Publications - Machine Learning SG

Machine Learning with Membership Privacy using Adversarial Regularization (2018)

Milad Nasr Reza Shokri Amir Houmansadr

information privacy inference attack inference data point machine learning +6 more

CCS '18 Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security 105 citations Published 2018-10-08
Hawkeye: Towards a Desired Directed Grey-box Fuzzer (2018)

Hongxu Chen Yinxing Xue Yuekang Li Bihuan Chen Xiaofei Xie Xiuheng Wu Yang Liu

fuzz testing call graph basic block static analysis scheduling +6 more

CCS '18 Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security 66 citations Published 2018-10-08
MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations (2018)

Soujanya Poria Devamanyu Hazarika Navonil Majumder Gautam Naik Erik Cambria Rada Mihalcea

utterance natural language processing popularity modalities computer science +2 more

arXiv preprint arXiv:1810.02508 15 citations Published 2018-10-05
Evolutionary Multi-Objective Optimization based Ensemble Autoencoders for Image Outlier Detection (2018)

Zhaomin Chen Chai Kiat Yeo Bu Sung Lee Chiew Tong Lau Yaochu Jin

autoencoder outlier anomaly detection adaboost gradient descent +6 more

Neurocomputing 15 citations Published 2018-10-02
Deep Recurrent Multi-instance Learning with Spatio-temporal Features for Engagement Intensity Prediction (2018)

Jianfei Yang Kai Wang Xiaojiang Peng Yu Qiao

mean squared error regression analysis time domain pattern recognition computer science +3 more

Proceedings of the 20th ACM International Conference on Multimodal Interaction 27 citations Published 2018-10-02
Cascade Attention Networks For Group Emotion Recognition with Face, Body and Image Cues (2018)

Kai Wang Xiaoxing Zeng Jianfei Yang Debin Meng Kaipeng Zhang Xiaojiang Peng Yu Qiao

deep learning convolutional neural network pose group emotion pooling +6 more

Proceedings of the 20th ACM International Conference on Multimodal Interaction 20 citations Published 2018-10-02
Unsupervised Multi-view Feature Extraction with Dynamic Graph Learning (2018)

Dan Shi Lei Zhu Zhiyong Cheng Zhihui Li Huaxiang Zhang

feature extraction matrix projection pattern recognition computer science +4 more

Journal of Visual Communication and Image Representation 14 citations Published 2018-10-01
Towards Robust Visual Odometry with a Multi-Camera System (2018)

Peidong Liu Marcel Geppert Lionel Heng Torsten Sattler Andreas Geiger Marc Pollefeys

visual odometry stereo cameras simultaneous localization and mapping robustness sliding window protocol +5 more

2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 21 citations Published 2018-10-01
Spatial-Temporal Data Augmentation Based on LSTM Autoencoder Network for Skeleton-Based Human Action Recognition (2018)

Juanhui Tu Hong Liu Fanyang Meng Mengyuan Liu Runwei Ding

autoencoder data modeling temporal database pattern recognition rgb color model +6 more

2018 25th IEEE International Conference on Image Processing (ICIP) 13 citations Published 2018-10-01
Scoring of tumor-infiltrating lymphocytes: From visual estimation to machine learning. (2018)

Frederick Klauschen Klaus Robert Müller Alexander Binder Michael Bockmayr M. Hägele P. Seegerer Stephan Wienert Giancarlo Pruneri S. de Maria S Badve Stefan Michiels Torsten T.O. Nielsen Sylvia Adams Peter Savas F. Symmans Scooter Willis Tina Gruosso Morag Park Benjamin Haibe-Kains Brandon Gallas Abbey A.M. Thompson Ian Cree Christos Sotiriou Cinzia Solinas Matthias Preusser Stephen M Hewitt David D.L. Rimm Giuseppe Viale S. Loi Sibylle Loibl Roberto Salgado Carsten Denkert

image segmentation segmentation machine learning standardization computer science +4 more

Seminars in Cancer Biology 53 citations Published 2018-10-01
S-CNN: Subcategory-Aware Convolutional Networks for Object Detection (2018)

Tao Chen Shijian Lu Jiayuan Fan

viola jones object detection framework object detection convolutional neural network feature extraction cluster analysis +7 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 15 citations Published 2018-10-01
Rafiki: machine learning as an analytics service system (2018)

Wei Wang Jinyang Gao Meihui Zhang Sheng Wang Gang Chen Teck Khim Ng Beng Chin Ooi Jie Shao Moaz Reyad

analytics big data sentiment analysis service system usability +6 more

Proceedings of the VLDB Endowment VLDB Endowment Hompage archive 17 citations Published 2018-10-01
Predicting Personalized Image Emotion Perceptions in Social Networks (2018)

Sicheng Zhao Hongxun Yao Yue Gao Guiguang Ding Tat-Seng Chua

emotion classification contextual image classification feature extraction affect perception +7 more

IEEE Transactions on Affective Computing 109 citations Published 2018-10-01
Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks (2018)

Hang Gao Zheng Shou Alireza Zareian Hanwang Zhang Shih-Fu Chang

hallucinate forgetting covariance small data machine learning +6 more

Advances in Neural Information Processing Systems 24 citations Published 2018-10-01
In situ monitoring of selective laser melting using plume and spatter signatures by deep belief networks. (2018)

Dongsen Ye Dongsen Ye Dongsen Ye Jerry Ying Hsi Fuh Yingjie Zhang Geok Soon Hong Kunpeng Zhu

deep belief network selective laser melting convolutional neural network feature extraction process optimization +6 more

Isa Transactions 16 citations Published 2018-10-01
First-Person Daily Activity Recognition With Manipulated Object Proposals and Non-Linear Feature Fusion (2018)

Meng Wang Changzhi Luo Bingbing Ni Jun Yuan Jianfeng Wang Shuicheng Yan

3d single object recognition viola jones object detection framework object detection feature extraction convolutional neural network +7 more

IEEE Transactions on Circuits and Systems for Video Technology 18 citations Published 2018-10-01
Evaluating Quality of Screen Content Images Via Structural Variation Analysis (2018)

Ke Gu Junfei Qiao Xiongkuo Min Guanghui Yue Weisi Lin Daniel Thalmann

image quality human visual system model visualization computer vision computer science +5 more

IEEE Transactions on Visualization and Computer Graphics 65 citations Published 2018-10-01
Deep-Learning Approach to the Detection and Localization of Cyber-Physical Attacks on Water Distribution Systems (2018)

Riccardo Taormina Stefano Galelli

intrusion detection system cyber physical system water resources water supply deep learning +6 more

Journal of Water Resources Planning and Management 18 citations Published 2018-10-01
Autonomous Deep Learning: Continual Learning Approach for Dynamic Environments. (2018)

Andri Ashfahani Mahardhika Pratama

deep learning computer science human computer interaction artificial intelligence continual learning

SDM 13 citations Published 2018-10-01
A novel electrocardiogram arrhythmia classification method based on stacked sparse auto-encoders and softmax regression (2018)

Jianli Yang Yang Bai Feng Lin Feng Lin Ming Liu Zengguang Hou Zengguang Hou Xiuling Liu

softmax function feature selection feature extraction classifier pattern recognition +7 more

International Journal of Machine Learning and Cybernetics 30 citations Published 2018-10-01

Previous Next

Machine Learning with Membership Privacy using Adversarial Regularization (2018)

Hawkeye: Towards a Desired Directed Grey-box Fuzzer (2018)

MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations (2018)

Evolutionary Multi-Objective Optimization based Ensemble Autoencoders for Image Outlier Detection (2018)

Deep Recurrent Multi-instance Learning with Spatio-temporal Features for Engagement Intensity Prediction (2018)

Cascade Attention Networks For Group Emotion Recognition with Face, Body and Image Cues (2018)

Unsupervised Multi-view Feature Extraction with Dynamic Graph Learning (2018)

Towards Robust Visual Odometry with a Multi-Camera System (2018)

Spatial-Temporal Data Augmentation Based on LSTM Autoencoder Network for Skeleton-Based Human Action Recognition (2018)

Scoring of tumor-infiltrating lymphocytes: From visual estimation to machine learning. (2018)

S-CNN: Subcategory-Aware Convolutional Networks for Object Detection (2018)

Rafiki: machine learning as an analytics service system (2018)

Predicting Personalized Image Emotion Perceptions in Social Networks (2018)

Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks (2018)

In situ monitoring of selective laser melting using plume and spatter signatures by deep belief networks. (2018)

First-Person Daily Activity Recognition With Manipulated Object Proposals and Non-Linear Feature Fusion (2018)

Evaluating Quality of Screen Content Images Via Structural Variation Analysis (2018)

Deep-Learning Approach to the Detection and Localization of Cyber-Physical Attacks on Water Distribution Systems (2018)

Autonomous Deep Learning: Continual Learning Approach for Dynamic Environments. (2018)

A novel electrocardiogram arrhythmia classification method based on stacked sparse auto-encoders and softmax regression (2018)