Publications - Machine Learning SG

Attributed Social Network Embedding (2018)

Lizi Liao Xiangnan He Hanwang Zhang Tat-Seng Chua

social network homophily global network deep learning embedding +6 more

IEEE Transactions on Knowledge and Data Engineering 169 citations Published 2018-12-01
Applications of machine learning algorithms to predict therapeutic outcomes in depression: A meta-analysis and systematic review (2018)

Yena Lee Yena Lee Renee-Marie Ragguett Rodrigo B. Mansur Rodrigo B. Mansur Justin J. Boutilier Joshua D. Rosenblat Joshua D. Rosenblat Alisson Trevizol Elisa Brietzke Elisa Brietzke Kangguang Lin Kangguang Lin Zihang Pan Zihang Pan Mehala Subramaniapillai Timothy C.Y. Chan Dominika Fus Caroline Park Caroline Park Natalie Musial Hannah Zuckerman Vincent Chin-Hung Chen Vincent Chin-Hung Chen Roger Ho Carola Rong Roger S. McIntyre

meta analysis mood disorders statistical classification bipolar disorder major depressive disorder +7 more

Journal of Affective Disorders 70 citations Published 2018-12-01
Adaptive Wavenet Vocoder for Residual Compensation in GAN-Based Voice Conversion (2018)

Berrak Sisman Mingyang Zhang Sakriani Sakti Haizhou Li Satoshi Nakamura

speech enhancement population deep learning speech recognition naturalness +4 more

2018 IEEE Spoken Language Technology Workshop (SLT) 26 citations Published 2018-12-01
A Robust 3D-2D Interactive Tool for Scene Segmentation and Annotation (2018)

Duc Thanh Nguyen Binh-Son Hua Lap-Fai Yu Sai-Kit Yeung

image segmentation object detection annotation graphics segmentation +6 more

IEEE Transactions on Visualization and Computer Graphics 21 citations Published 2018-12-01
A Spiking Neural Network Framework for Robust Sound Classification (2018)

Jibin Wu Yansong Chua Malu Zhang Haizhou Li Haizhou Li Kay Chen Tan

spiking neural network self organizing map deep learning machine learning wearable technology +6 more

Frontiers in Neuroscience 26 citations Published 2018-11-19
Adversarially Learned Anomaly Detection (2018)

Houssam Zenati Manon Romain Chuan-Sheng Foo Bruno Lecouat Vijay Chandrasekhar

anomaly detection novelty detection unsupervised learning deep learning data modeling +4 more

2018 IEEE International Conference on Data Mining (ICDM) 64 citations Published 2018-11-17
Predicting Cancer Drug Response using a Recommender System (2018)

Chayaporn Suphavilai Denis Bertrand Niranjan Nagarajan

recommender system precision medicine pharmacogenomics source code machine learning +5 more

Bioinformatics 27 citations Published 2018-11-15
The Curse of Class Imbalance and Conflicting Metrics with Machine Learning for Side-channel Evaluations (2018)

Stjepan Picek Annelie Heuser Alan Jovic Shivam Bhasin Francesco Regazzoni

hamming distance hamming weight side channel attack machine learning computer science +4 more

IACR Transactions on Cryptographic Hardware and Embedded Systems 73 citations Published 2018-11-09
FCN-engine: accelerating deconvolutional layers in classic CNN processors (2018)

Dawen Xu Kaijie Tu Ying Wang Cheng Liu Bingsheng He Huawei Li

deep learning convolutional neural network speedup object detection reconfigurable computing +6 more

2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) 15 citations Published 2018-11-05
A systematic review of the clinical application of data-driven population segmentation analysis. (2018)

Shi Yan Yu Heng Kwan Chuen Seng Tan Julian Thumboo Lian Leng Low

population segmentation external validity internal validity interpretability +6 more

BMC Medical Research Methodology 17 citations Published 2018-11-03
LEAPS2: Learning based Evolutionary Assistive Paradigm for Surrogate Selection (2018)

Sushant S. Garud Iftekhar A. Karimi Markus Kraft

decision tree machine learning pyramid computer science dew point +4 more

Computers & Chemical Engineering 13 citations Published 2018-11-02
Three-dimensional digital image correlation with improved efficiency and accuracy (2018)

Fu Q. Zhong Padmeya P. Indurkar Cheng G. Quan

epipolar geometry digital image correlation coordinate system triangulation stereopsis +4 more

Measurement 14 citations Published 2018-11-01
Prerequisite-Driven Deep Knowledge Tracing (2018)

Penghe Chen Yu Lu Vincent W. Zheng Yang Pian

bayesian knowledge tracing knowledge engineering tracing data modeling hidden markov model +6 more

2018 IEEE International Conference on Data Mining (ICDM) 27 citations Published 2018-11-01
Multimodal Sentiment Analysis: Addressing Key Issues and Setting Up the Baselines (2018)

Soujanya Poria Navonil Majumder Devamanyu Hazarika Erik Cambria Alexander Gelbukh Amir Hussain

sentiment analysis affective computing generalizability theory intelligent decision support system visualization +6 more

IEEE Intelligent Systems 53 citations Published 2018-11-01
Distinguishing between facts and opinions for sentiment analysis: survey and challenges (2018)

Iti Chaturvedi Erik Cambria Roy E. Welsch Francisco Herrera

sentiment analysis deep learning categorization natural language processing subjectivity +3 more

Information Fusion 83 citations Published 2018-11-01
Deep Knowledge Tracing and Dynamic Student Classification for Knowledge Tracing (2018)

Sein Minn Yi Yu Michel C. Desmarais Feida Zhu Jill-Jenn Vie

knowledge engineering tracing recurrent neural network intelligent tutoring system data modeling +6 more

2018 IEEE International Conference on Data Mining (ICDM) 15 citations Published 2018-11-01
Consensus vote models for detecting and filtering neutrality in sentiment analysis (2018)

Ana Valdivia M. Victoria Luzón Erik Cambria Francisco Herrera

sentiment analysis ambiguity neutrality machine learning filter +3 more

Information Fusion 15 citations Published 2018-11-01
BabelSenticNet: A Commonsense Reasoning Framework for Multilingual Sentiment Analysis (2018)

David Vilares Haiyun Peng Ranjan Satapathy Erik Cambria

commonsense reasoning sentiment analysis machine translation wordnet knowledge based systems +6 more

2018 IEEE Symposium Series on Computational Intelligence (SSCI) 12 citations Published 2018-11-01
Automated diagnosis of arrhythmia using combination of CNN and LSTM techniques with variable length heart beats (2018)

Shu Lih Oh Eddie-Yin-Kwee Ng Ru San Tan U. Rajendra Acharya

right bundle branch block electrical conduction system of the heart left bundle branch block cardiac conduction disorder convolutional neural network +6 more

Computers in Biology and Medicine 189 citations Published 2018-11-01
Arrhythmia detection using deep convolutional neural network with long duration ECG signals. (2018)

Özal Yildirim Pawel Plawiak Ru San Tan U. Rajendra Acharya

cardiac arrhythmia deep learning feature extraction convolutional neural network artificial neural network +6 more

Computers in Biology and Medicine 212 citations Published 2018-11-01

Previous Next

Attributed Social Network Embedding (2018)

Applications of machine learning algorithms to predict therapeutic outcomes in depression: A meta-analysis and systematic review (2018)

Adaptive Wavenet Vocoder for Residual Compensation in GAN-Based Voice Conversion (2018)

A Robust 3D-2D Interactive Tool for Scene Segmentation and Annotation (2018)

A Spiking Neural Network Framework for Robust Sound Classification (2018)

Adversarially Learned Anomaly Detection (2018)

Predicting Cancer Drug Response using a Recommender System (2018)

The Curse of Class Imbalance and Conflicting Metrics with Machine Learning for Side-channel Evaluations (2018)

FCN-engine: accelerating deconvolutional layers in classic CNN processors (2018)

A systematic review of the clinical application of data-driven population segmentation analysis. (2018)

LEAPS2: Learning based Evolutionary Assistive Paradigm for Surrogate Selection (2018)

Three-dimensional digital image correlation with improved efficiency and accuracy (2018)

Prerequisite-Driven Deep Knowledge Tracing (2018)

Multimodal Sentiment Analysis: Addressing Key Issues and Setting Up the Baselines (2018)

Distinguishing between facts and opinions for sentiment analysis: survey and challenges (2018)

Deep Knowledge Tracing and Dynamic Student Classification for Knowledge Tracing (2018)

Consensus vote models for detecting and filtering neutrality in sentiment analysis (2018)

BabelSenticNet: A Commonsense Reasoning Framework for Multilingual Sentiment Analysis (2018)

Automated diagnosis of arrhythmia using combination of CNN and LSTM techniques with variable length heart beats (2018)

Arrhythmia detection using deep convolutional neural network with long duration ECG signals. (2018)