Publications - Machine Learning SG

PRADO: Projection Attention Networks for Document Classification On-Device. (2019)

Prabhu Kaliamoorthi Sujith Ravi Zornitsa Kozareva

document classification artificial neural network user experience design robustness transfer of learning +6 more

Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) 3 citations Published 2019-11-01
Place Recognition Using Line-Junction-Lines in Urban Environments (2019)

Xiaoyu Tang Wenhao Fu Muyun Jiang Guohao Peng Zhenyu Wu Yufeng Yue Danwei Wang

visual odometry feature extraction image segmentation simultaneous localization and mapping robustness +5 more

2019 IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM) 2 citations Published 2019-11-01
Natural Language Generation for Effective Knowledge Distillation (2019)

Raphael Tang Yao Lu Jimmy Lin

word embedding natural language generation language model transformer knowledge transfer +6 more

Proceedings of the 2nd Workshop on Deep Learning Approaches for Low-Resource NLP (DeepLo 2019) 18 citations Published 2019-11-01
MUSE-RNN: A Multilayer Self-Evolving Recurrent Neural Network for Data Stream Classification (2019)

Monidipa Das Mahardhika Pratama Septiviana Savitri Jie Zhang

data stream mining recurrent neural network data stream machine learning computer science +5 more

2019 IEEE International Conference on Data Mining (ICDM) 4 citations Published 2019-11-01
Multi-source sequential knowledge regression by using transfer RNN units (2019)

Xiurui Xie Xiurui Xie Guisong Liu Qing Cai Pengfei Wei Hong Qu

deep learning recurrent neural network artificial neural network transfer of learning synthetic data +6 more

Neural Networks 3 citations Published 2019-11-01
Multi-Robot Map Fusion Framework using Heterogeneous Sensors (2019)

Yufeng Yue Chule Yang Yuanzhe Wang Jun Zhang Mingxing Wen Xiaoyu Tang Haoyuan Zhang Danwei Wang

data mapping robustness data type robot robot kinematics +6 more

2019 IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM) Published 2019-11-01
Multi-band Spectral Entropy Information for Detection of Replay Attacks (2019)

Yitong Liu Rohan Kumar Das Haizhou Li

replay attack voice activity detection feature extraction spectrogram cepstrum +6 more

2019 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC) 4 citations Published 2019-11-01
MSDC-Net: Multi-Scale Dense and Contextual Networks for Stereo Matching (2019)

Zhibo Rao Mingyi He Yuchao Dai Zhidong Zhu Bo Li Renjie He

convolution object detection feature extraction iterative reconstruction deep learning +6 more

2019 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC) 1 citations Published 2019-11-01
MobiDroid: A Performance-Sensitive Malware Detection System on Mobile Platform (2019)

Ruitao Feng Sen Chen Xiaofei Xie Lei Ma Guozhu Meng Yang Liu Shang-Wei Lin

android malware server server side upload +6 more

2019 24th International Conference on Engineering of Complex Computer Systems (ICECCS) 8 citations Published 2019-11-01
Machine Learning-based Corporate Social Responsibility Prediction (2019)

T.-T. Teoh Q. K. Heng Chia J. J J. M. Shie S. W. Liaw M. Yang Y.-Y. Nguwi

corporate social responsibility corporate governance reputation employee engagement return on equity +6 more

2019 IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM) Published 2019-11-01
Machine Learning Based Detection and Categorization of Anomalous Behavior in Enterprise Network Traffic (2019)

Teoh Teik-Toe Yeaz Elias Jaddoo Nguwi Yok Yen

anomaly detection intrusion detection system perceptron support vector machine naive bayes classifier +6 more

2019 IEEE 14th International Conference on Intelligent Systems and Knowledge Engineering (ISKE) Published 2019-11-01
Keypoint based weakly supervised human parsing (2019)

Zhonghua Wu Guosheng Lin Jianfei Cai Jianfei Cai

parsing iterative refinement segmentation iterative learning control pattern recognition +3 more

Image and Vision Computing 3 citations Published 2019-11-01
Information-Theoretic Ensemble Learning for DDoS Detection with Adaptive Boosting (2019)

Monowar H. Bhuyan Maode Ma Youki Kadobayashi Erik Elmroth

ensemble learning boosting denial of service attack network packet testbed +6 more

2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI) Published 2019-11-01
Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling (2019)

Linqing Liu Wei Yang Jinfeng Rao Raphael Tang Jimmy Lin

semantic similarity semantics question answering convolutional neural network syntax +6 more

Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) 4 citations Published 2019-11-01
High cycle fatigue life prediction of laser additive manufactured stainless steel: A machine learning approach (2019)

Meng Zhang Meng Zhang Chen-Nan Sun Xiang Zhang Phoi Chin Goh Jun Wei David Hardacre Hua Li

test data laser power scaling hot isostatic pressing fuzzy logic nonlinear system +6 more

International Journal of Fatigue 12 citations Published 2019-11-01
Hierarchical planning‐based crowd formation (2019)

Na Liu Xingce Wang Shaolong Liu Zhongke Wu Jiale He Peng Cheng Chunyan Miao Nadia Magnenat Thalmann

artificial intelligence computer science fuzzy logic control

Computer Animation and Virtual Worlds Published 2019-11-01
From Technical Analysis to Text Analytics: Stock and Index Prediction with GRU (2019)

T.-T. Teoh W. T. Lim K. W. Koh J. J. Soh T. Tan S.Y. Liu Y.-Y. Nguwi

deep learning technical analysis recurrent neural network artificial neural network decision tree +6 more

2019 IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM) Published 2019-11-01
Fidelity: Towards Measuring the Trustworthiness of Neural Network Classification (2019)

Ziqi Yang

artificial neural network fidelity root cause false positive rate machine learning +6 more

2019 IEEE Conference on Dependable and Secure Computing (DSC) Published 2019-11-01
EPN: Edge-Aware PointNet for Object Recognition from Multi-View 2.5D Point Clouds (2019)

Syeda Mariam Ahmed Pan Liang Chee Meng Chew

convolutional neural network feature learning point cloud cognitive neuroscience of visual object recognition geometric shape +6 more

2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 1 citations Published 2019-11-01
Energy-Quality Scalable Analog-to-Digital Conversion and Machine Learning Engine in a 51.9 nJ/frame Voice Activity Detector (2019)

Jinq Horng Teo Shuai Cheng Massimo Alioto

voice activity detection energy consumption scalability signal chain chip +6 more

2019 26th IEEE International Conference on Electronics, Circuits and Systems (ICECS) Published 2019-11-01

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PRADO: Projection Attention Networks for Document Classification On-Device. (2019)

Place Recognition Using Line-Junction-Lines in Urban Environments (2019)

Natural Language Generation for Effective Knowledge Distillation (2019)

MUSE-RNN: A Multilayer Self-Evolving Recurrent Neural Network for Data Stream Classification (2019)

Multi-source sequential knowledge regression by using transfer RNN units (2019)

Multi-Robot Map Fusion Framework using Heterogeneous Sensors (2019)

Multi-band Spectral Entropy Information for Detection of Replay Attacks (2019)

MSDC-Net: Multi-Scale Dense and Contextual Networks for Stereo Matching (2019)

MobiDroid: A Performance-Sensitive Malware Detection System on Mobile Platform (2019)

Machine Learning-based Corporate Social Responsibility Prediction (2019)

Machine Learning Based Detection and Categorization of Anomalous Behavior in Enterprise Network Traffic (2019)

Keypoint based weakly supervised human parsing (2019)

Information-Theoretic Ensemble Learning for DDoS Detection with Adaptive Boosting (2019)

Incorporating Contextual and Syntactic Structures Improves Semantic Similarity Modeling (2019)

High cycle fatigue life prediction of laser additive manufactured stainless steel: A machine learning approach (2019)

Hierarchical planning‐based crowd formation (2019)

From Technical Analysis to Text Analytics: Stock and Index Prediction with GRU (2019)

Fidelity: Towards Measuring the Trustworthiness of Neural Network Classification (2019)

EPN: Edge-Aware PointNet for Object Recognition from Multi-View 2.5D Point Clouds (2019)

Energy-Quality Scalable Analog-to-Digital Conversion and Machine Learning Engine in a 51.9 nJ/frame Voice Activity Detector (2019)