Publications - Machine Learning SG

Visual Relationship Detection with Visual-Linguistic Knowledge from Multimodal Representations. (2020)

Meng-Jiun Chiou Roger Zimmermann Jiashi Feng

commonsense knowledge object detection source code encoder natural language processing +6 more

arXiv: Computer Vision and Pattern Recognition Published 2020-09-10
Portfolio Decisions and Brain Reactions via the CEAD method (2020)

Piotr Majer Peter N.C. Mohr Hauke R. Heekeren Wolfgang K. Härdle Wolfgang K. Härdle

statistical hypothesis testing functional magnetic resonance imaging neuroeconomics voxel general linear model +6 more

arXiv preprint arXiv:2009.05142 Published 2020-09-10
ActivityGAN: generative adversarial networks for data augmentation in sensor-based human activity recognition. (2020)

Xi'ang Li Jinqi Luo Rabih Younes

activity recognition generative grammar adversarial system artificial intelligence computer science

Adjunct Proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers Published 2020-09-10
Detection of features associated with neovascular age-related macular degeneration in ethnically distinct data sets by an optical coherence tomography: trained deep learning algorithm. (2020)

Tyler Hyungtaek Rim Aaron Y Lee Daniel S Ting Kelvin Teo Bjorn Kaijun Betzler Zhen Ling Teo Tea Keun Yoo Geunyoung Lee Youngnam Kim Andrew C Lin Seong Eun Kim Yih Chung Tham Sung Soo Kim Ching-Yu Cheng Tien Yin Wong Chui Ming Gemmy Cheung

receiver operating characteristic optical coherence tomography data set macular degeneration salience +6 more

British Journal of Ophthalmology Published 2020-09-09
Deep Spatio-Frequency Saliency Detection (2020)

Zun Li Congyan Lang Tao Wang Yidong Li Jiashi Feng

convolutional neural network salience frequency domain wavelet discriminative model +6 more

Neurocomputing Published 2020-09-09
Clinical adoption of robotics in endoscopy: Challenges and solutions. (2020)

Hung Leng Kaan Hung Leng Kaan Khek Yu Ho

therapeutic endoscopy endoscope endoscopy robotics medical physics +6 more

Journal of Gastroenterology and Hepatology Published 2020-09-09
A dataset and classification model for Malay, Hindi, Tamil and Chinese music. (2020)

Fajilatun Nahar Kat Agres B T Balamurali Dorien Herremans

tamil malay hindi spectrogram musical +5 more

arXiv preprint arXiv:2009.04459 Published 2020-09-09
Accurate deep neural network model to detect cardiac arrhythmia on more than 10,000 individual subject ECG records. (2020)

Ozal Yildirim Muhammed Talo Edward J. Ciaccio Ru San Tan U Rajendra Acharya U Rajendra Acharya U Rajendra Acharya

cardiac arrhythmia deep learning artificial neural network feature learning sequence learning +6 more

Computer Methods and Programs in Biomedicine 1 citations Published 2020-09-08
Speckle Noise Reduction Mechanism Based on Dual-Density Dual-Tree Complex Wavelet in Optical Coherence Tomography (2020)

Xiaoyue Sang Xiaojun Yu Zhaohui Yuan Linbo Liu

speckle noise wavelet transform wavelet image processing image quality +6 more

2020 IEEE 5th Optoelectronics Global Conference (OGC) Published 2020-09-07
Quantifying Explainability of Saliency Methods in Deep Neural Networks (2020)

Erico Tjoa Cuntai Guan

artificial neural network synthetic data salience machine learning computer science +4 more

arXiv preprint arXiv:2009.02899 2 citations Published 2020-09-07
Pattern Recognition and Characterization of Upper Limb Neuromuscular Dynamics during Driver-Vehicle Interactions (2020)

Yang Xing Chen Lv Yifan Zhao Yahui Liu Dongpu Cao Sadahiro Kawahara

steering wheel active steering torque pattern recognition upper limb +5 more

iScience Published 2020-09-07
Approaches to quantify optical coherence tomography angiography metrics (2020)

Bingyao Tan Ralene Sim Jacqueline Chua Damon W K Wong Xinwen Yao Gerhard Garhöfer Doreen Schmidl René M Werkmeister Leopold Schmetterer

optical coherence tomography image processing decorrelation computer vision computer science +6 more

Annals of Translational Medicine 1 citations Published 2020-09-07
Efficient Framework for Learning Code Representations through Semantic-Preserving Program Transformations. (2020)

Nghi D. Q. Bui

source code cluster analysis artificial neural network encoder semantic equivalence +5 more

arXiv preprint arXiv:2009.02731 Published 2020-09-06
TreeCaps: Tree-Based Capsule Networks for Source Code Processing. (2020)

Nghi D. Q. Bui Yijun Yu Lingxiao Jiang

source code abstract syntax program comprehension deep learning semantics +6 more

arXiv preprint arXiv:2009.09777 Published 2020-09-05
Querying Recurrent Convoys over Trajectory Data (2020)

Munkh-Erdene Yadamjav Zhifeng Bao Baihua Zheng Farhana Murtaza Choudhury Hanan Samet

trajectory computer science artificial intelligence

ACM Transactions on Intelligent Systems and Technology Published 2020-09-05
Multi-component transfer metric learning for handling unrelated source domain samples (2020)

Chang’an Yi Yonghui Xu Yonghui Xu Han Yu Yuguang Yan Yang Liu

transfer of learning test data mahalanobis distance negative transfer overhead +6 more

Knowledge Based Systems 1 citations Published 2020-09-05
Generalization on the Enhancement of Layerwise Relevance Interpretability of Deep Neural Network. (2020)

Erico Tjoa Guan Cuntai

interpretability artificial neural network filter error detection and correction salience +6 more

arXiv preprint arXiv:2009.02516 Published 2020-09-05
An Extensive Knowledge Mapping Review of Measurement and Validity in Language Assessment and SLA Research. (2020)

S. Vahid Aryadoust Azrifah Zakaria Mei Hui Lim Chaomei Chen Chaomei Chen

language assessment language proficiency second language acquisition vocabulary applied linguistics +6 more

Frontiers in Psychology 1 citations Published 2020-09-04
Trust in Robots: Challenges and Opportunities (2020)

Bing Cai Kok Harold Soh

social robot behavior based robotics robot robotics human computer interaction +6 more

Current Robotics Reports 2 citations Published 2020-09-03
Mechanism discovery and model identification using genetic feature extraction and statistical testing (2020)

Arijit Chakraborty Abhishek Sivaram Lakshminarayanan Samavedham Venkat Venkatasubramanian

feature extraction system identification genetic algorithm statistical hypothesis testing machine learning +6 more

Computers & Chemical Engineering Published 2020-09-02

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Visual Relationship Detection with Visual-Linguistic Knowledge from Multimodal Representations. (2020)

Portfolio Decisions and Brain Reactions via the CEAD method (2020)

ActivityGAN: generative adversarial networks for data augmentation in sensor-based human activity recognition. (2020)

Detection of features associated with neovascular age-related macular degeneration in ethnically distinct data sets by an optical coherence tomography: trained deep learning algorithm. (2020)

Deep Spatio-Frequency Saliency Detection (2020)

Clinical adoption of robotics in endoscopy: Challenges and solutions. (2020)

A dataset and classification model for Malay, Hindi, Tamil and Chinese music. (2020)

Accurate deep neural network model to detect cardiac arrhythmia on more than 10,000 individual subject ECG records. (2020)

Speckle Noise Reduction Mechanism Based on Dual-Density Dual-Tree Complex Wavelet in Optical Coherence Tomography (2020)

Quantifying Explainability of Saliency Methods in Deep Neural Networks (2020)

Pattern Recognition and Characterization of Upper Limb Neuromuscular Dynamics during Driver-Vehicle Interactions (2020)

Approaches to quantify optical coherence tomography angiography metrics (2020)

Efficient Framework for Learning Code Representations through Semantic-Preserving Program Transformations. (2020)

TreeCaps: Tree-Based Capsule Networks for Source Code Processing. (2020)

Querying Recurrent Convoys over Trajectory Data (2020)

Multi-component transfer metric learning for handling unrelated source domain samples (2020)

Generalization on the Enhancement of Layerwise Relevance Interpretability of Deep Neural Network. (2020)

An Extensive Knowledge Mapping Review of Measurement and Validity in Language Assessment and SLA Research. (2020)

Trust in Robots: Challenges and Opportunities (2020)

Mechanism discovery and model identification using genetic feature extraction and statistical testing (2020)