Publications - Machine Learning SG

Integrating Order Information and Event Relation for Script Event Prediction (2017)

Zhongqing Wang Yue Zhang Ching-Yun Chang

complex event processing scripting language encode machine learning narrative +4 more

Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing 24 citations Published 2017-09-01
HOG-assisted deep feature learning for pedestrian gender recognition (2017)

Lei Cai Jianqing Zhu Huanqiang Zeng Jing Chen Canhui Cai Kai-Kuang Ma

feature feature extraction feature learning discriminative model histogram +7 more

Journal of The Franklin Institute-engineering and Applied Mathematics 23 citations Published 2017-09-01
Exploiting half precision arithmetic in Nvidia GPUs (2017)

Nhut-Minh Ho Weng-Fai Wong

extended precision floating point speedup single precision floating point format cuda +7 more

2017 IEEE High Performance Extreme Computing Conference (HPEC) 24 citations Published 2017-09-01
Evolutionary Cluster-Based Synthetic Oversampling Ensemble (ECO-Ensemble) for Imbalance Learning (2017)

Pin Lim Chi Keong Goh Kay Chen Tan

ensemble learning evolutionary algorithm evolutionary computation boosting test data generation +7 more

IEEE Transactions on Systems, Man, and Cybernetics 67 citations Published 2017-09-01
End-to-End Neural Relation Extraction with Global Optimization (2017)

Meishan Zhang Yue Zhang Guohong Fu

relationship extraction artificial neural network global optimization rule based machine translation classifier +6 more

Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing 77 citations Published 2017-09-01
Efficient and Rapid Machine Learning Algorithms for Big Data and Dynamic Varying Systems (2017)

Fuchun Sun Guang-Bin Huang Q. M. Jonathan Wu Shiji Song Donald C. Wunsch

computational learning theory online machine learning active learning hyper heuristic instance based learning +7 more

IEEE Transactions on Systems, Man, and Cybernetics 17 citations Published 2017-09-01
Deep learning for 2D scan matching and loop closure (2017)

Jiaxin Li Huangying Zhan Ben M. Chen Ian Reid Gim Hee Lee

simultaneous localization and mapping lidar false positive rate deep learning computer vision +4 more

2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 23 citations Published 2017-09-01
CVIQD: Subjective quality evaluation of compressed virtual reality images (2017)

Wei Sun Ke Gu Guangtao Zhai Siwei Ma Weisi Lin Patrick Le Calle

virtual reality image quality transform coding immersion coding +6 more

2017 IEEE International Conference on Image Processing (ICIP) 12 citations Published 2017-09-01
Connecting the Dots: Towards Human-Level Grammatical Error Correction. (2017)

Shamil Chollampatt Hwee Tou Ng

machine translation test set artificial neural network granularity natural language processing +4 more

Proceedings of the 12th Workshop on Innovative Use of NLP for Building Educational Applications 34 citations Published 2017-09-01
Coevolutionary multitasking for concurrent global optimization: With case studies in complex engineering design (2017)

Mei-Ying Cheng Abhishek Gupta Yew-Soon Ong Zhi-Wei Ni

human multitasking global optimization evolutionary algorithm cooperative coevolution population +5 more

Engineering Applications of Artificial Intelligence 19 citations Published 2017-09-01
Car detection for autonomous vehicle: LIDAR and vision fusion approach through deep learning framework (2017)

Xinxin Du Marcelo H. Ang Daniela Rus

lidar deep learning computer vision computer science perception +5 more

2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 19 citations Published 2017-09-01
An ensemble of decision trees with random vector functional link networks for multi-class classification (2017)

Rakesh Katuwal Ponnuthurai N. Suganthan Le Zhang

random forest random subspace method decision tree multiclass classification multivariate random variable +7 more

Applied Soft Computing 28 citations Published 2017-09-01
Two-Stream Flow-Guided Convolutional Attention Networks for Action Recognition (2017)

An Tran Loong-Fah Cheong

feature extraction clutter rgb color model spatial network computer vision +6 more

2017 IEEE International Conference on Computer Vision Workshops (ICCVW) 20 citations Published 2017-08-30
Convolutional neural networks for automated annotation of cellular cryo-electron tomograms (2017)

Muyuan Chen Wei Dai Stella Y Sun Darius Jonasch Cynthia Y He Michael F Schmid Wah Chiu Steven J Ludtke

convolutional neural network feature extraction artificial neural network software pattern recognition +7 more

Nature Methods 103 citations Published 2017-08-28
Intelligent Detail Enhancement for Exposure Fusion (2017)

Fei Kou Zhe Wei Weihai Chen Xingming Wu Changyun Wen Zhengguo Li

smoothing high dynamic range pyramid computer vision fuse +4 more

IEEE Transactions on Multimedia 23 citations Published 2017-08-24
Large-Scale Online Feature Selection for Ultra-High Dimensional Sparse Data (2017)

Yue Wu Steven C. H. Hoi Tao Mei Nenghai Yu

online algorithm feature selection scalability sparse matrix big data +6 more

knowledge discovery and data mining 15 citations Published 2017-08-21
Learning Deep Representations from Heterogeneous Patient Data for Predictive Diagnosis (2017)

Chongyu Zhou Yao Jia Mehul Motani Jingwei Chew

feature selection deep learning machine learning data mining vital signs +4 more

Proceedings of the 8th ACM International Conference on Bioinformatics, Computational Biology,and Health Informatics 11 citations Published 2017-08-20
SWIM: a simple word interaction model for implicit discourse relation recognition (2017)

Wenqiang Lei Xuancong Wang Meichun Liu Ilija Ilievski Xiangnan He Min-Yen Kan

discourse relation encode natural language processing interaction model computer science +2 more

IJCAI'17 Proceedings of the 26th International Joint Conference on Artificial Intelligence 19 citations Published 2017-08-19
Modeling trajectories with recurrent neural networks (2017)

Hao Wu Ziyang Chen Weiwei Sun Baihua Zheng Wei Wang

recurrent neural network markov chain reinforcement learning markov process trajectory +5 more

IJCAI'17 Proceedings of the 26th International Joint Conference on Artificial Intelligence 64 citations Published 2017-08-19
Learning Word Representations for Sentiment Analysis (2017)

Yang Li Quan Pan Tao Yang Suhang Wang Jiliang Tang Erik Cambria

sentiment analysis word embedding natural language processing speech recognition computer science +3 more

Cognitive Computation 87 citations Published 2017-08-17

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Integrating Order Information and Event Relation for Script Event Prediction (2017)

HOG-assisted deep feature learning for pedestrian gender recognition (2017)

Exploiting half precision arithmetic in Nvidia GPUs (2017)

Evolutionary Cluster-Based Synthetic Oversampling Ensemble (ECO-Ensemble) for Imbalance Learning (2017)

End-to-End Neural Relation Extraction with Global Optimization (2017)

Efficient and Rapid Machine Learning Algorithms for Big Data and Dynamic Varying Systems (2017)

Deep learning for 2D scan matching and loop closure (2017)

CVIQD: Subjective quality evaluation of compressed virtual reality images (2017)

Connecting the Dots: Towards Human-Level Grammatical Error Correction. (2017)

Coevolutionary multitasking for concurrent global optimization: With case studies in complex engineering design (2017)

Car detection for autonomous vehicle: LIDAR and vision fusion approach through deep learning framework (2017)

An ensemble of decision trees with random vector functional link networks for multi-class classification (2017)

Two-Stream Flow-Guided Convolutional Attention Networks for Action Recognition (2017)

Convolutional neural networks for automated annotation of cellular cryo-electron tomograms (2017)

Intelligent Detail Enhancement for Exposure Fusion (2017)

Large-Scale Online Feature Selection for Ultra-High Dimensional Sparse Data (2017)

Learning Deep Representations from Heterogeneous Patient Data for Predictive Diagnosis (2017)

SWIM: a simple word interaction model for implicit discourse relation recognition (2017)

Modeling trajectories with recurrent neural networks (2017)

Learning Word Representations for Sentiment Analysis (2017)