Publications - Machine Learning SG

Neural Factorization Machines for Sparse Predictive Analytics (2017)

Xiangnan He Tat-Seng Chua

deep learning feature vector artificial neural network categorical variable predictive analytics +7 more

arXiv preprint arXiv:1708.05027 104 citations Published 2017-08-16
Neural Collaborative Filtering (2017)

Xiangnan He Lizi Liao Hanwang Zhang Liqiang Nie Xia Hu Tat-Seng Chua

recommender system deep learning collaborative filtering artificial neural network perceptron +6 more

arXiv preprint arXiv:1708.05031 194 citations Published 2017-08-16
Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks (2017)

Jun Xiao Hao Ye Xiangnan He Hanwang Zhang Fei Wu Tat-Seng Chua

supervised learning deep learning machine learning pattern recognition factorization +7 more

arXiv preprint arXiv:1708.04617 63 citations Published 2017-08-15
Distributed Multi-Task Relationship Learning (2017)

Sulin Liu Sinno Jialin Pan Qirong Ho

multi task learning online machine learning semi supervised learning active learning instance based learning +6 more

Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 22 citations Published 2017-08-13
Going deeper with two-stream ConvNets for action recognition in video surveillance (2017)

Yamin Han Peng Zhang Tao Zhuo Wei Huang Yanning Zhang

overfitting machine learning sensory cue artificial intelligence computer science +3 more

Pattern Recognition Letters 28 citations Published 2017-08-12
Recent Trends in Deep Learning Based Natural Language Processing (2017)

Tom Young Devamanyu Hazarika Soujanya Poria Erik Cambria

deep linguistic processing deep learning natural language processing machine learning computer science +1 more

arXiv preprint arXiv:1708.02709 967 citations Published 2017-08-09
FoveaNet: Perspective-Aware Urban Scene Parsing (2017)

Xin Li Zequn Jie Wei Wang Changsong Liu Jimei Yang Xiaohui Shen Zhe Lin Qiang Chen Shuicheng Yan Jiashi Feng

parsing perspective perspective crfs computer vision +5 more

2017 IEEE International Conference on Computer Vision (ICCV) 28 citations Published 2017-08-08
PPR-FCN: Weakly Supervised Visual Relation Detection via Parallel Pairwise R-FCN (2017)

Hanwang Zhang Zawlin Kyaw Jinyang Yu Shih-Fu Chang

object detection pairwise comparison pooling spatial contextual awareness pattern recognition +4 more

arXiv preprint arXiv:1708.01956 11 citations Published 2017-08-07
Learning to Rank Question Answer Pairs with Holographic Dual LSTM Architecture (2017)

Yi Tay Minh C. Phan Luu Anh Tuan Siu Cheung Hui

deep learning artificial neural network learning to rank feature engineering content addressable memory +5 more

Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval 84 citations Published 2017-08-07
Item Silk Road: Recommending Items from Information Domains to Social Users (2017)

Xiang Wang Xiangnan He Liqiang Nie Tat-Seng Chua

recommender system social network ranking world wide web information retrieval +7 more

Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval 119 citations Published 2017-08-07
Unified Blind Quality Assessment of Compressed Natural, Graphic, and Screen Content Images (2017)

Xiongkuo Min Kede Ma Ke Gu Guangtao Zhai Zhou Wang Weisi Lin

image quality digital image jpeg transform coding graphics +6 more

IEEE Transactions on Image Processing 82 citations Published 2017-08-02
The Chinese Lexicon Project: A megastudy of lexical decision performance for 25,000+ traditional Chinese two-character compound words. (2017)

Chi-Shing Tse Melvin J. Yap Yuen-Lai Chan Wei Ping Sze Cyrus Shaoul Dan Lin

lexical decision task word lists by frequency compound lexicon natural language processing +7 more

Behavior Research Methods 20 citations Published 2017-08-01
Shape Sensing Techniques for Continuum Robots in Minimally Invasive Surgery: A Survey (2017)

Chaoyang Shi Xiongbiao Luo Peng Qi Tianliang Li Shuang Song Zoran Najdovski Toshio Fukuda Hongliang Ren

robot motion planning iterative reconstruction emerging technologies human computer interaction +7 more

IEEE Transactions on Biomedical Engineering 114 citations Published 2017-08-01
Semi-supervised manifold-embedded hashing with joint feature representation and classifier learning (2017)

Tiecheng Song Jianfei Cai Tianqi Zhang Chenqiang Gao Fanman Meng Qingbo Wu

feature hashing dynamic perfect hashing locality sensitive hashing hash table universal hashing +7 more

Pattern Recognition 14 citations Published 2017-08-01
Learning Discriminative Correlation Subspace for Heterogeneous Domain Adaptation (2017)

Yuguang Yan Wen Li Michael K. P. Ng Mingkui Tan Hanrui Wu Huaqing Min Qingyao Wu

discriminative model subspace topology pattern recognition correlation computer science +2 more

Proceedings of the 2017 International Joint Conferences on Artificial Intelligence (IJCAI 2017) 22 citations Published 2017-08-01
Fractals based multi-oriented text detection system for recognition in mobile video images (2017)

Palaiahnakote Shivakumara Liang Wu Tong Lu Chew Lim Tan Michael Blumenstein Basavaraj S. Anami

optical flow cluster analysis pattern recognition computer vision fractal +7 more

Pattern Recognition 13 citations Published 2017-08-01
Discriminative Ocular Artifact Correction for Feature Learning in EEG Analysis (2017)

Xinyang Li Cuntai Guan Haihong Zhang Kai Keng Ang

feature learning brain computer interface feature extraction discriminative model electroencephalography +7 more

IEEE Transactions on Biomedical Engineering 15 citations Published 2017-08-01
DeepFacade: A Deep Learning Approach to Facade Parsing (2017)

Hantang Liu Jialiang Zhang Jianke Zhu Steven C. H. Hoi

deep learning convolutional neural network artificial neural network parsing formal language +6 more

Twenty-Sixth International Joint Conference on Artificial Intelligence 15 citations Published 2017-08-01
Deep Ordinal Regression Based on Data Relationship for Small Datasets (2017)

Yanzhu Liu Adams Wai Kin Kong Chi Keong Goh

ordinal data ordinal regression statistics pattern recognition computer science +1 more

Twenty-Sixth International Joint Conference on Artificial Intelligence 15 citations Published 2017-08-01
Attention-based Recurrent Convolutional Neural Network for Automatic Essay Scoring (2017)

Fei Dong Yue Zhang Jie Yang

recurrent neural network convolutional neural network artificial neural network artificial intelligence machine learning +1 more

Proceedings of the 21st Conference on Computational Natural Language Learning (CoNLL 2017) 86 citations Published 2017-08-01

Previous Next

Neural Factorization Machines for Sparse Predictive Analytics (2017)

Neural Collaborative Filtering (2017)

Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks (2017)

Distributed Multi-Task Relationship Learning (2017)

Going deeper with two-stream ConvNets for action recognition in video surveillance (2017)

Recent Trends in Deep Learning Based Natural Language Processing (2017)

FoveaNet: Perspective-Aware Urban Scene Parsing (2017)

PPR-FCN: Weakly Supervised Visual Relation Detection via Parallel Pairwise R-FCN (2017)

Learning to Rank Question Answer Pairs with Holographic Dual LSTM Architecture (2017)

Item Silk Road: Recommending Items from Information Domains to Social Users (2017)

Unified Blind Quality Assessment of Compressed Natural, Graphic, and Screen Content Images (2017)

The Chinese Lexicon Project: A megastudy of lexical decision performance for 25,000+ traditional Chinese two-character compound words. (2017)

Shape Sensing Techniques for Continuum Robots in Minimally Invasive Surgery: A Survey (2017)

Semi-supervised manifold-embedded hashing with joint feature representation and classifier learning (2017)

Learning Discriminative Correlation Subspace for Heterogeneous Domain Adaptation (2017)

Fractals based multi-oriented text detection system for recognition in mobile video images (2017)

Discriminative Ocular Artifact Correction for Feature Learning in EEG Analysis (2017)

DeepFacade: A Deep Learning Approach to Facade Parsing (2017)

Deep Ordinal Regression Based on Data Relationship for Small Datasets (2017)

Attention-based Recurrent Convolutional Neural Network for Automatic Essay Scoring (2017)