Publications - Machine Learning SG

Don't Count, Predict! An Automatic Approach to Learning Sentiment Lexicons for Short Text. (2016)

Duy Tin Vo Yue Zhang

artificial neural network natural language processing computer science artificial intelligence

Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) 58 citations Published 2016-08-01
Breast Cancer Detection Using K-Nearest Neighbor Machine Learning Algorithm (2016)

Moh'd Rasoul Al-Hadidi Abdulsalam Alarabeyyat Mohannad Alhanahnah

supervised learning mammography k nearest neighbors algorithm image processing breast cancer +6 more

2016 9th International Conference on Developments in eSystems Engineering (DeSE) 13 citations Published 2016-08-01
Automatic anterior chamber angle structure segmentation in AS-OCT image based on label transfer (2016)

Huazhu Fu Yanwu Xu Damon Wing Kee Wong Jiang Liu Mani Baskaran Shamira A. Perera Tin Aung

scale space segmentation image segmentation segmentation optical coherence tomography computer vision +6 more

2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 15 citations Published 2016-08-01
Automated identification of components in raster piping and instrumentation diagram with minimal pre-processing (2016)

Wei Chian Tan I-Ming Chen Hoon Kiang Tan

local binary patterns piping and instrumentation diagram raster graphics sliding window protocol pyramid +6 more

2016 IEEE International Conference on Automation Science and Engineering (CASE) 12 citations Published 2016-08-01
An Efficient Leave-One-Out Cross-Validation-Based Extreme Learning Machine (ELOO-ELM) With Minimal User Intervention (2016)

Zhifei Shao Meng Joo Er Ning Wang

stability extreme learning machine artificial neural network cross validation machine learning +7 more

IEEE Transactions on Systems, Man, and Cybernetics 17 citations Published 2016-08-01
A unified grid-based wandering pattern detection algorithm (2016)

Ashish Kumar Chiew Tong Lau Syin Chan Maode Ma William D. Kearns

algorithm design grid interleaving machine learning algorithm +5 more

2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 13 citations Published 2016-08-01
A Novel Empirical Mode Decomposition With Support Vector Regression for Wind Speed Forecasting (2016)

Ye Ren Ponnuthurai Nagaratnam Suganthan Narasimalu Srikanth

wind speed wind power support vector machine hilbert huang transform renewable energy +7 more

IEEE Transactions on Neural Networks 106 citations Published 2016-08-01
A multilingual semi-supervised approach in deriving Singlish sentic patterns for polarity detection (2016)

Siaw Ling Lo Erik Cambria Raymond Chiong David Cornforth

singlish lexicon latent semantic analysis natural language processing association rule learning +6 more

Knowledge Based Systems 14 citations Published 2016-08-01
Real-Time Subject-Independent Pattern Classification of Overt and Covert Movements from fNIRS Signals (2016)

Neethu Robinson Ali Danish Zaidi Ali Danish Zaidi Mohit Rana Vinod Achutavarrier Prasad Cuntai Guan Cuntai Guan Niels Birbaumer Ranganatha Sitaram

brain computer interface neurofeedback brain activity and meditation support vector machine robustness +6 more

PLOS ONE 19 citations Published 2016-07-28
Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification (2016)

Rahul Rama Varior Mrinal Haloi Gang Wang

convolutional neural network pattern recognition computer science architecture artificial intelligence +3 more

arXiv preprint arXiv:1607.08378 106 citations Published 2016-07-28
Efficient Hyperparameter Optimization of Deep Learning Algorithms Using Deterministic RBF Surrogates (2016)

Ilija Ilievski Taimoor Akhtar Jiashi Feng Christine Annette Shoemaker

hyperparameter optimization hyperparameter bayesian optimization deep learning mnist database +7 more

arXiv preprint arXiv:1607.08316 62 citations Published 2016-07-28
A Siamese Long Short-Term Memory Architecture for Human Re-Identification (2016)

Rahul Rama Varior Bing Shuai Jiwen Lu Dong Xu Gang Wang

feature extraction visualization discriminative model pattern recognition memorization +6 more

arXiv preprint arXiv:1607.08381 101 citations Published 2016-07-28
Learning Blind Quality Evaluator for Stereoscopic Images Using Joint Sparse Representation (2016)

Feng Shao Kemeng Li Weisi Lin Gangyi Jiang Qionghai Dai

sparse approximation feature vector image quality stereoscopy support vector machine +7 more

IEEE Transactions on Multimedia 25 citations Published 2016-07-27
MIMIC Methods for Detecting DIF Among Multiple Groups: Exploring a New Sequential-Free Baseline Procedure. (2016)

Seokjoon Chun Stephen Stark Eun Sook Kim Oleksandr S. Chernyshenko

differential item functioning machine learning statistics mathematics artificial intelligence

Applied Psychological Measurement 11 citations Published 2016-07-26
An RBF neural network approach towards precision motion system with selective sensor fusion (2016)

Rui Yang Poi Voon Er Zidong Wang Kok Kiong Tan

soft sensor hierarchical rbf sensor fusion position sensor motion system +7 more

Neurocomputing 39 citations Published 2016-07-26
Training cost-sensitive Deep Belief Networks on imbalance data problems (2016)

Chong Zhang Kay Chen Tan Ruoxu Ren

deep belief network anomaly detection electronic mail evolutionary algorithm machine learning +7 more

2016 International Joint Conference on Neural Networks (IJCNN) 17 citations Published 2016-07-24
Sentiment classification using Comprehensive Attention Recurrent models (2016)

Yong Zhang Meng Joo Er Rajasekar Venkatesan Ning Wang Mahardhika Pratama

deep learning recurrent neural network context model machine learning semantics +5 more

2016 International Joint Conference on Neural Networks (IJCNN) 17 citations Published 2016-07-24
Sentic LDA: Improving on LDA with semantic similarity for aspect-based sentiment analysis (2016)

Soujanya Poria Iti Chaturvedi Erik Cambria Federica Bisio

sentiment analysis semantic similarity semantics cluster analysis electronic mail +7 more

2016 International Joint Conference on Neural Networks (IJCNN) 100 citations Published 2016-07-24
Peak-Piloted Deep Network for Facial Expression Recognition (2016)

Xiangyun Zhao Xiaodan Liang Luoqi Liu Teng Li Yugang Han Nuno Vasconcelos Shuicheng Yan

facial recognition system pattern recognition interference invariant inverse +4 more

arXiv preprint arXiv:1607.06997 20 citations Published 2016-07-24
Lyapunov filtering of objectivity for Spanish Sentiment Model (2016)

Iti Chaturvedi Erik Cambria David Vilares

sentiment analysis multiple kernel learning classifier recurrent neural network artificial neural network +6 more

2016 International Joint Conference on Neural Networks (IJCNN) 18 citations Published 2016-07-24

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Don't Count, Predict! An Automatic Approach to Learning Sentiment Lexicons for Short Text. (2016)

Breast Cancer Detection Using K-Nearest Neighbor Machine Learning Algorithm (2016)

Automatic anterior chamber angle structure segmentation in AS-OCT image based on label transfer (2016)

Automated identification of components in raster piping and instrumentation diagram with minimal pre-processing (2016)

An Efficient Leave-One-Out Cross-Validation-Based Extreme Learning Machine (ELOO-ELM) With Minimal User Intervention (2016)

A unified grid-based wandering pattern detection algorithm (2016)

A Novel Empirical Mode Decomposition With Support Vector Regression for Wind Speed Forecasting (2016)

A multilingual semi-supervised approach in deriving Singlish sentic patterns for polarity detection (2016)

Real-Time Subject-Independent Pattern Classification of Overt and Covert Movements from fNIRS Signals (2016)

Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification (2016)

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

A Siamese Long Short-Term Memory Architecture for Human Re-Identification (2016)

Learning Blind Quality Evaluator for Stereoscopic Images Using Joint Sparse Representation (2016)

MIMIC Methods for Detecting DIF Among Multiple Groups: Exploring a New Sequential-Free Baseline Procedure. (2016)

An RBF neural network approach towards precision motion system with selective sensor fusion (2016)

Training cost-sensitive Deep Belief Networks on imbalance data problems (2016)

Sentiment classification using Comprehensive Attention Recurrent models (2016)

Sentic LDA: Improving on LDA with semantic similarity for aspect-based sentiment analysis (2016)

Peak-Piloted Deep Network for Facial Expression Recognition (2016)

Lyapunov filtering of objectivity for Spanish Sentiment Model (2016)