Publications - Machine Learning SG

Return of Frustratingly Easy Domain Adaptation (2015)

Baochen Sun Jiashi Feng Kate Saenko

machine learning data mining computer science matlab artificial intelligence +2 more

arXiv preprint arXiv:1511.05547 86 citations Published 2015-11-17
Deep Activity Recognition Models with Triaxial Accelerometers (2015)

Mohammad Abu Alsheikh Ahmed Selim Dusit Niyato Linda Doyle Shaowei Lin Hwee-Pink Tan

activity recognition feature extraction hidden markov model deep learning wearable technology +7 more

arXiv preprint arXiv:1511.04664 31 citations Published 2015-11-15
Unobtrusive Sensing Incremental Social Contexts Using Class Incremental Learning (2015)

Zhenyu Chen Yiqiang Chen Xingyu Gao Shuangquan Wang Lisha Hu Chenggang Clarence Yan Nicholas D. Lane Chunyan Miao

extreme learning machine bluetooth fuzzy clustering feature extraction classifier +5 more

2015 IEEE International Conference on Data Mining 28 citations Published 2015-11-14
SLIC: Self-Learning Intelligent Classifier for network traffic (2015)

Dinil Mon Divakaran Le Su Yung Siang Liau Vrizlynn L. L. Thing

internet traffic the internet network security classifier machine learning +6 more

Computer Networks 13 citations Published 2015-11-14
Semantic Object Parsing with Local-Global Long Short-Term Memory (2015)

Xiaodan Liang Xiaohui Shen Donglai Xiang Jiashi Feng Liang Lin Shuicheng Yan

parsing feature learning memorization inference pixel +6 more

arXiv preprint arXiv:1511.04510 20 citations Published 2015-11-14
Integrated Optic Disc and Cup Segmentation with Deep Learning (2015)

Gilbert Lim Yuan Cheng Wynne Hsu Mong Li Lee

image segmentation optic disc segmentation deep learning convolutional neural network +6 more

2015 IEEE 27th International Conference on Tools with Artificial Intelligence (ICTAI) 66 citations Published 2015-11-09
Stable force-myographic control of a prosthetic hand using incremental learning (2015)

Mahdi Rasouli Rohan Ghosh Wang Wei Lee Nitish V. Thakor Sunil Kukreja

extreme learning machine electromyography control theory forearm artificial intelligence +6 more

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 12 citations Published 2015-11-05
On the use of convolutional neural networks and augmented CSP features for multi-class motor imagery of EEG signals classification (2015)

Huijuan Yang Siavash Sakhavi Kai Keng Ang Cuntai Guan

deep learning convolutional neural network motor imagery pattern recognition brain computer interface +7 more

2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 125 citations Published 2015-11-05
Online Portfolio Selection: Principles and Algorithms (2015)

Bin Li Steven Chu Hong Hoi

active learning online machine learning portfolio machine learning computer science +2 more

18 citations Published 2015-11-04
Atypical Visual Saliency in Autism Spectrum Disorder Quantified through Model-Based Eye Tracking (2015)

Shuo Wang Ming Jiang Xavier Morin Duchesne Elizabeth A. Laugeson Daniel P. Kennedy Ralph Adolphs Qi Zhao

salience eye tracking visual perception autism spectrum disorder eye movement +7 more

Neuron 254 citations Published 2015-11-04
Trilateral constrained sparse representation for Kinect depth hole filling (2015)

Zhongyuan Wang Jinhui Hu ShiZheng Wang Tao Lu

depth map sparse approximation bilateral filter image restoration inpainting +7 more

Pattern Recognition Letters 14 citations Published 2015-11-01
Tensor Canonical Correlation Analysis for Multi-View Dimension Reduction (2015)

Yong Luo Dacheng Tao Kotagiri Ramamohanarao Chao Xu Yonggang Wen

canonical correlation dimensionality reduction covariance tensor subspace topology +7 more

IEEE Transactions on Knowledge and Data Engineering 172 citations Published 2015-11-01
Prototype-Based Discriminative Feature Learning for Kinship Verification (2015)

Haibin Yan Jiwen Lu Xiuzhuang Zhou

feature vector feature learning feature extraction support vector machine discriminative model +7 more

IEEE Transactions on Systems, Man, and Cybernetics 139 citations Published 2015-11-01
Online Feature Selection with Group Structure Analysis (2015)

Jing Wang Meng Wang Peipei Li Luoqi Liu Zhongqiu Zhao Xuegang Hu Xindong Wu

feature selection discriminative model contextual image classification pattern recognition histogram +6 more

IEEE Transactions on Knowledge and Data Engineering 49 citations Published 2015-11-01
NMFE-SSCC (2015)

Qingyao Wu Mingkui Tan Xutao Li Huaqing Min Ning Sun

non negative matrix factorization matrix decomposition external data representation classifier data set +7 more

Knowledge Based Systems 13 citations Published 2015-11-01
Kernel-based SMOTE for SVM classification of imbalanced datasets (2015)

Josey Mathew Ming Luo Chee Khiang Pang Hian Leng Chan

radial basis function kernel kernel method support vector machine feature vector kernel +7 more

IECON 2015 - 41st Annual Conference of the IEEE Industrial Electronics Society 18 citations Published 2015-11-01
Image retargeting quality assessment based on support vector regression (2015)

Anmin Liu Weisi Lin Hai Chen Philipp Zhang

retargeting image quality support vector machine seam carving display size +6 more

Signal Processing-image Communication 11 citations Published 2015-11-01
Handwritten word image matching based on Heat Kernel Signature (2015)

Xi Zhang Chew Lim Tan

heat kernel signature keyword spotting optical character recognition triangle mesh ascii +6 more

Pattern Recognition 11 citations Published 2015-11-01
Exemplar-based voice conversion using joint nonnegative matrix factorization (2015)

Zhizheng Wu Eng Siong Chng Haizhou Li

sparse matrix non negative matrix factorization spectrogram matrix sparse approximation +6 more

Multimedia Tools and Applications 12 citations Published 2015-11-01
Automated detection of age-related macular degeneration using empirical mode decomposition (2015)

Muthu Rama Krishnan Mookiah U. Rajendra Acharya Hamido Fujita Joel E.W. Koh Jen Hong Tan Chua Kuang Chua Sulatha V. Bhandary Kevin Noronha Augustinus Laude Louis Tong

fundus bhattacharyya distance support vector machine cross validation radon transform +6 more

Knowledge Based Systems 16 citations Published 2015-11-01

Previous Next

Return of Frustratingly Easy Domain Adaptation (2015)

Deep Activity Recognition Models with Triaxial Accelerometers (2015)

Unobtrusive Sensing Incremental Social Contexts Using Class Incremental Learning (2015)

SLIC: Self-Learning Intelligent Classifier for network traffic (2015)

Semantic Object Parsing with Local-Global Long Short-Term Memory (2015)

Integrated Optic Disc and Cup Segmentation with Deep Learning (2015)

Stable force-myographic control of a prosthetic hand using incremental learning (2015)

On the use of convolutional neural networks and augmented CSP features for multi-class motor imagery of EEG signals classification (2015)

Online Portfolio Selection: Principles and Algorithms (2015)

Atypical Visual Saliency in Autism Spectrum Disorder Quantified through Model-Based Eye Tracking (2015)

Trilateral constrained sparse representation for Kinect depth hole filling (2015)

Tensor Canonical Correlation Analysis for Multi-View Dimension Reduction (2015)

Prototype-Based Discriminative Feature Learning for Kinship Verification (2015)

Online Feature Selection with Group Structure Analysis (2015)

NMFE-SSCC (2015)

Kernel-based SMOTE for SVM classification of imbalanced datasets (2015)

Image retargeting quality assessment based on support vector regression (2015)

Handwritten word image matching based on Heat Kernel Signature (2015)

Exemplar-based voice conversion using joint nonnegative matrix factorization (2015)

Automated detection of age-related macular degeneration using empirical mode decomposition (2015)