Publications - Machine Learning SG

Detecting and Diagnosing Incipient Building Faults Using Uncertainty Information from Deep Neural Networks (2019)

Baihong Jin Dan Li Seshadhri Srinivasan See-Kiong Ng Kameshwar Poolla Alberto Sangiovanni-Vincentelli

supervised learning fault detection and isolation artificial neural network machine learning computer science +5 more

2019 IEEE International Conference on Prognostics and Health Management (ICPHM) 13 citations Published 2019-06-01
Design and Experiment of Facial Expression Recognition Method Based on LBP and CNN (2019)

Yinfa Yan Cheng Li Yuanyuan Lu Fengyu Zhou Yong Fan Mochen Liu

local binary patterns feature extraction convolutional neural network facial expression softmax function +6 more

2019 14th IEEE Conference on Industrial Electronics and Applications (ICIEA) 1 citations Published 2019-06-01
DeepClue: Visual Interpretation of Text-Based Deep Stock Prediction (2019)

Lei Shi Zhiyang Teng Le Wang Yue Zhang Alexander Binder

stock market algorithmic trading deep learning visualization data visualization +6 more

IEEE Transactions on Knowledge and Data Engineering 18 citations Published 2019-06-01
Deep Transfer Bug Localization (2019)

Xuan Huo Ferdian Thung Ming Li David Lo Shu-Ting Shi

software bug transfer of learning deep learning feature extraction semantics +6 more

IEEE Transactions on Software Engineering 11 citations Published 2019-06-01
Deep neural network-aided Gaussian message passing detection for ultra-reliable low-latency communications (2019)

Jie Guo Bin Song Yuhao Chi Lahiru Jayasinghe Chau Yuen Yong Liang Guan Xiaojiang Du Mohsen Guizani

message passing network architecture factor graph robustness deep learning +6 more

Future Generation Computer Systems 7 citations Published 2019-06-01
Deep Network Interpolation for Continuous Imagery Effect Transition (2019)

Xintao Wang Ke Yu Chao Dong Xiaoou Tang Chen Change Loy

interpolation linear interpolation convolutional neural network tweaking image restoration +5 more

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 27 citations Published 2019-06-01
Content-Aware Multi-Level Guidance for Interactive Instance Segmentation (2019)

Soumajit Majumder Angela Yao

segmentation deep learning machine learning artificial intelligence computer science

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 11 citations Published 2019-06-01
CNN-Based Real-Time Dense Face Reconstruction with Inverse-Rendered Photo-Realistic Face Images (2019)

Yudong Guo Juyong Zhang Jianfei Cai Boyi Jiang Jianmin Zheng

facial motion capture iterative reconstruction deep learning artificial neural network test data generation +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 62 citations Published 2019-06-01
Better Modeling of Incomplete Annotations for Named Entity Recognition (2019)

Zhanming Jie Pengjun Xie Wei Lu Ruixue Ding Linlin Li

named entity recognition natural language processing computer science artificial intelligence named entity +1 more

Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) 9 citations Published 2019-06-01
Automated Design Optimization for CMOS Rectifier Using Deep Neural Network (DNN) (2019)

Heng Wah Ho Wendy W.Y. Lau

rf power amplifier rectifier cmos maximum power principle artificial neural network +5 more

2019 IEEE Wireless Power Transfer Conference (WPTC) 1 citations Published 2019-06-01
Analyzing Incorporation of Emotion in Emoji Prediction (2019)

Shirley Anugrah Hayati Aldrian Obaja Muis

emoji natural language processing correlation computer science artificial intelligence +2 more

Proceedings of the Tenth Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis 2 citations Published 2019-06-01
A Variational EM Framework With Adaptive Edge Selection for Blind Motion Deblurring (2019)

Liuge Yang Hui Ji

deblurring expectation maximization algorithm computational photography local convergence bayes theorem +6 more

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 1 citations Published 2019-06-01
A Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning (2019)

Thanh-Toan Do Toan Tran Ian Reid Vijay Kumar Tuan Hoang Gustavo Carneiro

metric linearization upper and lower bounds centroid feature learning +6 more

2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 13 citations Published 2019-06-01
A Reinforcement Learning Architecture That Transfers Knowledge Between Skills When Solving Multiple Tasks (2019)

Paolo Tommasino Daniele Caligiore Marco Mirolli Gianluca Baldassarre

multi task learning robot learning reinforcement learning catastrophic interference knowledge transfer +5 more

IEEE Transactions on Cognitive and Developmental Systems 6 citations Published 2019-06-01
A Novel Feature Incremental Learning Method for Sensor-Based Activity Recognition (2019)

Chunyu Hu Yiqiang Chen Xiaohui Peng Han Yu Chenlong Gao Lisha Hu

random forest activity recognition decision tree mutual information data modeling +6 more

IEEE Transactions on Knowledge and Data Engineering 6 citations Published 2019-06-01
A machine learning based study on pedestrian movement dynamics under emergency evacuation (2019)

Ke Wang Xiupeng Shi Algena Pei Xuan Goh Shunzhi Qian

artificial neural network emergency evacuation decision tree support vector machine principal component analysis +6 more

Fire Safety Journal 8 citations Published 2019-06-01
A k-Nearest Neighbor Approach towards Multi-level Sequence Labeling (2019)

Yue Chen John Chen

sequence labeling k nearest neighbors algorithm hidden markov model machine learning computer science +6 more

Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Industry Papers) Published 2019-06-01
A Fabric-Based Wearable Soft Robotic Limb (2019)

Xinquan Liang Haris Cheong Chee Kong Chui Chen-Hua Yeow

humanoid robot robot end effector grippers robotics wearable computer +5 more

Journal of Mechanisms and Robotics 3 citations Published 2019-06-01
Deep Learning for Distributed Optimization: Applications to Wireless Resource Management (2019)

Hoon Lee Sang Hyun Lee Tony Q. S. Quek

wireless network backhaul deep learning distributed computing quantization +6 more

arXiv preprint arXiv:1905.13378 1 citations Published 2019-05-31
Corrections to “Accurate Cervical Cell Segmentation From Overlapping Clumps in Pap Smear Images” (2019)

Youyi Song Ee-Leng Tan Xudong Jiang Jie-Zhi Cheng Baiying Lei Tianfu Wang

image segmentation medical imaging segmentation computer vision computer science +3 more

IEEE Transactions on Medical Imaging Published 2019-05-31

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Detecting and Diagnosing Incipient Building Faults Using Uncertainty Information from Deep Neural Networks (2019)

Design and Experiment of Facial Expression Recognition Method Based on LBP and CNN (2019)

DeepClue: Visual Interpretation of Text-Based Deep Stock Prediction (2019)

Deep Transfer Bug Localization (2019)

Deep neural network-aided Gaussian message passing detection for ultra-reliable low-latency communications (2019)

Deep Network Interpolation for Continuous Imagery Effect Transition (2019)

Content-Aware Multi-Level Guidance for Interactive Instance Segmentation (2019)

CNN-Based Real-Time Dense Face Reconstruction with Inverse-Rendered Photo-Realistic Face Images (2019)

Better Modeling of Incomplete Annotations for Named Entity Recognition (2019)

Automated Design Optimization for CMOS Rectifier Using Deep Neural Network (DNN) (2019)

Analyzing Incorporation of Emotion in Emoji Prediction (2019)

A Variational EM Framework With Adaptive Edge Selection for Blind Motion Deblurring (2019)

A Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning (2019)

A Reinforcement Learning Architecture That Transfers Knowledge Between Skills When Solving Multiple Tasks (2019)

A Novel Feature Incremental Learning Method for Sensor-Based Activity Recognition (2019)

A machine learning based study on pedestrian movement dynamics under emergency evacuation (2019)

A k-Nearest Neighbor Approach towards Multi-level Sequence Labeling (2019)

A Fabric-Based Wearable Soft Robotic Limb (2019)

Deep Learning for Distributed Optimization: Applications to Wireless Resource Management (2019)

Corrections to “Accurate Cervical Cell Segmentation From Overlapping Clumps in Pap Smear Images” (2019)