Publications - Machine Learning SG

Machine Learning and Portfolio Optimization (2018)

Gah-Yi Ban Noureddine El Karoui Andrew E. B. Lim

quadratically constrained quadratic program portfolio optimization robust optimization quadratic equation quartic function +7 more

Management Science 60 citations Published 2018-03-01
Locating 3D Object Proposals: A Depth-Based Online Approach (2018)

Ramanpreet Singh Pahwa Jiangbo Lu Nianjuan Jiang Tian Tsong Ng Minh N. Do

object detection video processing simultaneous localization and mapping rgb color model computer vision +6 more

IEEE Transactions on Circuits and Systems for Video Technology 15 citations Published 2018-03-01
Intrinsic Manifold SLIC: A Simple and Efficient Method for Computing Content-Sensitive Superpixels (2018)

Yong-Jin Liu Minjing Yu Bing-Jun Li Ying He

centroidal voronoi tessellation voronoi diagram image segmentation cluster analysis iterative method +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 30 citations Published 2018-03-01
Feature fusion with covariance matrix regularization in face recognition (2018)

Ze Lu Xudong Jiang Alex Kot

feature vector eigenface covariance matrix facial recognition system overfitting +6 more

Signal Processing 13 citations Published 2018-03-01
Ensemble gene function prediction database reveals genes important for complex I formation in Arabidopsis thaliana (2018)

Bjoern Oest Hansen Bjoern Oest Hansen Etienne H. Meyer Camilla Ferrari Neha Vaid Sara Movahedi Klaas Vandepoele Zoran Nikoloski Zoran Nikoloski Marek Mutwil Marek Mutwil

protein function prediction online database inference arabidopsis thaliana gene +6 more

New Phytologist 13 citations Published 2018-03-01
Ensemble application of ELM and GPU for real-time multimodal sentiment analysis (2018)

Ha Nguyen Tran Erik Cambria

sentiment analysis feature extraction general purpose computing on graphics processing units graphics processing unit extreme learning machine +6 more

Memetic Computing 12 citations Published 2018-03-01
Embedding Based on Function Approximation for Large Scale Image Search (2018)

Thanh-Toan Do Ngai-Man Cheung

image retrieval function approximation embedding linear approximation scale invariant feature transform +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 23 citations Published 2018-03-01
Biologically Inspired Blind Quality Assessment of Tone-Mapped Images (2018)

Guanghui Yue Chunping Hou Ke Gu Shasha Mao Wenjun Zhang

image quality tone mapping human visual system model feature extraction local binary patterns +6 more

IEEE Transactions on Industrial Electronics 38 citations Published 2018-03-01
Automated poisoning attacks and defenses in malware detection systems: An adversarial machine learning approach (2018)

Sen Chen Sen Chen Minhui Xue Minhui Xue Lingling Fan Lingling Fan Shuang Hao Lihua Xu Haojin Zhu Bo Li

adversarial machine learning mobile malware malware threat model scalability +6 more

Computers & Security 89 citations Published 2018-03-01
Automated characterization of diabetic foot using nonlinear features extracted from thermograms (2018)

Muhammad Adam Eddie Yin Kwee Ng Shu Lih Oh Marabelle L. Heng Yuki Hagiwara Jen Hong Tan Jasper W. K. Tong U. Rajendra Acharya U. Rajendra Acharya U. Rajendra Acharya

diabetic foot thermography diabetes mellitus discrete wavelet transform support vector machine +6 more

Infrared Physics & Technology 14 citations Published 2018-03-01
Application of stacked convolutional and long short-term memory network for accurate identification of CAD ECG signals. (2018)

Jen Hong Tan Yuki Hagiwara Winnie Pang Ivy Lim Shu Lih Oh Muhammad Adam Ru San Tan Ming Chen U. Rajendra Acharya U. Rajendra Acharya U. Rajendra Acharya

cad deep learning convolutional neural network pattern recognition software +6 more

Computers in Biology and Medicine 143 citations Published 2018-03-01
A Unified Alternating Direction Method of Multipliers by Majorization Minimization (2018)

Canyi Lu Jiashi Feng Shuicheng Yan Zhouchen Lin

convex optimization jacobian matrix and determinant backtracking solver convergence +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 63 citations Published 2018-03-01
Deep Coupled ResNet for Low-Resolution Face Recognition (2018)

Ze Lu Xudong Jiang Alex Kot

image resolution convolutional neural network facial recognition system feature extraction robustness +6 more

IEEE Signal Processing Letters 89 citations Published 2018-02-27
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation (2018)

Pengyuan Lyu Cong Yao Wenhao Wu Shuicheng Yan Xiang Bai

text box object detection segmentation deep learning pattern recognition +6 more

arXiv preprint arXiv:1802.08948 28 citations Published 2018-02-25
An Analytic Gabor Feedforward Network for Single-Sample and Pose-Invariant Face Recognition (2018)

Beom-Seok Oh Kar-Ann Toh Andrew Beng Jin Teoh Zhiping Lin

facial recognition system feature extraction frequency domain discriminative model network model +6 more

IEEE Transactions on Image Processing 13 citations Published 2018-02-23
Region-Aware Reflection Removal With Unified Content and Gradient Priors (2018)

Renjie Wan Boxin Shi Ling-Yu Duan Ah-Hwee Tan Wen Gao Alex C. Kot

image restoration image processing sparse approximation computer vision prior probability +5 more

IEEE Transactions on Image Processing 16 citations Published 2018-02-22
Aspect-Aware Latent Factor Model: Rating Prediction with Ratings and Reviews (2018)

Zhiyong Cheng Ying Ding Lei Zhu Mohan Kankanhalli

topic model interpretability factor analysis matrix decomposition machine learning +4 more

arXiv preprint arXiv:1802.07938 17 citations Published 2018-02-22
A Single Color Camera Stereo Vision System (2018)

Fuqiang Zhong Chenggen Quan

machine vision refraction dichroic filter stereopsis calibration +6 more

IEEE Sensors Journal 11 citations Published 2018-02-15
YoTube: Searching Action Proposal Via Recurrent and Static Regression Networks (2018)

Hongyuan Zhu Romain Vial Shijian Lu Xi Peng Huazhu Fu Yonghong Tian Xianbin Cao

deep learning recurrent neural network detector cluster analysis feature extraction +6 more

IEEE Transactions on Image Processing 33 citations Published 2018-02-14
Transmit Antenna Selection in MIMO Wiretap Channels: A Machine Learning Approach (2018)

Dongxuan He Chenxi Liu Tony Q. S. Quek Hua Wang

multiclass classification secure transmission mimo support vector machine channel state information +6 more

IEEE Wireless Communications Letters 36 citations Published 2018-02-14

Previous Next

Machine Learning and Portfolio Optimization (2018)

Locating 3D Object Proposals: A Depth-Based Online Approach (2018)

Intrinsic Manifold SLIC: A Simple and Efficient Method for Computing Content-Sensitive Superpixels (2018)

Feature fusion with covariance matrix regularization in face recognition (2018)

Ensemble gene function prediction database reveals genes important for complex I formation in Arabidopsis thaliana (2018)

Ensemble application of ELM and GPU for real-time multimodal sentiment analysis (2018)

Embedding Based on Function Approximation for Large Scale Image Search (2018)

Biologically Inspired Blind Quality Assessment of Tone-Mapped Images (2018)

Automated poisoning attacks and defenses in malware detection systems: An adversarial machine learning approach (2018)

Automated characterization of diabetic foot using nonlinear features extracted from thermograms (2018)

Application of stacked convolutional and long short-term memory network for accurate identification of CAD ECG signals. (2018)

A Unified Alternating Direction Method of Multipliers by Majorization Minimization (2018)

Deep Coupled ResNet for Low-Resolution Face Recognition (2018)

Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation (2018)

An Analytic Gabor Feedforward Network for Single-Sample and Pose-Invariant Face Recognition (2018)

Region-Aware Reflection Removal With Unified Content and Gradient Priors (2018)

Aspect-Aware Latent Factor Model: Rating Prediction with Ratings and Reviews (2018)

A Single Color Camera Stereo Vision System (2018)

YoTube: Searching Action Proposal Via Recurrent and Static Regression Networks (2018)

Transmit Antenna Selection in MIMO Wiretap Channels: A Machine Learning Approach (2018)