Publications - Machine Learning SG

Identifying Unseen Faults for Smart Buildings by Incorporating Expert Knowledge With Data (2019)

Dan Li Yuxun Zhou Guoqiang Hu Costas J. Spanos

fault detection and isolation supervised learning building automation feature extraction machine learning +6 more

IEEE Transactions on Automation Science and Engineering 6 citations Published 2019-07-01
Hierarchical Multi-Task Learning for Healthy Drink Classification (2019)

Homin Park Homanga Bharadhwaj Brian Y. Lim

multi task learning convolutional neural network classifier sensory cue machine learning +4 more

2019 International Joint Conference on Neural Networks (IJCNN) Published 2019-07-01
Hand and Object Segmentation from Depth Image using Fully Convolutional Network (2019)

Guan Ming Lim Prayook Jatesiktat Christopher Wee Keong Kuah Wei Tech Ang

image segmentation video tracking segmentation image processing artificial neural network +6 more

2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 1 citations Published 2019-07-01
Generalization Capabilities of Deep Learning Schemes in Solving Inverse Scattering Problems (2019)

Zhun Wei Xudong Chen

inverse scattering problem deep learning convolutional neural network scattering regularization +6 more

2019 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting Published 2019-07-01
Gate-Layer Autoencoders with Application to Incomplete EEG Signal Recovery (2019)

Heba El-Fiqi Kathryn Kasmarik Anastasios Bezerianos Kay Chen Tan Hussein A. Abbass

missing data data flow diagram network architecture coding curse of dimensionality +6 more

2019 International Joint Conference on Neural Networks (IJCNN) Published 2019-07-01
Fuzzy commonsense reasoning for multimodal sentiment analysis (2019)

Iti Chaturvedi Ranjan Satapathy Sandro Cavallari Erik Cambria

fuzzy logic commonsense reasoning deep learning sentiment analysis classifier +5 more

Pattern Recognition Letters 35 citations Published 2019-07-01
Form-finding with robotics: Rapid and flexible fabrication of glass fiber reinforced concrete panels using thermoformed molds (2019)

Yutong Chen Jing Lin Koh Xia Tian Yi Qian Goh Stylianos Dritsas

fabrication die thermoforming casting glass fiber +6 more

Journal of Computational Design and Engineering Published 2019-07-01
FERNN: A Fast and Evolving Recurrent Neural Network Model for Streaming Data Classification (2019)

Monidipa Das Mahardhika Pratama Andri Ashfahani Subhrajit Samanta

recurrent neural network data stream mining analytics data stream machine learning +6 more

2019 International Joint Conference on Neural Networks (IJCNN) 4 citations Published 2019-07-01
EEG-Based Classification of Olfactory Response to Pleasant Stimuli (2019)

Nida Itrat Abbasi Rohit Bose Anastasios Bezerianos Nitish V. Thakor Andrei Dragomir

electroencephalography stimulus discriminative model support vector machine classifier +6 more

2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 1 citations Published 2019-07-01
Dynamic mode decomposition of resting-state and task fMRI. (2019)

Jeremy Casorso Xiaolu Kong Wang Chi Dimitri Van De Ville B.T. Thomas Yeo Raphaël Liégeois Raphaël Liégeois Raphaël Liégeois

dynamic functional connectivity resting state fmri default mode network human connectome project component analysis +6 more

NeuroImage 10 citations Published 2019-07-01
Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition (2019)

Joey Tianyi Zhou Hao Zhang Di Jin Hongyuan Zhu Meng Fang Rick Siow Mong Goh Kenneth Kwok

language model named entity recognition discriminator machine learning computer science +5 more

Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics 29 citations Published 2019-07-01
Detection of Subthalamic Nucleus using Time-Frequency Features of Microelectrode recordings and Random Forest Classifier (2019)

P. A. Karthick Kai Rui Wan R. Yuvaraj Angela Aq See Nicolas Kon Kam King Justin Dauwels

wavelet subthalamic nucleus random forest deep brain stimulation time frequency analysis +6 more

2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 3 citations Published 2019-07-01
Detection of Myopathy and ALS Electromyograms Employing Modified Window Stockwell Transform (2019)

Soumya Chatterjee Kaniska Samanta Niladri Ray Choudhury Rohit Bose

time frequency analysis gaussian frequency domain particle swarm optimization feature extraction +6 more

IEEE Sensors Letters 2 citations Published 2019-07-01
Defense against Adversarial Vision Perturbations via Subspace Diagnosis (2019)

Jinlin Zhu Guohao Peng Wenhao Fu Danwei Wang

subspace topology deep learning mixture model bayesian inference linear subspace +6 more

2019 Chinese Control Conference (CCC) Published 2019-07-01
Deep Learning Model for Target Detection in Remote Sensing Images Fusing Multilevel Features (2019)

Xili Wang Yue Ban Huimin Guo Ling Hong

deep learning convolutional neural network network packet data set bounding overwatch +6 more

IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium 1 citations Published 2019-07-01
Deep Learning Accelerated Gold Nanocluster Synthesis (2019)

Jiali Li Tiankai Chen Kaizhuo Lim Lingtong Chen Saif A. Khan Jianping Xie Xiaonan Wang

materials science deep learning nanotechnology artificial intelligence

Advanced Intelligent Systems 15 citations Published 2019-07-01
Curse of Dimensionality in Adversarial Examples (2019)

Nandish Chattopadhyay Anupam Chattopadhyay Sourav Sen Gupta Michael Kasper

deep learning artificial neural network curse of dimensionality adversarial system root cause +5 more

2019 International Joint Conference on Neural Networks (IJCNN) 2 citations Published 2019-07-01
Cross-position activity recognition with stratified transfer learning (2019)

Yiqiang Chen Jindong Wang Meiyu Huang Han Yu

transfer of learning activity recognition knowledge transfer machine learning computer science +4 more

Pervasive and Mobile Computing 14 citations Published 2019-07-01
Cross-Domain NER using Cross-Domain Language Modeling (2019)

Chen Jia Xiaobo Liang Yue Zhang

named entity recognition language model natural language processing computer science knowledge transfer +3 more

Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics 8 citations Published 2019-07-01
Behavior Switch for DRL-based Robot Navigation (2019)

W. Zhang Y. F. Zhang

robot robotics reinforcement learning controller heuristic +3 more

2019 IEEE 15th International Conference on Control and Automation (ICCA) Published 2019-07-01

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Identifying Unseen Faults for Smart Buildings by Incorporating Expert Knowledge With Data (2019)

Hierarchical Multi-Task Learning for Healthy Drink Classification (2019)

Hand and Object Segmentation from Depth Image using Fully Convolutional Network (2019)

Generalization Capabilities of Deep Learning Schemes in Solving Inverse Scattering Problems (2019)

Gate-Layer Autoencoders with Application to Incomplete EEG Signal Recovery (2019)

Fuzzy commonsense reasoning for multimodal sentiment analysis (2019)

Form-finding with robotics: Rapid and flexible fabrication of glass fiber reinforced concrete panels using thermoformed molds (2019)

FERNN: A Fast and Evolving Recurrent Neural Network Model for Streaming Data Classification (2019)

EEG-Based Classification of Olfactory Response to Pleasant Stimuli (2019)

Dynamic mode decomposition of resting-state and task fMRI. (2019)

Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition (2019)

Detection of Subthalamic Nucleus using Time-Frequency Features of Microelectrode recordings and Random Forest Classifier (2019)

Detection of Myopathy and ALS Electromyograms Employing Modified Window Stockwell Transform (2019)

Defense against Adversarial Vision Perturbations via Subspace Diagnosis (2019)

Deep Learning Model for Target Detection in Remote Sensing Images Fusing Multilevel Features (2019)

Deep Learning Accelerated Gold Nanocluster Synthesis (2019)

Curse of Dimensionality in Adversarial Examples (2019)

Cross-position activity recognition with stratified transfer learning (2019)

Cross-Domain NER using Cross-Domain Language Modeling (2019)

Behavior Switch for DRL-based Robot Navigation (2019)