Publications - Machine Learning SG

Quantitative Verification of Neural Networks And its Security Applications (2019)

Teodora Baluta Shiqi Shen Shweta Shinde Kuldeep S. Meel Prateek Saxena

artificial neural network computer science artificial intelligence

Proceedings of the 2019 ACM SIGSAC Conference on Computer and Communications Security 17 citations Published 2019-11-06
Neural Network Inversion in Adversarial Setting via Background Knowledge Alignment (2019)

Ziqi Yang Jiyi Zhang Ee-Chien Chang Zhenkai Liang

inversion deep learning test data artificial neural network data mining +6 more

CCS '19 Proceedings of the 2019 ACM SIGSAC Conference on Computer and Communications Security 18 citations Published 2019-11-06
Learning deep features for source color laser printer identification based on cascaded learning (2019)

Do-Guk Kim Jong-Uk Hou Heung-Kyu Lee

halftone robustness pattern recognition laser computer science +4 more

Neurocomputing 5 citations Published 2019-11-06
Secure Deep Learning Engineering: A Road Towards Quality Assurance of Intelligent Systems (2019)

Yang Liu Lei Ma Jianjun Zhao

intelligent decision support system deep learning risk analysis black box interpretability +6 more

International Conference on Formal Engineering Methods 1 citations Published 2019-11-05
Querying Continuous Recurrent Convoys of Interest (2019)

Munkh-Erdene Yadamjav Zhifeng Bao Farhana M. Choudhury Hanan Samet Baihua Zheng

trajectory computer vision computer science correlation artificial intelligence +2 more

Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems 2 citations Published 2019-11-05
Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment Analysis (2019)

Haiyun Peng Lu Xu Lidong Bing Fei Huang Wei Lu Luo Si

sentiment analysis solver natural language processing computer science unified model +3 more

arXiv preprint arXiv:1911.01616 3 citations Published 2019-11-05
Classifying Promoters by Interpreting the Hidden Information of DNA Sequences via Deep Learning and Combination of Continuous FastText N-Grams. (2019)

Nguyen Quoc Khanh Le Edward Kien Yee Yapp N. Nagasundaram Hui Yuan Yeh

promoter dna sequencing transcription deep learning gene +6 more

Frontiers in Bioengineering and Biotechnology 6 citations Published 2019-11-05
A Performance-Sensitive Malware Detection System on Mobile Platform (2019)

Ruitao Feng Yang Liu Shangwei Lin

android malware upload computer security computer science +3 more

International Conference on Formal Engineering Methods Published 2019-11-05
The Influence of Phonomotor Treatment on Word Retrieval: Insights From Naming Errors. (2019)

Irene Minkina JoAnn P. Silkes Lauren Bislick Elizabeth Brookshire Madden Victoria Lai Rebecca Hunting Pompon Janaki Torrence Reva M. Zimmerman Diane L. Kendall Diane L. Kendall

aphasia phonetics medline natural language processing psychology +4 more

Journal of Speech Language and Hearing Research Published 2019-11-04
Quantum Algorithms for Deep Convolutional Neural Networks (2019)

Iordanis Kerenidis Jonas Landman Anupam Prakash

quantum algorithm deep learning quantum computer convolutional neural network mnist database +6 more

arXiv preprint arXiv:1911.01117 3 citations Published 2019-11-04
MapCell: Learning a comparative cell type distance metric with Siamese neural nets with applications towards cell-types identification across experimental datasets (2019)

Winston Koh Shawn Hoon

metric artificial neural network annotation machine learning robust statistics +4 more

bioRxiv 1 citations Published 2019-11-04
Learning based Methods for Code Runtime Complexity Prediction. (2019)

Jagriti Sikka Kushal Satya Yaman Kumar Shagun Uppal Rajiv Ratn Shah Roger Zimmermann

source code static program analysis cyclomatic complexity time complexity feature engineering +6 more

arXiv preprint arXiv:1911.01155 Published 2019-11-04
Weakly Supervised Deep Learning Approach in Streaming Environments (2019)

Mahardhika Pratama Andri Ashfahani Mohamad Abdul Hady

data stream mining deep learning concept drift discriminative model ground truth +6 more

arXiv preprint arXiv:1911.00847 Published 2019-11-03
SegEQA: Video Segmentation Based Visual Attention for Embodied Question Answering (2019)

Haonan Luo Guosheng Lin Zichuan Liu Fayao Liu Zhenmin Tang Yazhou Yao

question answering ambiguity segmentation embodied cognition human computer interaction +6 more

2019 IEEE/CVF International Conference on Computer Vision (ICCV) 9 citations Published 2019-11-03
Revisit Automatic Error Detection for Wrong and Missing Translation – A Supervised Approach (2019)

Wenqiang Lei Weiwen Xu Ai Ti Aw Yuanxin Xiang Tat Seng Chua

machine translation error detection and correction natural language processing fluency computer science +3 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 2019-11-03
ResumeGAN: An Optimized Deep Representation Learning Framework for Talent-Job Fit via Adversarial Learning (2019)

Yong Luo Huaizheng Zhang Yonggang Wen Xinwen Zhang

feature learning deep learning artificial neural network machine learning computer science +3 more

Proceedings of the 28th ACM International Conference on Information and Knowledge Management 4 citations Published 2019-11-03
Pyramid Graph Networks With Connection Attentions for Region-Based One-Shot Semantic Segmentation (2019)

Chi Zhang Guosheng Lin Fayao Liu Jiushuang Guo Qingyao Wu Rui Yao

image segmentation connectivity segmentation data structure data model +6 more

2019 IEEE/CVF International Conference on Computer Vision (ICCV) 36 citations Published 2019-11-03
Path Travel Time Estimation using Attribute-related Hybrid Trajectories Network (2019)

Xi Lin Yequan Wang Xiaokui Xiao Zengxiang Li Sourav S. Bhowmick

trajectory artificial neural network deep learning data mining computer science +4 more

Proceedings of the 28th ACM International Conference on Information and Knowledge Management 1 citations Published 2019-11-03
Automatic Construction of Multi-layer Perceptron Network from Streaming Examples (2019)

Mahardhika Pratama Choiru Za'in Andri Ashfahani Yew Soon Ong Weiping Ding

multilayer perceptron data stream mining deep learning artificial neural network data stream +6 more

Proceedings of the 28th ACM International Conference on Information and Knowledge Management 12 citations Published 2019-11-03
WiFi CSI Based Passive Human Activity Recognition Using Attention Based BLSTM (2019)

Zhenghua Chen Le Zhang Chaoyang Jiang Zhiguang Cao Wei Cui

activity recognition context awareness feature extraction deep learning mobile computing +5 more

IEEE Transactions on Mobile Computing 33 citations Published 2019-11-01

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Quantitative Verification of Neural Networks And its Security Applications (2019)

Neural Network Inversion in Adversarial Setting via Background Knowledge Alignment (2019)

Learning deep features for source color laser printer identification based on cascaded learning (2019)

Secure Deep Learning Engineering: A Road Towards Quality Assurance of Intelligent Systems (2019)

Querying Continuous Recurrent Convoys of Interest (2019)

Knowing What, How and Why: A Near Complete Solution for Aspect-based Sentiment Analysis (2019)

Classifying Promoters by Interpreting the Hidden Information of DNA Sequences via Deep Learning and Combination of Continuous FastText N-Grams. (2019)

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

The Influence of Phonomotor Treatment on Word Retrieval: Insights From Naming Errors. (2019)

Quantum Algorithms for Deep Convolutional Neural Networks (2019)

MapCell: Learning a comparative cell type distance metric with Siamese neural nets with applications towards cell-types identification across experimental datasets (2019)

Learning based Methods for Code Runtime Complexity Prediction. (2019)

Weakly Supervised Deep Learning Approach in Streaming Environments (2019)

SegEQA: Video Segmentation Based Visual Attention for Embodied Question Answering (2019)

Revisit Automatic Error Detection for Wrong and Missing Translation – A Supervised Approach (2019)

ResumeGAN: An Optimized Deep Representation Learning Framework for Talent-Job Fit via Adversarial Learning (2019)

Pyramid Graph Networks With Connection Attentions for Region-Based One-Shot Semantic Segmentation (2019)

Path Travel Time Estimation using Attribute-related Hybrid Trajectories Network (2019)

Automatic Construction of Multi-layer Perceptron Network from Streaming Examples (2019)

WiFi CSI Based Passive Human Activity Recognition Using Attention Based BLSTM (2019)