Publications - Machine Learning SG

Indoor Signal Focusing with Deep Learning Designed Reconfigurable Intelligent Surfaces (2019)

Chongwen Huang George C. Alexandropoulos Chau Yuen Mérouane Debbah

artificial neural network deep learning wireless throughput ray tracing +5 more

arXiv preprint arXiv:1905.07726 1 citations Published 2019-05-19
Regression based overall survival prediction of glioblastoma multiforme patients using a single discovery cohort of multi-institutional multi-channel MR images. (2019)

Parita Sanghani Beng Ti Ang Nicolas Kon Kam King Hongliang Ren

confidence interval regression support vector machine coefficient of determination fluid attenuated inversion recovery +6 more

Medical & Biological Engineering & Computing Published 2019-05-18
POPQORN: Quantifying Robustness of Recurrent Neural Networks (2019)

Ching-Yun Ko Zhaoyang Lyu Lily Weng Luca Daniel Ngai Wong Dahua Lin

recurrent neural network robustness computer science artificial intelligence

International Conference on Machine Learning 12 citations Published 2019-05-17
Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks (2019)

Felipe Oviedo Zekun Ren Shijing Sun Charles Settens Zhe Liu Noor Titan Putri Hartono Savitha Ramasamy Brian L. DeCost Siyu I. P. Tian Giuseppe Romano Aaron Gilad Kusne Tonio Buonassisi Tonio Buonassisi

curse of dimensionality convolutional neural network data acquisition interpretability experimental data +6 more

npj Computational Materials 29 citations Published 2019-05-17
Automatic body measurement by neural networks (2019)

Jingyi Zhao

artificial neural network artificial intelligence computer science

Proceedings of the 2019 2nd International Conference on Robot Systems and Applications Published 2019-05-17
Neuromorphic vision and tactile fusion for upper limb prosthesis control (2019)

Mark Hays Luke Osborn Rohan Ghosh Mark Iskarous Christopher Hunt Nitish V. Thakor

tactile sensor neuromorphic engineering visualization sensory system usability +6 more

2019 9th International IEEE/EMBS Conference on Neural Engineering (NER) 2 citations Published 2019-05-16
Improving the Performance of SSVEP BCI with Short Response Time by Temporal Alignments Enhanced CCA (2019)

Aung Aung Phyo Wai Min-Ho Lee Seong-Whan Lee Cuntai Guan

response time tacca canonical correlation brain computer interface ranging +6 more

2019 9th International IEEE/EMBS Conference on Neural Engineering (NER) 3 citations Published 2019-05-16
Efficient Training Management for Mobile Crowd-Machine Learning: A Deep Reinforcement Learning Approach (2019)

Nguyen Cong Luong Dusit Niyato Dong In Kim Li-Chun Wang

cellular network mobile device reinforcement learning server artificial neural network +6 more

IEEE Wireless Communications Letters 18 citations Published 2019-05-16
Virtual-to-Real Knowledge Transfer for Driving Behavior Recognition: Framework and a Case Study (2019)

Chao Lu Fengqing Hu Dongpu Cao Jianwei Gong Yang Xing Zirui Li

manifold alignment data modeling support vector machine word error rate transfer of learning +6 more

IEEE Transactions on Vehicular Technology 10 citations Published 2019-05-15
Learning binary codes with neural collaborative filtering for efficient recommendation systems (2019)

Yang Li Suhang Wang Quan Pan Haiyun Peng Tao Yang Erik Cambria

collaborative filtering recommender system deep learning artificial neural network binary code +5 more

Knowledge Based Systems 23 citations Published 2019-05-15
BiRA-Net: Bilinear Attention Net for Diabetic Retinopathy Grading. (2019)

Ziyuan Zhao Kerui Zhang Xuejie Hao Jing Tian Matthew Chin Heng Chua Li Chen Xin Xu

contextual image classification feature extraction deep learning grading bilinear interpolation +6 more

arXiv preprint arXiv:1905.06312 1 citations Published 2019-05-15
Bayesian deep learning on a quantum computer (2019)

Zhikuan Zhao Zhikuan Zhao Zhikuan Zhao Alejandro Pozas-Kerstjens Patrick Rebentrost Peter Wittek

quantum algorithm quantum computer gaussian process deep learning robustness +6 more

Quantum Machine Intelligence 19 citations Published 2019-05-15
The Algonauts Project: A Platform for Communication between the Sciences of Biological and Artificial Intelligence. (2019)

Radoslaw Martin Cichy Gemma Roig Alex Andonian Kshitij Dwivedi Benjamin Lahner Alex Lascelles Yalda Mohsenzadeh Kandan Ramakrishnan Aude Oliva

computational model benchmarking artificial intelligence computer science perception +2 more

arXiv preprint arXiv:1905.05675 8 citations Published 2019-05-14
New horizons in thermoelectric materials: Correlated electrons, organic transport, machine learning, and more (2019)

Jeffrey J. Urban Akanksha K. Menon Zhiting Tian Anubhav Jain Kedar Hippalgaonkar

thermoelectric materials thermoelectric effect thermal energy waste heat semiconductor +4 more

Journal of Applied Physics 14 citations Published 2019-05-14
Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis (2019)

Shad Akhtar Dushyant Singh Chauhan Deepanway Ghosal Soujanya Poria Asif Ekbal Pushpak Bhattacharyya

sentiment analysis multi task learning utterance natural language processing modal +3 more

arXiv preprint arXiv:1905.05812 4 citations Published 2019-05-14
Fast Video Frame Correlation Analysis for Vehicular Networks by Using CVS–CNN (2019)

Jie Guo Bin Song Fei Richard Yu Yuhao Chi Chau Yuen

convolutional neural network robustness vehicular communication systems noise measurement compressed sensing +6 more

IEEE Transactions on Vehicular Technology 10 citations Published 2019-05-14
A Unified Linear-Time Framework for Sentence-Level Discourse Parsing (2019)

Xiang Lin Shafiq Joty Prathyusha Jwalapuram M Saiful Bari

parsing rhetorical structure theory sentence pointer discourse analysis +4 more

arXiv preprint arXiv:1905.05682 3 citations Published 2019-05-14
Securing the Deep Fraud Detector in Large-Scale E-Commerce Platform via Adversarial Machine Learning Approach (2019)

Qingyu Guo Zhao Li Bo An Pengrui Hui Jiaming Huang Long Zhang Mengchen Zhao

adversarial machine learning discrete optimization deep learning transaction data data mining +6 more

The World Wide Web Conference on 8 citations Published 2019-05-13
Quantifying and Alleviating the Language Prior Problem in Visual Question Answering (2019)

Yangyang Guo Zhiyong Cheng Liqiang Nie Yibing Liu Yinglong Wang Mohan Kankanhalli

question answering empirical research boosting regularization machine learning +3 more

arXiv preprint arXiv:1905.04877 3 citations Published 2019-05-13
One-step robust deep learning phase unwrapping. (2019)

Kaiqiang Wang Ying Li Qian Kemao Jianglei Di Jianlin Zhao

deep learning undersampling artificial neural network aliasing synthetic aperture radar +7 more

Optics Express 34 citations Published 2019-05-13

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Indoor Signal Focusing with Deep Learning Designed Reconfigurable Intelligent Surfaces (2019)

Regression based overall survival prediction of glioblastoma multiforme patients using a single discovery cohort of multi-institutional multi-channel MR images. (2019)

POPQORN: Quantifying Robustness of Recurrent Neural Networks (2019)

Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks (2019)

Automatic body measurement by neural networks (2019)

Neuromorphic vision and tactile fusion for upper limb prosthesis control (2019)

Improving the Performance of SSVEP BCI with Short Response Time by Temporal Alignments Enhanced CCA (2019)

Efficient Training Management for Mobile Crowd-Machine Learning: A Deep Reinforcement Learning Approach (2019)

Virtual-to-Real Knowledge Transfer for Driving Behavior Recognition: Framework and a Case Study (2019)

Learning binary codes with neural collaborative filtering for efficient recommendation systems (2019)

BiRA-Net: Bilinear Attention Net for Diabetic Retinopathy Grading. (2019)

Bayesian deep learning on a quantum computer (2019)

The Algonauts Project: A Platform for Communication between the Sciences of Biological and Artificial Intelligence. (2019)

New horizons in thermoelectric materials: Correlated electrons, organic transport, machine learning, and more (2019)

Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis (2019)

Fast Video Frame Correlation Analysis for Vehicular Networks by Using CVS–CNN (2019)

A Unified Linear-Time Framework for Sentence-Level Discourse Parsing (2019)

Securing the Deep Fraud Detector in Large-Scale E-Commerce Platform via Adversarial Machine Learning Approach (2019)

Quantifying and Alleviating the Language Prior Problem in Visual Question Answering (2019)

One-step robust deep learning phase unwrapping. (2019)