Publications - Machine Learning SG

Sharable and Individual Multi-View Metric Learning (2018)

Junlin Hu Jiwen Lu Yap-Peng Tan

metric artificial neural network deep learning pairwise comparison data point +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 86 citations Published 2018-09-01
Safety leading indicators for construction sites: A machine learning approach (2018)

Clive Q.X. Poh Chalani Udhyami Ubeynarayana Yang Miang Goh

variables decision tree economic indicator data type feature selection +6 more

Automation in Construction 32 citations Published 2018-09-01
Learning structures of interval-based Bayesian networks in probabilistic generative model for human complex activity recognition (2018)

Li Liu Shu Wang Bin Hu Qingyu Qiong Junhao Wen David S. Rosenblum

bayesian network probabilistic logic chinese restaurant process activity recognition bayesian inference +6 more

Pattern Recognition 33 citations Published 2018-09-01
Image Visual Realism: From Human Perception to Machine Computation (2018)

Shaojing Fan Tian-Tsong Ng Bryan Lee Koenig Jonathan Samuel Herberg Ming Jiang Zhiqi Shen Qi Zhao

rendering computer graphics visualization convolutional neural network realism +7 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 11 citations Published 2018-09-01
Heterogeneous Multitask Metric Learning Across Multiple Domains (2018)

Yong Luo Yonggang Wen Dacheng Tao

metric transfer of learning support vector machine kernel subspace topology +6 more

IEEE Transactions on Neural Networks 17 citations Published 2018-09-01
Factors influencing unsafe behaviors: A supervised learning approach. (2018)

Yang Miang Goh Chalani U. Ubeynarayana Karen Le Xin Wong Brian H.W. Guo Brian H.W. Guo

theory of reasoned action supervised learning safety behaviors decision tree construction site safety +6 more

Accident Analysis & Prevention 17 citations Published 2018-09-01
Epilepsyecosystem.org: crowd-sourcing reproducible seizure prediction with long-term human intracranial EEG. (2018)

Levin Kuhlmann Levin Kuhlmann Philippa Karoly Dean R. Freestone Benjamin H. Brinkmann Andriy Temko Alexandre Barachant Feng Li Gilberto Titericz Brian W. Lang Daniel Lavery Kelly Roman Derek Broadhead Scott Dobson Gareth Jones Qingnan Tang Irina Ivanenko Oleg Panichev Timothée Proix Michal Náhlík Daniel B. Grunberg Chip Reuben Gregory Alan Worrell Brian Litt David T.J. Liley David T.J. Liley David B. Grayden Mark J. Cook

predictive analytics electroencephalography crowdsourcing machine learning epilepsy +6 more

Brain 53 citations Published 2018-09-01
Detail Preserving Depth Estimation from a Single Image Using Attention Guided Networks (2018)

Zhixiang Hao Yu Li Shaodi You Feng Lu

depth map feature extraction convolutional neural network deep learning contextual image classification +6 more

2018 International Conference on 3D Vision (3DV) 18 citations Published 2018-09-01
Co-evolutionary multi-task learning for dynamic time series prediction (2018)

Rohitash Chandra Yew-Soon Ong Chi-Keong Goh

online machine learning multi task learning artificial neural network time series dynamic programming +6 more

Applied Soft Computing 14 citations Published 2018-09-01
Classification of Imbalanced Data by Oversampling in Kernel Space of Support Vector Machines (2018)

Josey Mathew Chee Khiang Pang Ming Luo Weng Hoe Leong

support vector machine oversampling statistical classification feature vector discriminative model +7 more

IEEE Transactions on Neural Networks 66 citations Published 2018-09-01
Building occupancy modeling using generative adversarial network (2018)

Zhenghua Chen Chaoyang Jiang

occupancy model building discriminative model artificial neural network machine learning +6 more

Energy and Buildings 13 citations Published 2018-09-01
Blurriness-Guided Unsharp Masking (2018)

Wei Ye Kai-Kuang Ma

unsharp masking pixel noise measurement computer vision scaling +4 more

IEEE Transactions on Image Processing 11 citations Published 2018-09-01
Blind stereoscopic 3D image quality assessment via analysis of naturalness, structure, and binocular asymmetry (2018)

Guanghui Yue Guanghui Yue Chunping Hou Qiuping Jiang Qiuping Jiang Yang Yang

image quality stereoscopy naturalness support vector machine pattern recognition +6 more

Signal Processing 14 citations Published 2018-09-01
Application of an optimal class of antisymmetric wavelet filter banks for obstructive sleep apnea diagnosis using ECG signals. (2018)

Manish Sharma Shreyansh Agarwal U. Rajendra Acharya U. Rajendra Acharya U. Rajendra Acharya

filter bank wavelet filter design least squares support vector machine optimization problem +6 more

Computers in Biology and Medicine 33 citations Published 2018-09-01
Accurate nonlinear mapping between MNI volumetric and FreeSurfer surface coordinate systems (2018)

Jianxiao Wu Gia H. Ngo Douglas Greve Jingwei Li Tong He Bruce Fischl Bruce Fischl Simon B. Eickhoff B.T. Thomas Yeo

data mapping coordinate system visualization normalization pattern recognition +5 more

Human Brain Mapping 20 citations Published 2018-09-01
Accurate detection of ellipses with false detection control at video rates using a gradient analysis (2018)

Huixu Dong Dilip K. Prasad I-Ming Chen

ellipse smoothness pattern recognition computation detector +5 more

Pattern Recognition 17 citations Published 2018-09-01
Densely Connected Bidirectional LSTM with Applications to Sentence Classification (2018)

Zixiang Ding Rui Xia Jianfei Yu Xiang Li Jian Yang

overfitting concatenation sentence recursion artificial intelligence +3 more

CCF International Conference on Natural Language Processing and Chinese Computing 18 citations Published 2018-08-26
In-built thermo-mechanical cooperative feedback mechanism for self-propelled multimodal locomotion and electricity generation. (2018)

Xiao-Qiao Wang Chuan Fu Tan Kwok Hoe Chan Xin Lu Liangliang Zhu Sang-Woo Kim Ghim Wei Ho Ghim Wei Ho

soft robotics waste heat electricity generation energy recovery robotics +6 more

Nature Communications 29 citations Published 2018-08-24
Scenario-Based Insider Threat Detection From Cyber Activities (2018)

Pratik Chattopadhyay Lipo Wang Yap-Peng Tan

insider threat autoencoder anomaly detection electronic mail feature vector +6 more

IEEE Transactions on Computational Social Systems 14 citations Published 2018-08-23
DOPING: Generative Data Augmentation for Unsupervised Anomaly Detection with GAN (2018)

Swee Kiat Lim Yi Loo Ngoc-Trung Tran Ngai-Man Cheung Gemma Roig Yuval Elovici

autoencoder anomaly detection oversampling false positive paradox complex data type +6 more

2018 IEEE International Conference on Data Mining (ICDM) 27 citations Published 2018-08-23

Previous Next

Sharable and Individual Multi-View Metric Learning (2018)

Safety leading indicators for construction sites: A machine learning approach (2018)

Learning structures of interval-based Bayesian networks in probabilistic generative model for human complex activity recognition (2018)

Image Visual Realism: From Human Perception to Machine Computation (2018)

Heterogeneous Multitask Metric Learning Across Multiple Domains (2018)

Factors influencing unsafe behaviors: A supervised learning approach. (2018)

Epilepsyecosystem.org: crowd-sourcing reproducible seizure prediction with long-term human intracranial EEG. (2018)

Detail Preserving Depth Estimation from a Single Image Using Attention Guided Networks (2018)

Co-evolutionary multi-task learning for dynamic time series prediction (2018)

Classification of Imbalanced Data by Oversampling in Kernel Space of Support Vector Machines (2018)

Building occupancy modeling using generative adversarial network (2018)

Blurriness-Guided Unsharp Masking (2018)

Blind stereoscopic 3D image quality assessment via analysis of naturalness, structure, and binocular asymmetry (2018)

Application of an optimal class of antisymmetric wavelet filter banks for obstructive sleep apnea diagnosis using ECG signals. (2018)

Accurate nonlinear mapping between MNI volumetric and FreeSurfer surface coordinate systems (2018)

Accurate detection of ellipses with false detection control at video rates using a gradient analysis (2018)

Densely Connected Bidirectional LSTM with Applications to Sentence Classification (2018)

In-built thermo-mechanical cooperative feedback mechanism for self-propelled multimodal locomotion and electricity generation. (2018)

Scenario-Based Insider Threat Detection From Cyber Activities (2018)

DOPING: Generative Data Augmentation for Unsupervised Anomaly Detection with GAN (2018)