Publications - Machine Learning SG

Single Image Rain Streak Decomposition Using Layer Priors (2017)

Yu Li Robby T. Tan Xiaojie Guo Jiangbo Lu Michael S. Brown

streak electronic mail visibility mixture model histogram +6 more

IEEE Transactions on Image Processing 27 citations Published 2017-05-26
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters (2017)

Ron Levie Federico Monti Xavier Bresson Michael M. Bronstein

complex network deep learning convolutional neural network polynomial matrix completion +7 more

arXiv preprint arXiv:1705.07664 36 citations Published 2017-05-22
Unsupervised software-specific morphological forms inference from informal discussions (2017)

Chunyang Chen Zhenchang Xing Ximing Wang

natural language word embedding semantics vocabulary word2vec +6 more

2017 IEEE/ACM 39th International Conference on Software Engineering (ICSE) 27 citations Published 2017-05-20
Universal Dependencies Parsing for Colloquial Singaporean English (2017)

Hongmin Wang Yue Zhang GuangYong Leonard Chan Jie Yang Hai Leong Chieu

parsing treebank singlish dependency grammar sentiment analysis +6 more

Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) 12 citations Published 2017-05-18
EEG source space analysis of the supervised factor analytic approach for the classification of multi-directional arm movement. (2017)

Vikram Shenoy Handiru A P Vinod Cuntai Guan Cuntai Guan

supervised learning electroencephalography brain computer interface discriminative model motor control +7 more

Journal of Neural Engineering 13 citations Published 2017-05-18
Unsupervised feature selection via low-rank approximation and structure learning (2017)

Shiping Wang Han Wang

dimensionality reduction feature learning semi supervised learning unsupervised learning wake sleep algorithm +7 more

Knowledge Based Systems 27 citations Published 2017-05-15
Ensemble application of convolutional and recurrent neural networks for multi-label text categorization (2017)

Guibin Chen Deheng Ye Zhenchang Xing Jieshan Chen Erik Cambria

categorization recurrent neural network text mining semantics natural language processing +7 more

2017 International Joint Conference on Neural Networks (IJCNN) 113 citations Published 2017-05-14
Segmentation and Quantification for Angle-Closure Glaucoma Assessment in Anterior Segment OCT (2017)

Huazhu Fu Yanwu Xu Stephen Lin Xiaoqin Zhang Damon Wing Kee Wong Jiang Liu Alejandro F. Frangi Mani Baskaran Tin Aung

image segmentation segmentation anterior eye segment glaucoma electronic mail +6 more

IEEE Transactions on Medical Imaging 41 citations Published 2017-05-10
A Review of Sentiment Analysis Research in Chinese Language (2017)

Haiyun Peng Erik Cambria Amir Hussain

sentiment analysis natural language processing cognition computer science artificial intelligence +3 more

Cognitive Computation 88 citations Published 2017-05-08
Task-Independent Mental Workload Classification Based Upon Common Multiband EEG Cortical Connectivity (2017)

Georgios N. Dimitrakopoulos Ioannis Kakkos Zhongxiang Dai Julian Lim Joshua J. deSouza Anastasios Bezerianos Yu Sun

workload electroencephalography feature selection discriminative model feature extraction +6 more

IEEE Transactions on Neural Systems and Rehabilitation Engineering 20 citations Published 2017-05-04
BSD: Blind image quality assessment based on structural degradation (2017)

Qiaohong Li Weisi Lin Yuming Fang

feature detection image quality prewitt operator feature vector support vector machine +7 more

Neurocomputing 33 citations Published 2017-05-02
Underdetermined blind separation of overlapped speech mixtures in time-frequency domain with estimated number of sources (2017)

Haijian Zhang Haijian Zhang Guang Hua Lei Yu Yunlong Cai Guoan Bi

underdetermined system short time fourier transform filter principal component analysis cluster analysis +6 more

Speech Communication 16 citations Published 2017-05-01
Towards Distributed Machine Learning in Shared Clusters: A Dynamically-Partitioned Approach (2017)

Peng Sun Yonggang Wen Nguyen Binh Duong Ta Shengen Yan

resource allocation resource management virtualization server speedup +6 more

2017 IEEE International Conference on Smart Computing (SMARTCOMP) 11 citations Published 2017-05-01
Predicting evolving chaotic time series with fuzzy neural networks (2017)

Frank Z. Xing Erik Cambria Xiaomei Zou

chaotic predictability fuzzy control system artificial neural network fuzzy logic +5 more

2017 International Joint Conference on Neural Networks (IJCNN) 11 citations Published 2017-05-01
No-Reference and Robust Image Sharpness Evaluation Based on Multiscale Spatial and Spectral Features (2017)

Leida Li Wenhan Xia Weisi Lin Yuming Fang Shiqi Wang

image texture feature detection image gradient scale space image quality +7 more

IEEE Transactions on Multimedia 85 citations Published 2017-05-01
Live demonstration: A 768 × 640 pixels 200Meps dynamic vision sensor (2017)

Menghan Guo Jing Huang Shoushun Chen

machine vision pixel optical computing optical performance monitoring timestamp +7 more

2017 IEEE International Symposium on Circuits and Systems (ISCAS) 15 citations Published 2017-05-01
iType: Using eye gaze to enhance typing privacy (2017)

Zhenjiang Li Mo Li Prasant Mohapatra Jinsong Han Shuaiyu Chen

eye tracking gaze mobile device robustness keystroke logging +6 more

IEEE INFOCOM 2017 - IEEE Conference on Computer Communications 17 citations Published 2017-05-01
hTetro: A tetris inspired shape shifting floor cleaning robot (2017)

Veerajagadheswar Prabakaran Mohan Rajesh Elara Thejus Pathmakumar Shunsuke Nansai

robot tetromino computer vision engineering drawing polyomino +3 more

2017 IEEE International Conference on Robotics and Automation (ICRA) 13 citations Published 2017-05-01
Explaining nonlinear classification decisions with deep Taylor decomposition (2017)

Grégoire Montavon Sebastian Lapuschkin Alexander Binder Wojciech Samek Klaus-Robert Müller

artificial neural network mnist database contextual image classification network architecture interpretability +7 more

Pattern Recognition 567 citations Published 2017-05-01
Empirical Mode Decomposition based ensemble deep learning for load demand time series forecasting (2017)

Xueheng Qiu Ye Ren Ponnuthurai Nagaratnam Suganthan Gehan A.J. Amaratunga

demand forecasting deep belief network artificial neural network boltzmann machine time series +7 more

Applied Soft Computing 238 citations Published 2017-05-01

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Single Image Rain Streak Decomposition Using Layer Priors (2017)

CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters (2017)

Unsupervised software-specific morphological forms inference from informal discussions (2017)

Universal Dependencies Parsing for Colloquial Singaporean English (2017)

EEG source space analysis of the supervised factor analytic approach for the classification of multi-directional arm movement. (2017)

Unsupervised feature selection via low-rank approximation and structure learning (2017)

Ensemble application of convolutional and recurrent neural networks for multi-label text categorization (2017)

Segmentation and Quantification for Angle-Closure Glaucoma Assessment in Anterior Segment OCT (2017)

A Review of Sentiment Analysis Research in Chinese Language (2017)

Task-Independent Mental Workload Classification Based Upon Common Multiband EEG Cortical Connectivity (2017)

BSD: Blind image quality assessment based on structural degradation (2017)

Underdetermined blind separation of overlapped speech mixtures in time-frequency domain with estimated number of sources (2017)

Towards Distributed Machine Learning in Shared Clusters: A Dynamically-Partitioned Approach (2017)

Predicting evolving chaotic time series with fuzzy neural networks (2017)

No-Reference and Robust Image Sharpness Evaluation Based on Multiscale Spatial and Spectral Features (2017)

Live demonstration: A 768 × 640 pixels 200Meps dynamic vision sensor (2017)

iType: Using eye gaze to enhance typing privacy (2017)

hTetro: A tetris inspired shape shifting floor cleaning robot (2017)

Explaining nonlinear classification decisions with deep Taylor decomposition (2017)

Empirical Mode Decomposition based ensemble deep learning for load demand time series forecasting (2017)