Publications - Machine Learning SG

Deep nonlinear feature coding for unsupervised domain adaptation (2016)

Pengfei Wei Yiping Ke Chi Keong Goh

feature learning kernelization pattern recognition coding encode +6 more

IJCAI'16 Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence 24 citations Published 2016-07-09
Bag-of-embeddings for text classification (2016)

Peng Jin Yue Zhang Xingyuan Chen Yunqing Xia

bigram naive bayes classifier syntax natural language processing speech recognition +3 more

IJCAI'16 Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence 27 citations Published 2016-07-09
Topic Modeling for Short Texts with Auxiliary Word Embeddings (2016)

Chenliang Li Haoran Wang Zhiqian Zhang Aixin Sun Zongyang Ma

topic model word embedding semantic similarity natural language processing discriminative model +7 more

Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval 206 citations Published 2016-07-07
Low-Rank Decomposition-Based Restoration of Compressed Images via Adaptive Noise Estimation (2016)

Xinfeng Zhang Weisi Lin Ruiqin Xiong Xianming Liu Siwei Ma Wen Gao

salt and pepper noise gaussian noise image noise value noise gradient noise +6 more

IEEE Transactions on Image Processing 33 citations Published 2016-07-07
Fast Matrix Factorization for Online Recommendation with Implicit Feedback (2016)

Xiangnan He Hanwang Zhang Min-Yen Kan Tat-Seng Chua

missing data weighting matrix decomposition computational complexity theory coordinate descent +7 more

Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval 548 citations Published 2016-07-07
Combining MIC feature selection and feature-based MSPCA for network traffic anomaly detection (2016)

Zhaomin Chen Chai Kiat Yeo Bu Sung Lee Francis Chiew Tong Lau

anomaly detection maximal information coefficient feature selection mutual information feature extraction +7 more

2016 Third International Conference on Digital Information Processing, Data Mining, and Wireless Communications (DIPDMWC) 18 citations Published 2016-07-06
Unifying Logical and Statistical AI (2016)

Pedro Domingos Daniel Lowd Stanley Kok Aniruddh Nath Hoifung Poon Matthew Richardson Parag Singla

variable order markov model markov algorithm markov model markov chain markov process +5 more

Proceedings of the 31st Annual ACM/IEEE Symposium on Logic in Computer Science 151 citations Published 2016-07-05
Sequential fuzzy clustering based dynamic fuzzy neural network for fault diagnosis and prognosis (2016)

Amin Torabi Jahromi Meng Joo Er Xiang Li Beng Siong Lim

fuzzy clustering neuro fuzzy cluster analysis artificial neural network dimensionality reduction +7 more

Neurocomputing 57 citations Published 2016-07-05
Learning a blind quality evaluation engine of screen content images (2016)

Ke Gu Guangtao Zhai Weisi Lin Xiaokang Yang Wenjun Zhang

image quality overfitting graphics machine learning data mining +7 more

Neurocomputing 93 citations Published 2016-07-05
The Max-Min High-Order Dynamic Bayesian Network for Learning Gene Regulatory Networks with Time-Delayed Regulations (2016)

Yifeng Li Haifen Chen Jie Zheng Alioune Ngom

variable order bayesian network dynamic bayesian network bayesian network gene regulatory network bayes theorem +6 more

IEEE/ACM Transactions on Computational Biology and Bioinformatics 13 citations Published 2016-07-01
Robust energy-based least squares twin support vector machines (2016)

Mohammad Tanveer Mohammad Asif Khan Shen-Shyang Ho

least squares support vector machine structural risk minimization empirical risk minimization support vector machine statistical learning theory +7 more

Applied Intelligence 54 citations Published 2016-07-01
Optimal design of adaptive type-2 neuro-fuzzy systems (2016)

Saima Hassan Mojtaba Ahmadieh Khanesar Erdal Kayacan Jafreezal Jaafar Abbas Khosravi

neuro fuzzy heuristic genetic algorithm optimal design particle swarm optimization +6 more

Applied Soft Computing 20 citations Published 2016-07-01
Model-Free Unified Tracking and Regulation Visual Servoing of Wheeled Mobile Robots (2016)

Baoquan Li Yongchun Fang Guoqiang Hu Xuebo Zhang

visual servoing mobile robot onboard camera object model controller +7 more

IEEE Transactions on Control Systems and Technology 26 citations Published 2016-07-01
Less Annotation on Personalized Activity Recognition Using Context Data (2016)

Lisha Hu Yiqiang Chen Shuangquan Wang Jindong Wang Jianfei Shen Xinlong Jiang Zhiqi Shen

activity recognition data modeling smartwatch bluetooth annotation +6 more

2016 Intl IEEE Conferences on Ubiquitous Intelligence & Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Cloud and Big Data Computing, Internet of People, and Smart World Congress (UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld) 13 citations Published 2016-07-01
Learning Spike Time Codes Through Morphological Learning With Binary Synapses (2016)

Subhrajit Roy Phyo Phyo San Shaista Hussain Lee Wang Wei Arindam Basu

learning rule competitive learning artificial neural network pattern recognition binary number +6 more

IEEE Transactions on Neural Networks 13 citations Published 2016-07-01
Learning Invariant Color Features for Person Reidentification (2016)

Rahul Rama Varior Gang Wang Jiwen Lu Ting Liu

rgb color model color space color image color histogram color constancy +6 more

IEEE Transactions on Image Processing 74 citations Published 2016-07-01
Landscape synergy in evolutionary multitasking (2016)

A. Gupta Y. S. Ong B. Da L. Feng S. D. Handoko

human multitasking evolutionary computation population implicit parallelism optimization problem +7 more

2016 IEEE Congress on Evolutionary Computation (CEC) 22 citations Published 2016-07-01
Evolutionary multitasking across single and multi-objective formulations for improved problem solving (2016)

Bingshui Da Abhishek Gupta Yew-Soon Ong Liang Feng

human multitasking optimization problem evolutionary computation local optimum population +6 more

2016 IEEE Congress on Evolutionary Computation (CEC) 12 citations Published 2016-07-01
Efficient Hyperparameter Optimization for Deep Learning Algorithms Using Deterministic RBF Surrogates. (2016)

Ilija Ilievski Taimoor Akhtar Jiashi Feng Christine Annette Shoemaker

hyperparameter optimization deep learning machine learning computer science artificial intelligence

AAAI 60 citations Published 2016-07-01
Design and realization of retina-like three-dimensional imaging based on a MOEMS mirror (2016)

Jie Cao Qun Hao Wenze Xia Yuxin Peng Yang Cheng Jiaxing Mu Peng Wang

mathematical model computer vision scaling invariant computer science +2 more

Optics and Lasers in Engineering 14 citations Published 2016-07-01

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Deep nonlinear feature coding for unsupervised domain adaptation (2016)

Bag-of-embeddings for text classification (2016)

Topic Modeling for Short Texts with Auxiliary Word Embeddings (2016)

Low-Rank Decomposition-Based Restoration of Compressed Images via Adaptive Noise Estimation (2016)

Fast Matrix Factorization for Online Recommendation with Implicit Feedback (2016)

Combining MIC feature selection and feature-based MSPCA for network traffic anomaly detection (2016)

Unifying Logical and Statistical AI (2016)

Sequential fuzzy clustering based dynamic fuzzy neural network for fault diagnosis and prognosis (2016)

Learning a blind quality evaluation engine of screen content images (2016)

The Max-Min High-Order Dynamic Bayesian Network for Learning Gene Regulatory Networks with Time-Delayed Regulations (2016)

Robust energy-based least squares twin support vector machines (2016)

Optimal design of adaptive type-2 neuro-fuzzy systems (2016)

Model-Free Unified Tracking and Regulation Visual Servoing of Wheeled Mobile Robots (2016)

Less Annotation on Personalized Activity Recognition Using Context Data (2016)

Learning Spike Time Codes Through Morphological Learning With Binary Synapses (2016)

Learning Invariant Color Features for Person Reidentification (2016)

Landscape synergy in evolutionary multitasking (2016)

Evolutionary multitasking across single and multi-objective formulations for improved problem solving (2016)

Efficient Hyperparameter Optimization for Deep Learning Algorithms Using Deterministic RBF Surrogates. (2016)

Design and realization of retina-like three-dimensional imaging based on a MOEMS mirror (2016)