Publications - Machine Learning SG

Multimodal Language Analysis in the Wild: CMU-MOSEI Dataset and Interpretable Dynamic Fusion Graph (2018)

AmirAli Bagher Zadeh Paul Pu Liang Soujanya Poria Erik Cambria Louis-Philippe Morency

sentiment analysis asynchronous communication natural language processing expression paralanguage +6 more

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) 125 citations Published 2018-07-01
Multi-stream CNN: Learning representations based on human-related regions for action recognition (2018)

Zhigang Tu Wei Xie Qianqing Qin Ronald Poppe Remco C. Veltkamp Baoxin Li Junsong Yuan

convolutional neural network foreground detection salience pattern recognition region of interest +6 more

Pattern Recognition 88 citations Published 2018-07-01
Leveraging Latent Label Distributions for Partial Label Learning. (2018)

Lei Feng Bo An

computer science pattern recognition artificial intelligence

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence 16 citations Published 2018-07-01
LETRIST: Locally Encoded Transform Feature Histogram for Rotation-Invariant Texture Classification (2018)

Tiecheng Song Hongliang Li Fanman Meng Qingbo Wu Jianfei Cai

image texture texture filtering texture compression local binary patterns scale space +7 more

IEEE Transactions on Circuits and Systems for Video Technology 66 citations Published 2018-07-01
Learning with rethinking: Recurrently improving convolutional neural networks through feedback (2018)

Xin Li Zequn Jie Jiashi Feng Changsong Liu Shuicheng Yan

convolutional neural network feed forward artificial intelligence computer science

Pattern Recognition 12 citations Published 2018-07-01
Learning Cross-lingual Distributed Logical Representations for Semantic Parsing (2018)

Yanyan Zou Wei Lu

parsing natural language processing computer science research question artificial intelligence +1 more

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) 13 citations Published 2018-07-01
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer Networks (2018)

Aishwarya Jadhav Vaibhav Rajan

automatic summarization pointer salient natural language processing computer science +2 more

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) 32 citations Published 2018-07-01
Exploiting document knowledge for aspect-level sentiment classification (2018)

Ruidan He Wee Sun Lee Hwee Tou Ng Daniel Dahlmeier

classifier natural language processing initialization computer science artificial intelligence +2 more

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) 104 citations Published 2018-07-01
ELM based smile detection using Distance Vector (2018)

Dongshun Cui Guang-Bin Huang Tianchi Liu

feature extraction facial expression pattern recognition distance vector routing protocol computer science +4 more

Pattern Recognition 15 citations Published 2018-07-01
DRUNET: a dilated-residual U-Net deep learning network to segment optic nerve head tissues in optical coherence tomography images (2018)

Sripad Krishna Devalla Prajwal K Renukanand Bharathwaj K Sreedhar Giridhar Subramanian Liang Zhang Shamira Perera Jean-Martial Mari Khai Sing Chin Tin A Tun Nicholas G Strouthidis Tin Aung Alexandre H Thiéry Michaël J A Girard

optical coherence tomography optic nerve segmentation sorensen dice coefficient connective tissue +6 more

Biomedical Optics Express 50 citations Published 2018-07-01
Distributed representations of tuples for entity resolution (2018)

Muhammad Ebraheem Saravanan Thirumuruganathan Shafiq Joty Mourad Ouzzani Nan Tang

tuple deep learning locality sensitive hashing recurrent neural network feature engineering +6 more

Proceedings of the VLDB Endowment VLDB Endowment Hompage archive 83 citations Published 2018-07-01
Discrete Factorization Machines for Fast Feature-based Recommendation. (2018)

Han Liu Xiangnan He Fuli Feng Liqiang Nie Rui Liu Hanwang Zhang

factorization computer science pattern recognition artificial intelligence feature based

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence 11 citations Published 2018-07-01
Discourse Representation Structure Parsing (2018)

Jiangming Liu Shay B. Cohen Mirella Lapata

discourse representation theory parsing referent natural language processing predicate +3 more

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) 29 citations Published 2018-07-01
Cross-Target Stance Classification with Self-Attention Networks (2018)

Chang Xu Cécile Paris Surya Nepal Ross Sparks

classifier generalization machine learning computer science artificial intelligence +1 more

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) 20 citations Published 2018-07-01
Cross-Domain Depression Detection via Harvesting Social Media (2018)

Tiancheng Shen Jia Jia Guangyao Shen Fuli Feng Xiangnan He Huanbo Luan Jie Tang Thanassis Tiropanis Tat Seng Chua Wendy Hall

social media machine learning artificial neural network cultural diversity computer science +4 more

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence 15 citations Published 2018-07-01
Building ethics into artificial intelligence (2018)

Han Yu Zhiqi Shen Chunyan Miao Cyril Leung Cyril Leung Victor R. Lesser Qiang Yang

computer science artificial intelligence

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence 76 citations Published 2018-07-01
BPRH: Bayesian personalized ranking for heterogeneous implicit feedback (2018)

Huihuai Qiu Huihuai Qiu Yun Liu Guibing Guo Zhu Sun Jie Zhang Hai Thanh Nguyen Hai Thanh Nguyen

ranking bayesian probability machine learning adaptive sampling computer science +5 more

Information Sciences 25 citations Published 2018-07-01
Automated EEG-based screening of depression using deep convolutional neural network. (2018)

U. Rajendra Acharya U. Rajendra Acharya U. Rajendra Acharya Shu Lih Oh Yuki Hagiwara Jen Hong Tan Hojjat Adeli D. P Subha

deep learning convolutional neural network artificial neural network electroencephalography lateralization of brain function +5 more

Computer Methods and Programs in Biomedicine 158 citations Published 2018-07-01
An Artificial Sensory Neuron with Tactile Perceptual Learning. (2018)

Changjin Wan Geng Chen Yangming Fu Ming Wang Naoji Matsuhisa Shaowu Pan Liang Pan Hui Yang Qing Wan Liqiang Zhu Xiaodong Chen

perceptual learning tactile perception sensory system sensory neuron neuromorphic engineering +6 more

Advanced Materials 129 citations Published 2018-07-01
An accurate sleep stages classification system using a new class of optimally time-frequency localized three-band wavelet filter bank. (2018)

Manish Sharma Deepanshu Goyal P.V. Achuth U. Rajendra Acharya U. Rajendra Acharya U. Rajendra Acharya

sleep stages wavelet supervised learning support vector machine electroencephalography +6 more

Computers in Biology and Medicine 64 citations Published 2018-07-01

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Multimodal Language Analysis in the Wild: CMU-MOSEI Dataset and Interpretable Dynamic Fusion Graph (2018)

Multi-stream CNN: Learning representations based on human-related regions for action recognition (2018)

Leveraging Latent Label Distributions for Partial Label Learning. (2018)

LETRIST: Locally Encoded Transform Feature Histogram for Rotation-Invariant Texture Classification (2018)

Learning with rethinking: Recurrently improving convolutional neural networks through feedback (2018)

Learning Cross-lingual Distributed Logical Representations for Semantic Parsing (2018)

Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer Networks (2018)

Exploiting document knowledge for aspect-level sentiment classification (2018)

ELM based smile detection using Distance Vector (2018)

DRUNET: a dilated-residual U-Net deep learning network to segment optic nerve head tissues in optical coherence tomography images (2018)

Distributed representations of tuples for entity resolution (2018)

Discrete Factorization Machines for Fast Feature-based Recommendation. (2018)

Discourse Representation Structure Parsing (2018)

Cross-Target Stance Classification with Self-Attention Networks (2018)

Cross-Domain Depression Detection via Harvesting Social Media (2018)

Building ethics into artificial intelligence (2018)

BPRH: Bayesian personalized ranking for heterogeneous implicit feedback (2018)

Automated EEG-based screening of depression using deep convolutional neural network. (2018)

An Artificial Sensory Neuron with Tactile Perceptual Learning. (2018)

An accurate sleep stages classification system using a new class of optimally time-frequency localized three-band wavelet filter bank. (2018)