Publications - Machine Learning SG

Quad binary pattern and its application in mean-shift tracking (2016)

Huanqiang Zeng Jing Chen Xiaolin Cui Canhui Cai Kai-Kuang Ma

local binary patterns binary pattern mean shift texture descriptor feature extraction +7 more

Neurocomputing 24 citations Published 2016-12-12
Novel methods to select environmental variables in MaxEnt: A case study using invasive crayfish (2016)

Yiwen Zeng Bi Wei Low Darren C.J. Yeo

environment variable machine learning a priori and a posteriori statistics species distribution +7 more

Ecological Modelling 53 citations Published 2016-12-10
Attention pooling-based convolutional neural network for sentence modelling (2016)

Meng Joo Er Yong Zhang Ning Wang Mahardhika Pratama

pooling convolutional neural network deep learning sentence classifier +7 more

Information Sciences 89 citations Published 2016-12-10
Tree-structured reinforcement learning for sequential object localization (2016)

Zequn Jie Xiaodan Liang Jiashi Feng Xiaojie Jin Wen Feng Lu Shuicheng Yan

object oriented design reinforcement learning artificial intelligence machine learning perception +4 more

NIPS'16 Proceedings of the 30th International Conference on Neural Information Processing Systems 85 citations Published 2016-12-05
Superpixel-based segmentation of muscle fibers in multi-channel microscopy. (2016)

Binh P. Nguyen Binh P. Nguyen Hans Heemskerk Hans Heemskerk Peter T. C. So Peter T. C. So Lisa Tucker-Kellogg Lisa Tucker-Kellogg

segmentation tracing computer vision microscopy biology +3 more

BMC Systems Biology 12 citations Published 2016-12-05
A uror : defending against poisoning attacks in collaborative deep learning systems (2016)

Shiqi Shen Shruti Tople Prateek Saxena

deep learning mnist database computer science computer security flash file system +4 more

Proceedings of the 32nd Annual Conference on Computer Security Applications 74 citations Published 2016-12-05
Timed Dataflow: Reducing Communication Overhead for Distributed Machine Learning Systems (2016)

Peng Sun Yonggang Wen Ta Nguyen Binh Duong Shengen Yan

dataflow server speedup testbed computer data storage +7 more

2016 IEEE 22nd International Conference on Parallel and Distributed Systems (ICPADS) 12 citations Published 2016-12-01
SenticNet 4: A Semantic Resource for Sentiment Analysis Based on Conceptual Primitives (2016)

Erik Cambria Soujanya Poria Rajiv Bajpai Björn W. Schuller

commonsense knowledge sentiment analysis human intelligence hierarchical clustering natural language processing +6 more

Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers 260 citations Published 2016-12-01
Saliency-based stereoscopic image retargeting (2016)

Yuming Fang Junle Wang Yuan Yuan Jianjun Lei Weisi Lin Patrick Le Callet

human visual system model seam carving stereoscopy salience pixel +6 more

Information Sciences 14 citations Published 2016-12-01
Multi-loss Regularized Deep Neural Network (2016)

Chunyan Xu Canyi Lu Xiaodan Liang Junbin Gao Wei Zheng Tianjiang Wang Shuicheng Yan

regularization perspectives on support vector machines convolutional neural network overfitting softmax function mnist database +7 more

IEEE Transactions on Circuits and Systems for Video Technology 65 citations Published 2016-12-01
Learning utterance-level normalisation using Variational Autoencoders for robust automatic speech recognition (2016)

Shawn Tan Khe Chai Sim

autoencoder feature extraction utterance hidden markov model artificial neural network +5 more

2016 IEEE Spoken Language Technology Workshop (SLT) 13 citations Published 2016-12-01
Label Embedding for Zero-shot Fine-grained Named Entity Typing. (2016)

Yukun Ma Erik Cambria Sa Gao

embedding natural language processing computer science typing artificial intelligence +2 more

Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers 89 citations Published 2016-12-01
Knowledge-Driven Event Embedding for Stock Prediction (2016)

Xiao Ding Yue Zhang Ting Liu Junwen Duan

stock market prediction stock market text corpus natural language processing ground truth +6 more

Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers 41 citations Published 2016-12-01
Image Denoising via Bandwise Adaptive Modeling and Regularization Exploiting Nonlocal Similarity (2016)

Ruiqin Xiong Hangfan Liu Xinfeng Zhang Jian Zhang Siwei Ma Feng Wu Wen Gao

image restoration wavelet transform regularization noise reduction pattern recognition +6 more

IEEE Transactions on Image Processing 33 citations Published 2016-12-01
Hashtag recommendation with topical attention-based LSTM (2016)

Yang Li Ting Liu Jing Jiang Liang Zhang

topic model microblogging natural language processing f1 score computer science +3 more

Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers 57 citations Published 2016-12-01
Good Practices for Learning to Recognize Actions Using FV and VLAD (2016)

Jianxin Wu Yu Zhang Weiyao Lin

feature extraction feature selection contextual image classification machine learning pooling +6 more

IEEE Transactions on Systems, Man, and Cybernetics 27 citations Published 2016-12-01
Generating Questions and Multiple-Choice Answers using Semantic Analysis of Texts. (2016)

Jun Araki Dheeraj Rajagopal Sreecharan Sankaranarayanan Susan Holm Yukari Yamakawa Teruko Mitamura

inference coreference multiple choice paraphrase natural language processing +3 more

Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers 28 citations Published 2016-12-01
Factorized Hidden Layer Adaptation for Deep Neural Network Based Acoustic Modeling (2016)

Lahiru Samarakoon Khe Chai Sim

hidden markov model artificial neural network affine transformation speech recognition pattern recognition +6 more

IEEE Transactions on Audio, Speech, and Language Processing 58 citations Published 2016-12-01
Face spoofing detection with image quality regression (2016)

Haoliang Li Shiqi Wang Alex C. Kot

spoofing attack feature extraction image quality biometrics classifier +7 more

2016 Sixth International Conference on Image Processing Theory, Tools and Applications (IPTA) 11 citations Published 2016-12-01
Distance Metric Learning for Aspect Phrase Grouping (2016)

Shufeng Xiong Yue Zhang Donghong Ji Yinxia Lou

phrase metric cluster analysis sentiment analysis polysemy +6 more

Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers 12 citations Published 2016-12-01

Previous Next

Quad binary pattern and its application in mean-shift tracking (2016)

Novel methods to select environmental variables in MaxEnt: A case study using invasive crayfish (2016)

Attention pooling-based convolutional neural network for sentence modelling (2016)

Tree-structured reinforcement learning for sequential object localization (2016)

Superpixel-based segmentation of muscle fibers in multi-channel microscopy. (2016)

A uror : defending against poisoning attacks in collaborative deep learning systems (2016)

Timed Dataflow: Reducing Communication Overhead for Distributed Machine Learning Systems (2016)

SenticNet 4: A Semantic Resource for Sentiment Analysis Based on Conceptual Primitives (2016)

Saliency-based stereoscopic image retargeting (2016)

Multi-loss Regularized Deep Neural Network (2016)

Learning utterance-level normalisation using Variational Autoencoders for robust automatic speech recognition (2016)

Label Embedding for Zero-shot Fine-grained Named Entity Typing. (2016)

Knowledge-Driven Event Embedding for Stock Prediction (2016)

Image Denoising via Bandwise Adaptive Modeling and Regularization Exploiting Nonlocal Similarity (2016)

Hashtag recommendation with topical attention-based LSTM (2016)

Good Practices for Learning to Recognize Actions Using FV and VLAD (2016)

Generating Questions and Multiple-Choice Answers using Semantic Analysis of Texts. (2016)

Factorized Hidden Layer Adaptation for Deep Neural Network Based Acoustic Modeling (2016)

Face spoofing detection with image quality regression (2016)

Distance Metric Learning for Aspect Phrase Grouping (2016)