Publications - Machine Learning SG

Maximizing the Probability of Arriving on Time: A Practical Q-Learning Method (2017)

Zhiguang Cao Hongliang Guo Jie Zhang Frans A. Oliehoek Ulrich Fastenrath

shortest path problem artificial neural network q learning bellman equation artificial intelligence +3 more

Thirty-First AAAI Conference on Artificial Intelligence 20 citations Published 2017-02-12
Improving Word Embeddings with Convolutional Feature Learning and Subword Information. (2017)

Shaosheng Cao Wei Lu

feature learning convolutional neural network affix syntax natural language processing +5 more

Thirty-First AAAI Conference on Artificial Intelligence 12 citations Published 2017-02-12
Exploiting both vertical and horizontal dimensions of feature hierarchy for effective recommendation (2017)

Zhu Sun Jie Yang Jie Zhang Alessandro Bozzon

horizontal and vertical hierarchy data mining machine learning exploit +2 more

31st AAAI Conference on Artificial Intelligence, AAAI 2017 15 citations Published 2017-02-10
Performance Evaluation of Visual Tracking Algorithms on Video Sequences With Quality Degradation (2017)

Yuming Fang Yuan Yuan Leida Li Jinjian Wu Weisi Lin Zhiqiang Li

video tracking tracking system eye tracking robustness visualization +7 more

IEEE Access 13 citations Published 2017-02-08
Gaussian Mixture Model Using Semisupervised Learning for Probabilistic Fault Diagnosis Under New Data Categories (2017)

Heng-Chao Yan Jun-Hong Zhou Chee Khiang Pang

probabilistic classification unsupervised learning probabilistic logic mixture model fault simulator +7 more

IEEE Transactions on Instrumentation and Measurement 26 citations Published 2017-02-08
An Evolutionary Transfer Reinforcement Learning Framework for Multiagent Systems (2017)

Yaqing Hou Yew-Soon Ong Liang Feng Jacek M. Zurada

reinforcement learning universal darwinism multi agent system learning automata memetics +5 more

IEEE Transactions on Evolutionary Computation 22 citations Published 2017-02-06
Efficient dependency-guided named entity recognition (2017)

Zhanming Jie Aldrian Obaja Muis Wei Lu

named entity recognition conditional random field relationship extraction inference natural language processing +6 more

AAAI'17 Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence 17 citations Published 2017-02-04
Shift-Reduce Constituent Parsing with Neural Lookahead Features (2017)

Jiangming Liu Yue Zhang

top down parsing parser combinator bottom up parsing s attributed grammar parsing expression grammar +7 more

Transactions of the Association for Computational Linguistics 39 citations Published 2017-02-02
Random Semantic Tensor Ensemble for Scalable Knowledge Graph Link Prediction (2017)

Yi Tay Anh Tuan Luu Siu Cheung Hui Falk Brauer

graph semantic search ensemble learning question answering recommender system +7 more

Proceedings of the Tenth ACM International Conference on Web Search and Data Mining 14 citations Published 2017-02-02
Topic-Aware Deep Compositional Models for Sentence Classification (2017)

Rui Zhao Kezhi Mao

sentence topic model feature learning semantics convolutional neural network +7 more

IEEE Transactions on Audio, Speech, and Language Processing 17 citations Published 2017-02-01
Sparsity-Based Image Error Concealment via Adaptive Dual Dictionary Learning and Regularization (2017)

Xianming Liu Deming Zhai Jiantao Zhou Shiqi Wang Debin Zhao Huijun Gao

template matching piecewise optimization problem regularization pattern recognition +6 more

IEEE Transactions on Image Processing 13 citations Published 2017-02-01
Robust Vehicle Detection and Viewpoint Estimation With Soft Discriminative Mixture Model (2017)

Tao Chen Shijian Lu

discriminative model mixture model pattern recognition computer vision computer science +3 more

IEEE Transactions on Circuits and Systems for Video Technology 11 citations Published 2017-02-01
Robust learning in SpikeProp. (2017)

Sumit Bam Shrestha Qing Song

stability supervised learning spiking neural network convergence machine learning +6 more

Neural Networks 12 citations Published 2017-02-01
Quality assessment of retargeted images by salient region deformity analysis (2017)

Maryam Karimi Shadrokh Samavi Nader Karimi S.M. Reza Soroushmehr Weisi Lin Kayvan Najarian

seam carving optical flow retargeting normalization geometric shape +6 more

Journal of Visual Communication and Image Representation 12 citations Published 2017-02-01
Predicting neurosurgical outcomes in focal epilepsy patients using computational modelling (2017)

Nishant Sinha Justin Dauwels Marcus Kaiser Sydney S. Cash M. Brandon Westover Yujiang Wang Peter N. Taylor Peter N. Taylor

computational model epilepsy clinical trial retrospective cohort study machine learning +7 more

Brain 133 citations Published 2017-02-01
PipeLayer: A Pipelined ReRAM-Based Accelerator for Deep Learning (2017)

Linghao Song Xuehai Qian Hai Li Yiran Chen

data dependency deep learning artificial neural network parallel computing throughput +6 more

2017 IEEE International Symposium on High Performance Computer Architecture (HPCA) 325 citations Published 2017-02-01
Pedestrian recognition and tracking using 3D LiDAR for autonomous vehicle (2017)

Heng Wang Bin Wang Bingbing Liu Xiaoli Meng Guanghong Yang

tracking system pedestrian support vector machine computer vision segmentation +6 more

Robotics and Autonomous Systems 113 citations Published 2017-02-01
LIME: Low-Light Image Enhancement via Illumination Map Estimation (2017)

Xiaojie Guo Yu Li Haibin Ling

pixel histogram visualization visibility computer vision +6 more

IEEE Transactions on Image Processing 421 citations Published 2017-02-01
Integrating machine learning with region-based active contour models in medical image segmentation (2017)

Agus Pratondo Chee-Kong Chui Sim-Heng Ong

online machine learning wake sleep algorithm active contour model support vector machine image segmentation +8 more

Journal of Visual Communication and Image Representation 57 citations Published 2017-02-01
Image Quality Assessment Based on Local Linear Information and Distortion-Specific Compensation (2017)

Hanli Wang Jie Fu Weisi Lin Sudeng Hu C.-C. Jay Kuo Lingxuan Zuo

distortion image quality convolutional neural network artificial neural network computer vision +6 more

IEEE Transactions on Image Processing 21 citations Published 2017-02-01

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Maximizing the Probability of Arriving on Time: A Practical Q-Learning Method (2017)

Improving Word Embeddings with Convolutional Feature Learning and Subword Information. (2017)

Exploiting both vertical and horizontal dimensions of feature hierarchy for effective recommendation (2017)

Performance Evaluation of Visual Tracking Algorithms on Video Sequences With Quality Degradation (2017)

Gaussian Mixture Model Using Semisupervised Learning for Probabilistic Fault Diagnosis Under New Data Categories (2017)

An Evolutionary Transfer Reinforcement Learning Framework for Multiagent Systems (2017)

Efficient dependency-guided named entity recognition (2017)

Shift-Reduce Constituent Parsing with Neural Lookahead Features (2017)

Random Semantic Tensor Ensemble for Scalable Knowledge Graph Link Prediction (2017)

Topic-Aware Deep Compositional Models for Sentence Classification (2017)

Sparsity-Based Image Error Concealment via Adaptive Dual Dictionary Learning and Regularization (2017)

Robust Vehicle Detection and Viewpoint Estimation With Soft Discriminative Mixture Model (2017)

Robust learning in SpikeProp. (2017)

Quality assessment of retargeted images by salient region deformity analysis (2017)

Predicting neurosurgical outcomes in focal epilepsy patients using computational modelling (2017)

PipeLayer: A Pipelined ReRAM-Based Accelerator for Deep Learning (2017)

Pedestrian recognition and tracking using 3D LiDAR for autonomous vehicle (2017)

LIME: Low-Light Image Enhancement via Illumination Map Estimation (2017)

Integrating machine learning with region-based active contour models in medical image segmentation (2017)

Image Quality Assessment Based on Local Linear Information and Distortion-Specific Compensation (2017)