Publications - Machine Learning SG

Making History Matter: History-Advantage Sequence Training for Visual Dialog (2019)

Tianhao Yang Zheng-Jun Zha Hanwang Zhang

supervised learning reinforcement learning codec dialog box feature vector +5 more

arXiv preprint arXiv:1902.09326 5 citations Published 2019-02-25
GFCN: A New Graph Convolutional Network Based on Parallel Flows (2019)

Feng Ji Jielong Yang Qiang Zhang Wee Peng Tay

spectral graph theory mnist database contextual image classification artificial neural network convolution +6 more

arXiv preprint arXiv:1902.09173 Published 2019-02-25
Dynamic Feature Fusion for Semantic Edge Detection. (2019)

Yuan Hu Yunpeng Chen Xiang Li Jiashi Feng

edge detection pattern recognition fusion semantics computer science +2 more

arXiv preprint arXiv:1902.09104 3 citations Published 2019-02-25
Differentially Private Collaborative Learning for the IoT Edge (2019)

Linshan Jiang Xin Lou Rui Tan Jun Zhao

edge device convolutional neural network collaborative learning artificial neural network cloud computing +6 more

EWSN '19 Proceedings of the 2019 International Conference on Embedded Wireless Systems and Networks 7 citations Published 2019-02-25
Artificial intelligence in nanomedicine (2019)

Dean Ho Peter Wang Theodore Kee

nanomedicine drug delivery combination therapy drug medicine +3 more

Nanoscale horizons 17 citations Published 2019-02-25
AnomalyNet: An Anomaly Detection Network for Video Surveillance (2019)

Joey Tianyi Zhou Jiawei Du Hongyuan Zhu Xi Peng Yong Liu Rick Siow Mong Goh

sparse approximation feature learning anomaly detection recurrent neural network artificial neural network +6 more

IEEE Transactions on Information Forensics and Security 31 citations Published 2019-02-22
An LDA-Based Approach for Real-Time Simultaneous Classification of Movements Using Surface Electromyography (2019)

Chris Wilson Antuvan Lorenzo Masia

linear discriminant analysis decoding methods pattern recognition motor control computer science +6 more

IEEE Transactions on Neural Systems and Rehabilitation Engineering 5 citations Published 2019-02-22
ntuer at SemEval-2019 Task 3: Emotion Classification with Word and Sentence Representations in RCNN (2019)

Peixiang Zhong Chunyan Miao

emotion classification semeval sentence convolutional neural network natural language processing +3 more

arXiv: Computation and Language Published 2019-02-21
Multi-Channel Convolutional Neural Network Based 3D Object Detection for Indoor Robot Environmental Perception (2019)

Li Wang Ruifeng Li Hezi Shi Jingwen Sun Lijun Zhao Hock Soon Seah Chee Kwang Quah Budianto Tandianus

object detection service robot convolutional neural network robot computer vision +6 more

Sensors 7 citations Published 2019-02-21
Beyond Consensus: Embracing Heterogeneity in Curated Neuroimaging Meta-Analysis (2019)

Gia H. Ngo Simon B. Eickhoff Minh Nguyen Gunes Sevinc Peter T. Fox R. Nathan Spreng B. T. Thomas Yeo

default mode network cognition neuroimaging small number meta analysis +5 more

bioRxiv Published 2019-02-21
Deep learning assisted optical wavefront shaping in disordered medium (2019)

Yunqi Luo Huanhao Li Ruochong Zhang Puxiang Lai Yuanjin Zheng

adaptive optics wavefront deep learning optics computer science +1 more

Adaptive Optics and Wavefront Control for Biological Systems V 2 citations Published 2019-02-20
Accelerating Bayesian synthetic likelihood with the graphical lasso (2019)

Ziwen An Leah F. South David J. Nott Christopher C. Drovandi

approximate bayesian computation bayesian inference likelihood function bayesian probability lasso +4 more

Journal of Computational and Graphical Statistics 10 citations Published 2019-02-19
A One-Class Support Vector Machine Calibration Method for Time Series Change Point Detection (2019)

Baihong Jin Yuxin Chen Dan Li Kameshwar Poolla Alberto Sangiovanni-Vincentelli

change detection support vector machine anomaly detection deep learning heuristic +6 more

2019 IEEE International Conference on Prognostics and Health Management (ICPHM) Published 2019-02-18
PatchNet: A Tool for Deep Patch Classification (2019)

Thong Hoang Julia Lawall Richard J. Oentaryo Yuan Tian David Lo

source code linux kernel deep learning code commit +4 more

arXiv preprint arXiv:1903.02063 Published 2019-02-16
Depth-based Obstacle Avoidance through Deep Reinforcement Learning (2019)

Keyu Wu Mahdi Abolfazli Esfahani Shenghai Yuan Han Wang

obstacle avoidance artificial neural network convolutional neural network reinforcement learning mobile robot +3 more

Proceedings of the 5th International Conference on Mechatronics and Robotics Engineering 1 citations Published 2019-02-16
Deep Learning for Image Super-resolution: A Survey (2019)

Zhihao Wang Jian Chen Steven C.H. Hoi

image processing deep learning information retrieval computer science artificial intelligence +1 more

arXiv preprint arXiv:1902.06068 34 citations Published 2019-02-16
Task-generic semantic convolutional neural network for web text-aided image classification (2019)

Dongzhe Wang Kezhi Mao

feature learning convolutional neural network contextual image classification redundancy machine learning +3 more

Neurocomputing 12 citations Published 2019-02-15
Output feedback image-based visual servoing of rotorcrafts (2019)

Jianan Li Hui Xie Rui Ma Kin Huat Low

visual servoing inertial measurement unit controller observer feature +6 more

Journal of Intelligent and Robotic Systems 4 citations Published 2019-02-15
Multi-resolution attention convolutional neural network for crowd counting (2019)

Youmei Zhang Chunluan Zhou Faliang Chang Alex C. Kot

convolutional neural network convolution pattern recognition computer science exploit +5 more

Neurocomputing 22 citations Published 2019-02-15
GlycanAnalyzer: software for automated interpretation of N-glycan profiles after exoglycosidase digestions (2019)

Ian Walsh Terry Nguyen-Khuong Katherine Wongtrakul-Kish Shi Jie Tay Daniel Chew Tasha José Christopher H Taron Pauline M Rudd

exoglycosidase glycan software mass spectrometry pattern recognition +5 more

Bioinformatics 3 citations Published 2019-02-15

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Making History Matter: History-Advantage Sequence Training for Visual Dialog (2019)

GFCN: A New Graph Convolutional Network Based on Parallel Flows (2019)

Dynamic Feature Fusion for Semantic Edge Detection. (2019)

Differentially Private Collaborative Learning for the IoT Edge (2019)

Artificial intelligence in nanomedicine (2019)

AnomalyNet: An Anomaly Detection Network for Video Surveillance (2019)

An LDA-Based Approach for Real-Time Simultaneous Classification of Movements Using Surface Electromyography (2019)

ntuer at SemEval-2019 Task 3: Emotion Classification with Word and Sentence Representations in RCNN (2019)

Multi-Channel Convolutional Neural Network Based 3D Object Detection for Indoor Robot Environmental Perception (2019)

Beyond Consensus: Embracing Heterogeneity in Curated Neuroimaging Meta-Analysis (2019)

Deep learning assisted optical wavefront shaping in disordered medium (2019)

Accelerating Bayesian synthetic likelihood with the graphical lasso (2019)

A One-Class Support Vector Machine Calibration Method for Time Series Change Point Detection (2019)

PatchNet: A Tool for Deep Patch Classification (2019)

Depth-based Obstacle Avoidance through Deep Reinforcement Learning (2019)

Deep Learning for Image Super-resolution: A Survey (2019)

Task-generic semantic convolutional neural network for web text-aided image classification (2019)

Output feedback image-based visual servoing of rotorcrafts (2019)

Multi-resolution attention convolutional neural network for crowd counting (2019)

GlycanAnalyzer: software for automated interpretation of N-glycan profiles after exoglycosidase digestions (2019)