Publications - Machine Learning SG

Adaptive neuro-fuzzy inference system for deburring stage classification and prediction for indirect quality monitoring (2018)

Wahyu Caesarendra Tomi Wijaya Tegoeh Tjahjowidodo Bobby K. Pappachan Arthur Wee Muhammad Izzat Roslan

adaptive neuro fuzzy inference system feature extraction machining chamfer surface finish +6 more

Applied Soft Computing 20 citations Published 2018-11-01
Active learning with confidence-based answers for crowdsourcing labeling tasks (2018)

Jinhua Song Hao Wang Yang Gao Bo An

crowdsourcing active learning machine learning classifier score +4 more

Knowledge Based Systems 12 citations Published 2018-11-01
A brief review on multi-task learning (2018)

Kim-Han Thung Chong-Yaw Wee

multi task learning transfer of learning deep learning human computer interaction computer science +4 more

Multimedia Tools and Applications 21 citations Published 2018-11-01
Persistent-Homology-Based Machine Learning and Its Applications -- A Survey (2018)

Chi Seng Pun Kelin Xia Si Xian Lee

topological data analysis feature extraction persistent homology curse of dimensionality algebraic topology +6 more

arXiv: Algebraic Topology 19 citations Published 2018-10-31
Deep learning enables automated scoring of liver fibrosis stages (2018)

Yang Yu Yang Yu Yang Yu Jiahao Wang Chan Way Ng Yukun Ma Shupei Mo Eliza Li Shan Fong Jiangwa Xing Ziwei Song Ziwei Song Yufei Xie Ke Si Aileen Wee Roy E. Welsch Peter T. C. So Peter T. C. So Hanry Yu

artificial neural network deep learning support vector machine feature extraction random forest +6 more

Scientific Reports 25 citations Published 2018-10-30
A novel attention-based hybrid CNN-RNN architecture for sEMG-based gesture recognition. (2018)

Yu Hu Yongkang Wong Wentao Wei Yu Du Mohan Kankanhalli Weidong Geng

gesture recognition deep learning convolutional neural network feature vector artificial neural network +6 more

PLOS ONE 72 citations Published 2018-10-30
Intelligent Fault Diagnosis Under Varying Working Conditions Based on Domain Adaptive Convolutional Neural Networks (2018)

Bo Zhang Wei Li Xiao-Li Li See-Kiong Ng

feature extraction convolutional neural network precision and recall classifier pattern recognition +6 more

IEEE Access 31 citations Published 2018-10-29
Learn to Steer through Deep Reinforcement Learning. (2018)

Keyu Wu Mahdi Abolfazli Esfahani Shenghai Yuan Han Wang

reinforcement learning virtual training convolutional neural network robot adaptability +5 more

Sensors 14 citations Published 2018-10-27
Applications of Deep Reinforcement Learning in Communications and Networking: A Survey (2018)

Nguyen Cong Luong Dinh Thai Hoang Shimin Gong Dusit Niyato Ping Wang Ying-Chang Liang Dong In Kim

reinforcement learning dynamic network analysis network security network performance deep learning +6 more

arXiv preprint arXiv:1810.07862 23 citations Published 2018-10-18
Explicit State Tracking with Semi-Supervisionfor Neural Dialogue Generation (2018)

Xisen Jin Wenqiang Lei Zhaochun Ren Hongshen Chen Shangsong Liang Yihong Zhao Dawei Yin

semi supervised learning supervised learning vocabulary machine learning weak interpretability +6 more

Proceedings of the 27th ACM International Conference on Information and Knowledge Management 18 citations Published 2018-10-17
Visual Domain Adaptation with Manifold Embedded Distribution Alignment (2018)

Jindong Wang Wenjie Feng Yiqiang Chen Han Yu Meiyu Huang Philip S. Yu

meda feature vector conditional probability distribution structural risk minimization subspace topology +6 more

Proceedings of the 26th ACM international conference on Multimedia 161 citations Published 2018-10-15
Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing (2018)

Jian Zhao Jianshu Li Yu Cheng Terence Sim Shuicheng Yan Jiashi Feng

parsing cluster analysis salience natural language processing segmentation +6 more

Proceedings of the 26th ACM international conference on Multimedia 35 citations Published 2018-10-15
Towards occupant activity driven smart buildings via WiFi-enabled IoT devices and deep learning (2018)

Han Zou Yuxun Zhou Jianfei Yang Costas J. Spanos

autoencoder activity recognition deep learning user experience design building automation +6 more

Energy and Buildings 32 citations Published 2018-10-15
Learning and Fusing Multimodal Deep Features for Acoustic Scene Categorization (2018)

Yifang Yin Rajiv Ratn Shah Roger Zimmermann

convolutional neural network spectrogram background noise mel frequency cepstrum pattern recognition +6 more

Proceedings of the 26th ACM international conference on Multimedia 17 citations Published 2018-10-15
Interpretable Multimodal Retrieval for Fashion Products (2018)

Lizi Liao Xiangnan He Bo Zhao Chong-Wah Ngo Tat-Seng Chua

multimodal learning tree structure domain knowledge semantics deep learning +6 more

Proceedings of the 26th ACM international conference on Multimedia 26 citations Published 2018-10-15
Extraction and evaluation of melt pool, plume and spatter information for powder-bed fusion AM process monitoring (2018)

Yingjie Zhang Geok Soon Hong Dongsen Ye Kunpeng Zhu Jerry Y.H. Fuh

feature vector machine vision support vector machine convolutional neural network pattern recognition +6 more

Materials & Design 37 citations Published 2018-10-15
Deep Understanding of Cooking Procedure for Cross-modal Recipe Retrieval (2018)

Jing-Jing Chen Chong-Wah Ngo Fu-Li Feng Tat-Seng Chua

recipe visual appearance domain knowledge machine translation modal +5 more

Proceedings of the 26th ACM international conference on Multimedia 37 citations Published 2018-10-15
Cross-modal Moment Localization in Videos (2018)

Meng Liu Xiang Wang Liqiang Nie Qi Tian Baoquan Chen Tat-Seng Chua

natural language user interface modal natural language processing computer science comprehension +3 more

Proceedings of the 26th ACM international conference on Multimedia 61 citations Published 2018-10-15
Aesthetic-Driven Image Enhancement by Adversarial Learning (2018)

Yubin Deng Chen Change Loy Xiaoou Tang

filter computer vision piecewise operator computer science +6 more

Proceedings of the 26th ACM international conference on Multimedia 31 citations Published 2018-10-15
Practical Fault Attack on Deep Neural Networks (2018)

Jakub Breier Xiaolu Hou Dirmanto Jap Lei Ma Shivam Bhasin Yang Liu

fault injection deep learning softmax function sigmoid function distributed computing +6 more

CCS '18 Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security 11 citations Published 2018-10-08

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Adaptive neuro-fuzzy inference system for deburring stage classification and prediction for indirect quality monitoring (2018)

Active learning with confidence-based answers for crowdsourcing labeling tasks (2018)

A brief review on multi-task learning (2018)

Persistent-Homology-Based Machine Learning and Its Applications -- A Survey (2018)

Deep learning enables automated scoring of liver fibrosis stages (2018)

A novel attention-based hybrid CNN-RNN architecture for sEMG-based gesture recognition. (2018)

Intelligent Fault Diagnosis Under Varying Working Conditions Based on Domain Adaptive Convolutional Neural Networks (2018)

Learn to Steer through Deep Reinforcement Learning. (2018)

Applications of Deep Reinforcement Learning in Communications and Networking: A Survey (2018)

Explicit State Tracking with Semi-Supervisionfor Neural Dialogue Generation (2018)

Visual Domain Adaptation with Manifold Embedded Distribution Alignment (2018)

Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human Parsing (2018)

Towards occupant activity driven smart buildings via WiFi-enabled IoT devices and deep learning (2018)

Learning and Fusing Multimodal Deep Features for Acoustic Scene Categorization (2018)

Interpretable Multimodal Retrieval for Fashion Products (2018)

Extraction and evaluation of melt pool, plume and spatter information for powder-bed fusion AM process monitoring (2018)

Deep Understanding of Cooking Procedure for Cross-modal Recipe Retrieval (2018)

Cross-modal Moment Localization in Videos (2018)

Aesthetic-Driven Image Enhancement by Adversarial Learning (2018)

Practical Fault Attack on Deep Neural Networks (2018)