Publications - Machine Learning SG

SeNTU: Sentiment Analysis of Tweets by Combining a Rule-based Classifier with Supervised Learning (2015)

Prerna Chikersal Soujanya Poria Erik Cambria

sentiment analysis support vector machine supervised learning classifier semeval +5 more

Proceedings of the 9th International Workshop on Semantic Evaluation (SemEval 2015) 124 citations Published 2015-06-01
Scene text extraction based on edges and support vector regression (2015)

Shijian Lu Tao Chen Shangxuan Tian Joo-Hwee Lim Chew-Lim Tan

support vector machine segmentation pixel pattern recognition computer vision +4 more

International Journal on Document Analysis and Recognition 94 citations Published 2015-06-01
RevUP: Automatic Gap-Fill Question Generation from Educational Texts (2015)

Girish Kumar Rafael Banchs Luis Fernando D'Haro

sentence semantic gap topic model crowdsourcing multiple choice +7 more

Proceedings of the Tenth Workshop on Innovative Use of NLP for Building Educational Applications 15 citations Published 2015-06-01
Reconfigurable mechanism generated from the network of Bennett linkages (2015)

Chao-Yang Song Huijuan Feng Yan Chen I-Ming Chen Rongjie Kang

linkage control reconfiguration artificial intelligence engineering

Mechanism and Machine Theory 12 citations Published 2015-06-01
Petuum: A New Platform for Distributed Machine Learning on Big Data (2015)

Eric P. Xing Qirong Ho Wei Dai Jin Kyu Kim Jinliang Wei Seunghak Lee Xun Zheng Pengtao Xie Abhimanu Kumar Yaoliang Yu

big data dynamic priority scheduling data modeling data parallelism scheduling +7 more

IEEE Transactions on Big Data 289 citations Published 2015-06-01
No-Reference Image Sharpness Assessment in Autoregressive Parameter Space (2015)

Ke Gu Guangtao Zhai Weisi Lin Xiaokang Yang Wenjun Zhang

color space autoregressive model pointwise estimator luminance +6 more

IEEE Transactions on Image Processing 187 citations Published 2015-06-01
Creating Autonomous Adaptive Agents in a Real-Time First-Person Shooter Computer Game (2015)

Di Wang Ah-Hwee Tan

game mechanics computer game reinforcement learning artificial neural network temporal difference learning +5 more

IEEE Transactions on Computational Intelligence and AI in Games 30 citations Published 2015-06-01
A VIEW OF THE NEURAL REPRESENTATION OF SECOND LANGUAGE SYNTAX THROUGH ARTIFICIAL LANGUAGE LEARNING UNDER IMPLICIT CONTEXTS OF EXPOSURE (2015)

Kara Morgan-Short ZhiZhou Deng Katherine A. Brill-Schuetz Mandy Faretta-Stutenberg Patrick C. M. Wong Francis C. K. Wong

syntax syntax language acquisition second language attrition computational linguistics +7 more

Studies in Second Language Acquisition 16 citations Published 2015-06-01
A Unified Feature Selection Framework for Graph Embedding on High Dimensional Data (2015)

Marcus Chen Ivor W. Tsang Mingkui Tan Tat Jen Cham

graph embedding graph bandwidth quadratically constrained quadratic program data structure feature selection +7 more

IEEE Transactions on Knowledge and Data Engineering 14 citations Published 2015-06-01
A Color Channel Fusion Approach for Face Recognition (2015)

Ze Lu Xudong Jiang Alex C. Kot

color histogram color normalization color quantization channel hsl and hsv +7 more

IEEE Signal Processing Letters 15 citations Published 2015-06-01
SMiLer: A Semi-Lazy Time Series Prediction System for Sensors (2015)

Jingbo Zhou Anthony K.H. Tung

time series scalability data mining machine learning gaussian process +7 more

Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data 32 citations Published 2015-05-27
iCrowd: An Adaptive Crowdsourcing Framework (2015)

Ju Fan Guoliang Li Beng Chin Ooi Kian-lee Tan Jianhua Feng

crowdsourcing machine learning computer science data mining artificial intelligence +1 more

Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data 173 citations Published 2015-05-27
GetReal: Towards Realistic Selection of Influence Maximization Strategies in Competitive Networks (2015)

Hui Li Sourav S. Bhowmick Jiangtao Cui Yunjun Gao Jianfeng Ma

nash equilibrium game theory maximization competitor analysis mathematical optimization +4 more

Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data 25 citations Published 2015-05-27
A context-aware delayed agglomeration framework for electron microscopy segmentation. (2015)

Toufiq Parag Anirban Chakraborty Stephen Plaza Louis Scheffer

cluster analysis hierarchical clustering segmentation connectomics pattern recognition +5 more

PLOS ONE 30 citations Published 2015-05-27
Sparse Depth Odometry: 3D keypoint based pose estimation from dense depth data (2015)

Prakhya Sai Manoj Liu Bingbing Lin Weisi Usman Qayyum

visual odometry odometry pose point cloud signed distance function +7 more

2015 IEEE International Conference on Robotics and Automation (ICRA) 13 citations Published 2015-05-26
Intention-aware online POMDP planning for autonomous driving in a crowd (2015)

Haoyu Bai Shaojun Cai Nan Ye David Hsu Wee Sun Lee

partially observable markov decision process automated planning and scheduling robust decision making robot machine learning +7 more

2015 IEEE International Conference on Robotics and Automation (ICRA) 198 citations Published 2015-05-26
Efficient visual exploration and coverage with a micro aerial vehicle in unknown environments (2015)

Lionel Heng Alkis Gotovos Andreas Krause Marc Pollefeys

exploration problem stereo camera solid modeling 3d reconstruction computer vision +6 more

2015 IEEE International Conference on Robotics and Automation (ICRA) 77 citations Published 2015-05-26
Voting based weighted online sequential extreme learning machine for imbalance multi-class classification (2015)

Bilal Mirza Zhiping Lin Jiuwen Cao Xiaoping Lai

online machine learning extreme learning machine active learning semi supervised learning multiclass classification +6 more

2015 IEEE International Symposium on Circuits and Systems (ISCAS) 19 citations Published 2015-05-24
Screen image quality assessment incorporating structural degradation measurement (2015)

Ke Gu Shiqi Wang Guangtao Zhai Siwei Ma Weisi Lin

image quality computer graphics graphics edge detection weighting +6 more

2015 IEEE International Symposium on Circuits and Systems (ISCAS) 26 citations Published 2015-05-24
Real-time event-driven spiking neural network object recognition on the SpiNNaker platform (2015)

Garrick Orchard Xavier Lagorce Christoph Posch Steve B. Furber Ryad Benosman Francesco Galluppi

spiking neural network biological neuron model interrupt cognitive neuroscience of visual object recognition visualization +6 more

2015 IEEE International Symposium on Circuits and Systems (ISCAS) 15 citations Published 2015-05-24

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SeNTU: Sentiment Analysis of Tweets by Combining a Rule-based Classifier with Supervised Learning (2015)

Scene text extraction based on edges and support vector regression (2015)

RevUP: Automatic Gap-Fill Question Generation from Educational Texts (2015)

Reconfigurable mechanism generated from the network of Bennett linkages (2015)

Petuum: A New Platform for Distributed Machine Learning on Big Data (2015)

No-Reference Image Sharpness Assessment in Autoregressive Parameter Space (2015)

Creating Autonomous Adaptive Agents in a Real-Time First-Person Shooter Computer Game (2015)

A VIEW OF THE NEURAL REPRESENTATION OF SECOND LANGUAGE SYNTAX THROUGH ARTIFICIAL LANGUAGE LEARNING UNDER IMPLICIT CONTEXTS OF EXPOSURE (2015)

A Unified Feature Selection Framework for Graph Embedding on High Dimensional Data (2015)

A Color Channel Fusion Approach for Face Recognition (2015)

SMiLer: A Semi-Lazy Time Series Prediction System for Sensors (2015)

iCrowd: An Adaptive Crowdsourcing Framework (2015)

GetReal: Towards Realistic Selection of Influence Maximization Strategies in Competitive Networks (2015)

A context-aware delayed agglomeration framework for electron microscopy segmentation. (2015)

Sparse Depth Odometry: 3D keypoint based pose estimation from dense depth data (2015)

Intention-aware online POMDP planning for autonomous driving in a crowd (2015)

Efficient visual exploration and coverage with a micro aerial vehicle in unknown environments (2015)

Voting based weighted online sequential extreme learning machine for imbalance multi-class classification (2015)

Screen image quality assessment incorporating structural degradation measurement (2015)

Real-time event-driven spiking neural network object recognition on the SpiNNaker platform (2015)