Publications - Machine Learning SG

Incremental Linear Discriminant Analysis: A Fast Algorithm and Comparisons (2015)

Delin Chu Li-Zhi Liao Michael Kwok-Po Ng Xiaoyan Wang

qr decomposition linear discriminant analysis computational complexity theory algorithm design linear system +6 more

IEEE Transactions on Neural Networks 33 citations Published 2015-01-29
Word segmentation for chinese novels (2015)

Likun Qiu Yue Zhang

text segmentation noun proper noun information extraction segmentation +6 more

AAAI'15 Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence 25 citations Published 2015-01-25
Topical word embeddings (2015)

Yang Liu Zhiyuan Liu Tat-Seng Chua Maosong Sun

word lists by frequency word embedding topic model polysemy text corpus +6 more

AAAI'15 Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence 372 citations Published 2015-01-25
Low-rank multi-view learning in matrix completion for multi-label image classification (2015)

Meng Liu Yong Luo Dacheng Tao Chao Xu Yonggang Wen

image retrieval contextual image classification matrix completion robustness time complexity +7 more

AAAI'15 Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence 69 citations Published 2015-01-25
Exploring key concept paraphrasing based on pivot language translation for question retrieval (2015)

Wei-Nan Zhang Zhao-Yan Ming Yu Zhang Ting Liu Tat-Seng Chua

question answering pivot language paraphrase natural language processing information retrieval +2 more

AAAI'15 Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence 14 citations Published 2015-01-25
An entorhinal-hippocampal model for simultaneous cognitive map building (2015)

Miaolong Yuan Bo Tian Vui Ann Shim Huajin Tang Haizhou Li

cognitive map cognitive model place cell path integration robotic mapping +6 more

AAAI'15 Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence 13 citations Published 2015-01-25
An adaptive gradient method for online AUC maximization (2015)

Yi Ding Peilin Zhao Steven C. H. Hoi Yew-Soon Ong

online machine learning stochastic gradient descent gradient method maximization time complexity +7 more

AAAI'15 Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence 19 citations Published 2015-01-25
AffectiveSpace 2: enabling affective intuition for concept-level sentiment analysis (2015)

Erik Cambria Jie Fu Federica Bisio Soujanya Poria

sentiment analysis random projection inference natural language expression +6 more

AAAI'15 Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence 155 citations Published 2015-01-25
Alternative Techniques of Neural Signal Processing in Neuroengineering (2015)

Jordi Solé-Casals François-Benoît Vialatte Justin Dauwels

neural engineering computational neuroscience neuroprosthetics models of neural computation signal processing +6 more

Cognitive Computation 15 citations Published 2015-01-21
A hybrid feature selection approach for the early diagnosis of Alzheimer's disease (2015)

Esteve Gallego-Jutglà Jordi Solé-Casals François-Benoît Vialatte Mohamed Elgendi Mohamed Elgendi Andrzej Cichocki Justin Dauwels

feature selection electroencephalography data set pattern recognition machine learning +7 more

Journal of Neural Engineering 21 citations Published 2015-01-21
Blurred Image Splicing Localization by Exposing Blur Type Inconsistency (2015)

Khosro Bahrami Alex C. Kot Leida Li Haoliang Li

image restoration motion blur feature extraction computer vision kernel +6 more

IEEE Transactions on Information Forensics and Security 81 citations Published 2015-01-20
ColorBless: Augmenting Visual Information for Colorblind People with Binocular Luster Effect (2015)

Soon Hau Chua Haimo Zhang Muhammad Hammad Shengdong Zhao Sahil Goyal Karan Singh

binocular disparity stereoscopy visualization shutter computer vision +5 more

ACM Transactions on Computer-Human Interaction 17 citations Published 2015-01-14
Extreme learning machines: new trends and applications (2015)

ChenWei Deng GuangBin Huang Jia Xu JieXiong Tang

active learning online machine learning computational learning theory instance based learning competitive learning +6 more

Science in China Series F: Information Sciences 102 citations Published 2015-01-13
Sparse Dissimilarity-Constrained Coding for Glaucoma Screening (2015)

Jun Cheng Fengshou Yin Damon Wing Kee Wong Dacheng Tao Jiang Liu

cup to disc ratio glaucoma population optic disc image segmentation +6 more

IEEE Transactions on Biomedical Engineering 75 citations Published 2015-01-09
Coupled Discriminative Feature Learning for Heterogeneous Face Recognition (2015)

Yi Jin Jiwen Lu Qiuqi Ruan

feature vector feature learning feature extraction facial recognition system discriminative model +7 more

IEEE Transactions on Information Forensics and Security 96 citations Published 2015-01-09
Enhancing Image Denoising by Controlling Noise Incursion in Learned Dictionaries (2015)

Sujit Kumar Sahoo Anamitra Makur

video denoising median filter noise measurement noise reduction signal to noise ratio +7 more

IEEE Signal Processing Letters 15 citations Published 2015-01-07
Revealing the Trace of High-Quality JPEG Compression Through Quantization Noise Analysis (2015)

Bin Li Tian-Tsong Ng Xiaolong Li Shunquan Tan Jiwu Huang

quantization lossless jpeg jpeg compression artifact macroblock +6 more

IEEE Transactions on Information Forensics and Security 34 citations Published 2015-01-06
Linear Regression-Based Efficient SVM Learning for Large-Scale Classification (2015)

Jianxin Wu Hao Yang

linear classifier least squares support vector machine support vector machine kernel method radial basis function kernel +6 more

IEEE Transactions on Neural Networks 59 citations Published 2015-01-06
Content-Based Visual Landmark Search via Multimodal Hypergraph Learning (2015)

Lei Zhu Jialie Shen Hai Jin Ran Zheng Liang Xie

landmark visualization discriminative model feature extraction hypergraph +7 more

IEEE Transactions on Systems, Man, and Cybernetics 75 citations Published 2015-01-06
On Criminal Identification in Color Skin Images Using Skin Marks (RPPVSM) and Fusion With Inferred Vein Patterns (2015)

Arfika Nurhudatiana Adams Wai-Kin Kong

child sexual abuse facial recognition system image segmentation segmentation computer vision +6 more

IEEE Transactions on Information Forensics and Security 13 citations Published 2015-01-05

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Incremental Linear Discriminant Analysis: A Fast Algorithm and Comparisons (2015)

Word segmentation for chinese novels (2015)

Topical word embeddings (2015)

Low-rank multi-view learning in matrix completion for multi-label image classification (2015)

Exploring key concept paraphrasing based on pivot language translation for question retrieval (2015)

An entorhinal-hippocampal model for simultaneous cognitive map building (2015)

An adaptive gradient method for online AUC maximization (2015)

AffectiveSpace 2: enabling affective intuition for concept-level sentiment analysis (2015)

Alternative Techniques of Neural Signal Processing in Neuroengineering (2015)

A hybrid feature selection approach for the early diagnosis of Alzheimer's disease (2015)

Blurred Image Splicing Localization by Exposing Blur Type Inconsistency (2015)

ColorBless: Augmenting Visual Information for Colorblind People with Binocular Luster Effect (2015)

Extreme learning machines: new trends and applications (2015)

Sparse Dissimilarity-Constrained Coding for Glaucoma Screening (2015)

Coupled Discriminative Feature Learning for Heterogeneous Face Recognition (2015)

Enhancing Image Denoising by Controlling Noise Incursion in Learned Dictionaries (2015)

Revealing the Trace of High-Quality JPEG Compression Through Quantization Noise Analysis (2015)

Linear Regression-Based Efficient SVM Learning for Large-Scale Classification (2015)

Content-Based Visual Landmark Search via Multimodal Hypergraph Learning (2015)

On Criminal Identification in Color Skin Images Using Skin Marks (RPPVSM) and Fusion With Inferred Vein Patterns (2015)