Publications - Machine Learning SG

1D-CADCapsNet: One dimensional deep capsule networks for coronary artery disease detection using ECG signals. (2020)

Ertan Butun Ozal Yildirim Muhammed Talo Ru-San Tan U. Rajendra Acharya U. Rajendra Acharya U. Rajendra Acharya

computer aided diagnosis coronary artery disease cad deep learning cross validation +7 more

Physica Medica 6 citations Published 2020-02-01
$\mathcal{G}$ -Softmax: Improving Intraclass Compactness and Interclass Separability of Features (2020)

Yan Luo Yongkang Wong Mohan Kankanhalli Qi Zhao

softmax function discriminative model deep learning feature extraction compact space +6 more

IEEE Transactions on Neural Networks 12 citations Published 2020-02-01
Multi-Participant Multi-Class Vertical Federated Learning. (2020)

Siwei Feng Han Yu

feature selection machine learning computer science logistic regression artificial intelligence +1 more

arXiv preprint arXiv:2001.11154 7 citations Published 2020-01-30
METHOD OF MODIFYING A RETINA FUNDUS IMAGE FOR A DEEP LEARNING MODEL (2020)

Hsu Wynne Lee Mong Li Lim Gilbert Wong Tien Yin Ting Shu Wei Daniel

binary image pixel computer vision outlier deep learning +6 more

Published 2020-01-30
Convergence of Edge Computing and Deep Learning: A Comprehensive Survey (2020)

Xiaofei Wang Yiwen Han Victor C. M. Leung Dusit Niyato Xueqiang Yan Xu Chen

edge computing edge device cloud computing service oriented architecture data science +6 more

IEEE Communications Surveys and Tutorials 139 citations Published 2020-01-30
Do overall dimension ratings from assessment centres show external construct-related validity? (2020)

Andreja Wirz Klaus G. Melchers Martin Kleinmann Filip Lievens Hubert Annen Urs Blum Pia V. Ingold

construct validity criterion validity equivalence assessment centre machine learning +2 more

European Journal of Work and Organizational Psychology 1 citations Published 2020-01-29
DeepETC: A deep convolutional neural network architecture for investigating and classifying electron transport chain's complexes (2020)

Nguyen Quoc Khanh Le Nguyen Quoc Khanh Le Quang Thai Ho Edward Kien Yee Yapp Yu Yen Ou Hui Yuan Yeh

transport protein electron transport chain deep learning convolutional neural network artificial neural network +6 more

Neurocomputing 4 citations Published 2020-01-29
Methodological Challenges of Deep Learning in Optical Coherence Tomography for Retinal Diseases: A Review (2020)

Ryan T. Yanagihara Cecilia S. Lee Daniel Shu Wei Ting Aaron Y. Lee

optical coherence tomography medical imaging deep learning graphics processing unit segmentation +4 more

Translational Vision Science & Technology 4 citations Published 2020-01-28
Explainable Machine Learning Approach as a Tool to Understand Factors Used to Select the Refractive Surgery Technique on the Expert Level. (2020)

Tae Keun Yoo Ik Hee Ryu Hannuy Choi Jin Kuk Kim In Sik Lee Jung Sub Kim Geunyoung Lee Tyler Hyungtaek Rim

multiclass classification small incision lenticule extraction laser surgery keratomileusis refractive surgery +5 more

Translational Vision Science & Technology 3 citations Published 2020-01-28
Artificial Intelligence to Stratify Severity of Age-Related Macular Degeneration (AMD) and Predict Risk of Progression to Late AMD. (2020)

Alauddin Bhuiyan Tien Yin Wong Tien Yin Wong Daniel Shu Wei Ting Daniel Shu Wei Ting Arun Govindaiah Eric H. Souied R. Theodore Smith

macular degeneration eye disease fundus medicine artificial intelligence +5 more

Translational Vision Science & Technology 3 citations Published 2020-01-28
Towards Automated Reentrancy Detection for Smart Contracts Based on Sequential Models (2020)

Peng Qian Zhenguang Liu Qinming He Roger Zimmermann Xun Wang

smart contract snippet symbolic data analysis deep learning rule of inference +6 more

IEEE Access 4 citations Published 2020-01-27
Toward an Intelligent Edge: Wireless Communication Meets Machine Learning (2020)

Guangxu Zhu Dongzhu Liu Yuqing Du Changsheng You Jun Zhang Kaibin Huang

mobile edge computing edge device wireless network wireless computer science +5 more

IEEE Communications Magazine 108 citations Published 2020-01-27
Personality-Assisted Multi-Task Learning for Generic and Personalized Image Aesthetics Assessment (2020)

Leida Li Hancheng Zhu Sicheng Zhao Guiguang Ding Weisi Lin

personality multi task learning big five personality traits deep learning trait +5 more

IEEE Transactions on Image Processing 2 citations Published 2020-01-27
Artificial intelligence for the prediction of tensile properties by using microstructural parameters in high strength steels (2020)

Im Doo Jung Da Seul Shin Doohee Kim Jungsub Lee Min Sik Lee Hye Jin Son N.S. Reddy Moobum Kim Seung Ki Moon Kyung Tae Kim Ji-Hun Yu Sangshik Kim Seong Jin Park Hyokyung Sung

ultimate tensile strength yield acicular ferrite bainite microstructure +5 more

Materialia Published 2020-01-26
Regression-based music emotion prediction using triplet neural networks. (2020)

Kin Wai Cheuk Yin-Jyun Luo Balamurali B Gemma Roig Dorien Herremans

dimensionality reduction gradient boosting support vector machine principal component analysis audio signal +6 more

arXiv preprint arXiv:2001.09988 Published 2020-01-25
Deep morphological networks (2020)

Gianni Franchi Amin Fehri Angela Yao

edge detection image processing mathematical morphology filter convolution +6 more

Pattern Recognition 7 citations Published 2020-01-25
Simple and Effective Prevention of Mode Collapse in Deep One-Class Classification (2020)

Penny Chong Lukas Ruff Marius Kloft Alexander Binder

hypersphere one class classification support vector machine deep learning anomaly detection +6 more

arXiv preprint arXiv:2001.08873 1 citations Published 2020-01-24
JDNet: A Joint-Learning Distilled Network for Mobile Visual Food Recognition (2020)

Heng Zhao Kim-Hui Yap Alex Chichung Kot Lingyu Duan

deep learning mobile device feature extraction knowledge engineering visualization +6 more

IEEE Journal of Selected Topics in Signal Processing 1 citations Published 2020-01-24
A Spiking Neural Network Model for Category Learning (2020)

Laxmi R. Iyer Arindam Basu

spiking neural network artificial neural network categorization concept learning design space exploration +5 more

bioRxiv Published 2020-01-24
Feature distinctiveness effects in language acquisition and lexical processing: Insights from megastudies. (2020)

Cynthia S. Q. Siew

semantic feature lexical decision task semantic memory lexicon optimal distinctiveness theory +6 more

Cognitive Processing 3 citations Published 2020-01-23

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1D-CADCapsNet: One dimensional deep capsule networks for coronary artery disease detection using ECG signals. (2020)

$\mathcal{G}$ -Softmax: Improving Intraclass Compactness and Interclass Separability of Features (2020)

Multi-Participant Multi-Class Vertical Federated Learning. (2020)

METHOD OF MODIFYING A RETINA FUNDUS IMAGE FOR A DEEP LEARNING MODEL (2020)

Convergence of Edge Computing and Deep Learning: A Comprehensive Survey (2020)

Do overall dimension ratings from assessment centres show external construct-related validity? (2020)

DeepETC: A deep convolutional neural network architecture for investigating and classifying electron transport chain's complexes (2020)

Methodological Challenges of Deep Learning in Optical Coherence Tomography for Retinal Diseases: A Review (2020)

Explainable Machine Learning Approach as a Tool to Understand Factors Used to Select the Refractive Surgery Technique on the Expert Level. (2020)

Artificial Intelligence to Stratify Severity of Age-Related Macular Degeneration (AMD) and Predict Risk of Progression to Late AMD. (2020)

Towards Automated Reentrancy Detection for Smart Contracts Based on Sequential Models (2020)

Toward an Intelligent Edge: Wireless Communication Meets Machine Learning (2020)

Personality-Assisted Multi-Task Learning for Generic and Personalized Image Aesthetics Assessment (2020)

Artificial intelligence for the prediction of tensile properties by using microstructural parameters in high strength steels (2020)

Regression-based music emotion prediction using triplet neural networks. (2020)

Deep morphological networks (2020)

Simple and Effective Prevention of Mode Collapse in Deep One-Class Classification (2020)

JDNet: A Joint-Learning Distilled Network for Mobile Visual Food Recognition (2020)

A Spiking Neural Network Model for Category Learning (2020)

Feature distinctiveness effects in language acquisition and lexical processing: Insights from megastudies. (2020)