Publications - Machine Learning SG

Know You at One Glance: A Compact Vector Representation for Low-Shot Learning (2017)

Yu Cheng Jian Zhao Zhecan Wang Yan Xu Karlekar Jayashree Shengmei Shen Jiashi Feng

feature vector softmax function convolutional neural network mnist database facial recognition system +6 more

2017 IEEE International Conference on Computer Vision Workshops (ICCVW) 17 citations Published 2017-10-01
Interictal epileptiform discharge characteristics underlying expert interrater agreement. (2017)

Elham Bagheri Justin Dauwels Brian C. Dean Chad G. Waters M. Brandon Westover Jonathan J. Halford

feature selection wavelet normalization electroencephalography spectrogram +6 more

Clinical Neurophysiology 13 citations Published 2017-10-01
Hierarchical & multimodal video captioning: Discovering and transferring multimodal knowledge for vision to language (2017)

An-An Liu Ning Xu Yongkang Wong Junnan Li Yuting Su Mohan S. Kankanhalli

video tracking deep learning convolutional neural network closed captioning recurrent neural network +6 more

Computer Vision and Image Understanding 17 citations Published 2017-10-01
Estimating Defocus Blur via Rank of Local Patches (2017)

Guodong Xu Yuhui Quan Hui Ji

real image kernel convolution computer vision artificial intelligence +2 more

2017 IEEE International Conference on Computer Vision (ICCV) 16 citations Published 2017-10-01
Dual-Glance Model for Deciphering Social Relationships (2017)

Junnan Li Yongkang Wong Qi Zhao Mohan S. Kankanhalli

object detection social environment visualization image segmentation parsing +4 more

2017 IEEE International Conference on Computer Vision (ICCV) 19 citations Published 2017-10-01
Drug-target interaction prediction using ensemble learning and dimensionality reduction. (2017)

Ali Ezzat Min Wu Xiao-Li Li Chee-Keong Kwoh

ensemble learning dimensionality reduction ensemble forecasting cross validation decision tree +6 more

Methods 39 citations Published 2017-10-01
Deep learning-based classification for brain-computer interfaces (2017)

John Thomas Tomasz Maszczyk Nishant Sinha Tilmann Kluge Justin Dauwels

deep learning statistical classification convolutional neural network recurrent neural network support vector machine +6 more

2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC) 26 citations Published 2017-10-01
Cross-Modal Deep Variational Hashing (2017)

Venice Erin Liong Jiwen Lu Yap-Peng Tan Jie Zhou

deep learning binary code hash function artificial neural network posterior probability +6 more

2017 IEEE International Conference on Computer Vision (ICCV) 44 citations Published 2017-10-01
B-SHOT: a binary 3D feature descriptor for fast Keypoint matching on 3D point clouds (2017)

Sai Manoj Prakhya Bingbing Liu Weisi Lin Vinit Jakhetiya Sharath Chandra Guntuku

feature pattern recognition binary number computer vision point cloud +3 more

Autonomous Robots 13 citations Published 2017-10-01
An Incremental Learning of Concept Drifts Using Evolving Type-2 Recurrent Fuzzy Neural Networks (2017)

Mahardhika Pratama Jie Lu Edwin Lughofer Guangquan Zhang Meng Joo Er

fuzzy rule neuro fuzzy adaptive neuro fuzzy inference system recurrent neural network time delay neural network +6 more

IEEE Transactions on Fuzzy Systems 101 citations Published 2017-10-01
Adaptive random forests for evolving data stream classification (2017)

Heitor M. Gomes Albert Bifet Jesse Read Jean Paul Barddal Fabrício Enembreck Bernhard Pfharinger Geoff Holmes Talel Abdessalem

random forest data stream mining ensemble learning boosting concept drift +7 more

Machine Learning 212 citations Published 2017-10-01
A new active learning method based on the learning function U of the AK-MCS reliability analysis method (2017)

Zheng Peijuan Zheng Peijuan Wang Chien Ming Zong Zhouhong Wang Liqi

active learning kriging iterative and incremental development finite element method convergence +7 more

Engineering Structures 25 citations Published 2017-10-01
A deep convolutional neural network model to classify heartbeats (2017)

U. Rajendra Acharya Shu Lih Oh Yuki Hagiwara Jen Hong Tan Muhammad Adam Arkadiusz Gertych Ru San Tan

convolutional neural network deep learning heartbeat synthetic data speech recognition +6 more

Computers in Biology and Medicine 377 citations Published 2017-10-01
Sparse Online Learning of Image Similarity (2017)

Xingyu Gao Steven C. H. Hoi Yongdong Zhang Jianshe Zhou Ji Wan Zhenyu Chen Jintao Li Jianke Zhu

visual word cosine similarity similarity learning automatic image annotation image retrieval +7 more

ACM Transactions on Intelligent Systems and Technology 24 citations Published 2017-09-27
Online object tracking based on CNN with spatial-temporal saliency guided sampling (2017)

Peng Zhang Tao Zhuo Wei Huang Kangli Chen Mohan S. Kankanhalli

video tracking feature extraction salience deep learning discriminative model +6 more

Neurocomputing 24 citations Published 2017-09-27
A Probabilistic Approach to People-Centric Photo Selection and Sequencing (2017)

Vassilios Vonikakis Ramanathan Subramanian Jonas Arnfred Stefan Winkler

probabilistic logic electronic mail crowdsourcing integer programming machine learning +5 more

IEEE Transactions on Multimedia 15 citations Published 2017-09-27
Haptic and visual augmented reality interface for programming welding robots (2017)

D. Ni A. W. W. Yew S. K. Ong A. Y. C. Nee

robot welding welding haptic technology augmented reality user interface +7 more

Advances in Manufacturing 20 citations Published 2017-09-25
Enhancing Topic Modeling for Short Texts with Auxiliary Word Embeddings (2017)

Chenliang Li Yu Duan Haoran Wang Zhiqian Zhang Aixin Sun Zongyang Ma

topic model natural language processing discriminative model inference information retrieval +7 more

ACM Transactions on Information Systems 68 citations Published 2017-09-15
Multi-modal PixelNet for Brain Tumor Segmentation (2017)

Mobarakol Islam Hongliang Ren

deep learning stochastic gradient descent convolutional neural network pixel data set +6 more

International MICCAI Brainlesion Workshop 17 citations Published 2017-09-14
VuRLE: Automatic vulnerability detection and repair by learning from examples (2017)

Siqi Ma Ferdian Thung David Lo Cong Sun Robert H. Deng

vulnerability computer security computer science machine learning private information retrieval +4 more

European Symposium on Research in Computer Security 14 citations Published 2017-09-11

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Know You at One Glance: A Compact Vector Representation for Low-Shot Learning (2017)

Interictal epileptiform discharge characteristics underlying expert interrater agreement. (2017)

Hierarchical & multimodal video captioning: Discovering and transferring multimodal knowledge for vision to language (2017)

Estimating Defocus Blur via Rank of Local Patches (2017)

Dual-Glance Model for Deciphering Social Relationships (2017)

Drug-target interaction prediction using ensemble learning and dimensionality reduction. (2017)

Deep learning-based classification for brain-computer interfaces (2017)

Cross-Modal Deep Variational Hashing (2017)

B-SHOT: a binary 3D feature descriptor for fast Keypoint matching on 3D point clouds (2017)

An Incremental Learning of Concept Drifts Using Evolving Type-2 Recurrent Fuzzy Neural Networks (2017)

Adaptive random forests for evolving data stream classification (2017)

A new active learning method based on the learning function U of the AK-MCS reliability analysis method (2017)

A deep convolutional neural network model to classify heartbeats (2017)

Sparse Online Learning of Image Similarity (2017)

Online object tracking based on CNN with spatial-temporal saliency guided sampling (2017)

A Probabilistic Approach to People-Centric Photo Selection and Sequencing (2017)

Haptic and visual augmented reality interface for programming welding robots (2017)

Enhancing Topic Modeling for Short Texts with Auxiliary Word Embeddings (2017)

Multi-modal PixelNet for Brain Tumor Segmentation (2017)

VuRLE: Automatic vulnerability detection and repair by learning from examples (2017)