cross-Modal Retrieval. (2020)

Decoding of facial strains via conformable piezoelectric interfaces. (2020)

On Offline Evaluation of Recommender Systems. (2020)

Kernel-Target Alignment based Non-linear Metric Learning (2020)

Introducing FPGA-based Machine Learning on the Edge to Undergraduate Students (2020)

Improving Generalization in Reinforcement Learning with Mixture Regularization. (2020)

AutoScore: A Machine Learning–Based Automatic Clinical Score Generator and Its Application to Mortality Prediction Using Electronic Health Records (2020)

“Number form area” distinguishes between numerals and other character categories during passive viewing: A meta-synthesis of representational similarity analyses with three studies (2020)

Semi‐supervised learning based on convolutional neural network and uncertainty filter for façade defects classification (2020)

Performance boost after eye blinks in object recognition tasks (2020)