Publications - Machine Learning SG

Optimizing Quality of Experience for Adaptive Bitrate Streaming via Viewer Interest Inference (2018)

Guanyu Gao Huaizheng Zhang Han Hu Yonggang Wen Jianfei Cai Chong Luo Wenjun Zeng

adaptive bitrate streaming quality of experience visualization human computer interaction semantics +6 more

IEEE Transactions on Multimedia 15 citations Published 2018-05-21
BitFlow: Exploiting Vector Parallelism for Binary Neural Networks on CPU (2018)

Yuwei Hu Jidong Zhai Dinghua Li Yifan Gong Yuhao Zhu Wei Liu Lei Su Jiangming Jin

xeon phi speedup deep learning bitwise operation artificial neural network +6 more

2018 IEEE International Parallel and Distributed Processing Symposium (IPDPS) 14 citations Published 2018-05-21
Optimal Auction for Edge Computing Resource Management in Mobile Blockchain Networks: A Deep Learning Approach (2018)

Nguyen Cong Luong Zehui Xiong Ping Wang Dusit Niyato

edge computing resource allocation incentive compatibility mobile device resource management +6 more

2018 IEEE International Conference on Communications (ICC) 89 citations Published 2018-05-20
DeepSense: Device-Free Human Activity Recognition via Autoencoder Long-Term Recurrent Convolutional Network (2018)

Han Zou Yuxun Zhou Jianfei Yang Hao Jiang Lihua Xie Costas J. Spanos

autoencoder deep learning convolutional neural network activity recognition feature extraction +6 more

2018 IEEE International Conference on Communications (ICC) 22 citations Published 2018-05-20
Neural ParsCit: a deep learning-based reference string parser (2018)

Animesh Prasad Manpreet Kaur Min-Yen Kan

deep learning recurrent neural network parsing conditional random field test case +6 more

International Journal on Digital Libraries 15 citations Published 2018-05-19
Diverse Few-Shot Text Classification with Multiple Metrics (2018)

Mo Yu Xiaoxiao Guo Jinfeng Yi Shiyu Chang Saloni Potdar Yu Cheng Gerald Tesauro Haoyu Wang Bowen Zhou

sentiment analysis natural language machine learning computer science dialog box +3 more

arXiv preprint arXiv:1805.07513 15 citations Published 2018-05-19
Learning multi-grained aspect target sequence for Chinese sentiment analysis (2018)

Haiyun Peng Yukun Ma Yang Li Erik Cambria

sentiment analysis sentence natural language processing granularity computer science +3 more

Knowledge Based Systems 69 citations Published 2018-05-15
Disc-Aware Ensemble Network for Glaucoma Screening From Fundus Image (2018)

Huazhu Fu Jun Cheng Yanwu Xu Changqing Zhang Damon Wing Kee Wong Jiang Liu Xiaochun Cao

glaucoma image segmentation feature extraction optic disc segmentation +6 more

IEEE Transactions on Medical Imaging 117 citations Published 2018-05-15
Domain Adaptation with Adversarial Training and Graph Embeddings (2018)

Firoj Alam Shafiq R. Joty Muhammad Imran

deep learning machine learning computer science social media adversarial system +6 more

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) 32 citations Published 2018-05-14
DeepMutation: Mutation Testing of Deep Learning Systems (2018)

Lei Ma Lei Ma Fuyuan Zhang Jiyuan Sun Minhui Xue Bo Li Felix Juefei-Xu Chao Xie Li Li Yang Liu Jianjun Zhao Yadong Wang

test suite test data mnist database robustness software +6 more

arXiv preprint arXiv:1805.05206 26 citations Published 2018-05-14
Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi- Supervised Semantic Segmentation (2018)

Yunchao Wei Huaxin Xiao Honghui Shi Zequn Jie Jiashi Feng Thomas S. Huang

segmentation discriminative model test set convolution pattern recognition +4 more

arXiv preprint arXiv:1805.04574 25 citations Published 2018-05-11
Robust 3D Hand Pose Estimation From Single Depth Images Using Multi-View CNNs (2018)

Liuhao Ge Hui Liang Junsong Yuan Daniel Thalmann

pose convolutional neural network robustness point cloud probability distribution +6 more

IEEE Transactions on Image Processing 18 citations Published 2018-05-10
Sentence-State LSTM for Text Representation (2018)

Yue Zhang Qi Liu Linfeng Song

sentence incremental reading encoding natural language processing computer science +2 more

arXiv preprint arXiv:1805.02474 32 citations Published 2018-05-07
Learning-Based Compressive MRI (2018)

Baran Gozcu Rabeeh Karimi Mahabadi Yen-Huan Li Efe Ilicak Tolga Cukur Jonathan Scarlett Volkan Cevher

statistical learning theory iterative reconstruction greedy algorithm image processing compressed sensing +6 more

IEEE Transactions on Medical Imaging 54 citations Published 2018-05-02
Sentiment analysis: An automatic contextual analysis and ensemble clustering approach and comparison (2018)

Murtadha Talib AL-Sharuee Fei Liu Mahardhika Pratama

sentiment analysis ensemble learning cluster analysis initialization machine learning +6 more

data and knowledge engineering 12 citations Published 2018-05-01
Recent advances in convolutional neural networks (2018)

Jiuxiang Gu Zhenhua Wang Jason Kuen Lianyang Ma Amir Shahroudy Bing Shuai Ting Liu Xingxing Wang Gang Wang Jianfei Cai Tsuhan Chen

deep learning convolutional neural network activation function object detection natural language +6 more

Pattern Recognition 1,409 citations Published 2018-05-01
Edge-preserving smoothing pyramid based multi-scale exposure fusion (2018)

Fei Kou Zhengguo Li Changyun Wen Weihai Chen

smoothing edge preserving smoothing pyramid display device dynamic range +6 more

Journal of Visual Communication and Image Representation 18 citations Published 2018-05-01
Deep Recurrent Regression for Facial Landmark Detection (2018)

Hanjiang Lai Shengtao Xiao Yan Pan Zhen Cui Jiashi Feng Chunyan Xu Jian Yin Shuicheng Yan

feature extraction landmark pattern recognition computer vision visualization +7 more

IEEE Transactions on Circuits and Systems for Video Technology 31 citations Published 2018-05-01
CASCADE: Contextual Sarcasm Detection in Online Discussion Forums (2018)

Devamanyu Hazarika Soujanya Poria Sruthi Gorantla Erik Cambria Roger Zimmermann Rada Mihalcea

sarcasm commonsense knowledge sentence online discussion syntax +6 more

Proceedings of the 27th International Conference on Computational Linguistics 47 citations Published 2018-05-01
Breathing-Based Authentication on Resource-Constrained IoT Devices using Recurrent Neural Networks (2018)

Jagmohan Chauhan Suranga Seneviratne Yining Hu Archan Misra Aruna Seneviratne Youngki Lee

deep learning recurrent neural network authentication voice command device wearable computer +6 more

IEEE Computer 24 citations Published 2018-05-01

Previous Next

Optimizing Quality of Experience for Adaptive Bitrate Streaming via Viewer Interest Inference (2018)

BitFlow: Exploiting Vector Parallelism for Binary Neural Networks on CPU (2018)

Optimal Auction for Edge Computing Resource Management in Mobile Blockchain Networks: A Deep Learning Approach (2018)

DeepSense: Device-Free Human Activity Recognition via Autoencoder Long-Term Recurrent Convolutional Network (2018)

Neural ParsCit: a deep learning-based reference string parser (2018)

Diverse Few-Shot Text Classification with Multiple Metrics (2018)

Learning multi-grained aspect target sequence for Chinese sentiment analysis (2018)

Disc-Aware Ensemble Network for Glaucoma Screening From Fundus Image (2018)

Domain Adaptation with Adversarial Training and Graph Embeddings (2018)

DeepMutation: Mutation Testing of Deep Learning Systems (2018)

Revisiting Dilated Convolution: A Simple Approach for Weakly- and Semi- Supervised Semantic Segmentation (2018)

Robust 3D Hand Pose Estimation From Single Depth Images Using Multi-View CNNs (2018)

Sentence-State LSTM for Text Representation (2018)

Learning-Based Compressive MRI (2018)

Sentiment analysis: An automatic contextual analysis and ensemble clustering approach and comparison (2018)

Recent advances in convolutional neural networks (2018)

Edge-preserving smoothing pyramid based multi-scale exposure fusion (2018)

Deep Recurrent Regression for Facial Landmark Detection (2018)

CASCADE: Contextual Sarcasm Detection in Online Discussion Forums (2018)

Breathing-Based Authentication on Resource-Constrained IoT Devices using Recurrent Neural Networks (2018)