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An Explainable 3D Residual Self-Attention Deep Neural Network FOR Joint Atrophy Localization and Alzheimer's Disease Diagnosis using Structural MRI

Aug 10, 2020
Xin Zhang, Liangxiu Han, Wenyong Zhu, Liang Sun, Daoqiang Zhang

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Adaptive Feature Selection Guided Deep Forest for COVID-19 Classification with Chest CT

May 07, 2020
Liang Sun, Zhanhao Mo, Fuhua Yan, Liming Xia, Fei Shan, Zhongxiang Ding, Wei Shao, Feng Shi, Huan Yuan, Huiting Jiang, Dijia Wu, Ying Wei, Yaozong Gao, Wanchun Gao, He Sui, Daoqiang Zhang, Dinggang Shen

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Time Series Data Augmentation for Deep Learning: A Survey

Feb 27, 2020
Qingsong Wen, Liang Sun, Xiaomin Song, Jingkun Gao, Xue Wang, Huan Xu

* 7 pages, 2 figures, 3 tables, 42 referred papers 

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RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks

Feb 21, 2020
Jingkun Gao, Xiaomin Song, Qingsong Wen, Pichao Wang, Liang Sun, Huan Xu

* 9 pages, 5 figures, and 2 tables 

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RobustPeriod: Time-Frequency Mining for Robust Multiple Periodicities Detection

Feb 21, 2020
Qingsong Wen, Kai He, Liang Sun, Yingying Zhang, Min Ke, Huan Xu

* 9 pages, 7 figures, and 4 tables 

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Exploring Overall Contextual Information for Image Captioning in Human-Like Cognitive Style

Oct 15, 2019
Hongwei Ge, Zehang Yan, Kai Zhang, Mingde Zhao, Liang Sun

* ICCV 2019 

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RobustTrend: A Huber Loss with a Combined First and Second Order Difference Regularization for Time Series Trend Filtering

Jun 27, 2019
Qingsong Wen, Jingkun Gao, Xiaomin Song, Liang Sun, Jian Tan

* Accepted to the 28th International Joint Conference on Artificial Intelligence (IJCAI 2019), 7 pages. v2: added related references and adjusted font size in figures 

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Robust Gaussian Process Regression for Real-Time High Precision GPS Signal Enhancement

Jun 03, 2019
Ming Lin, Xiaomin Song, Qi Qian, Hao Li, Liang Sun, Shenghuo Zhu, Rong Jin

* accepted by SIGKDD 2019 

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Multimodal Semantic Attention Network for Video Captioning

May 08, 2019
Liang Sun, Bing Li, Chunfeng Yuan, Zhengjun Zha, Weiming Hu

* 6 pages, 4 figures, accepted by IEEE International Conference on Multimedia and Expo (ICME) 2019 

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Which Factorization Machine Modeling is Better: A Theoretical Answer with Optimal Guarantee

Jan 30, 2019
Ming Lin, Shuang Qiu, Jieping Ye, Xiaomin Song, Qi Qian, Liang Sun, Shenghuo Zhu, Rong Jin

* accepted by AAAI 2019 

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RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series

Dec 05, 2018
Qingsong Wen, Jingkun Gao, Xiaomin Song, Liang Sun, Huan Xu, Shenghuo Zhu

* Accepted to the thirty-third AAAI Conference on Artificial Intelligence (AAAI 2019), 9 pages, 5 figures 

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A Many-Objective Evolutionary Algorithm with Two Interacting Processes: Cascade Clustering and Reference Point Incremental Learning

Oct 04, 2018
Mingde Zhao, Hongwei Ge, Liang Sun, Zhen Wang, Guozhen Tan, Qiang Zhang, C. L. Philip Chen

* IEEE Transactions on Evolutionary Computation, 2018 
* 15 pages 

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Multi-Sound-Source Localization for Small Autonomous Unmanned Vehicles with a Self-Rotating Bi-Microphone Array

Apr 13, 2018
Deepak Gala, Nathan Lindsay, Liang Sun

* This paper is submitted to International Conference on Intelligent Robots and Systems 

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Realtime Active Sound Source Localization for Unmanned Ground Robots Using a Self-Rotational Bi-Microphone Array

Apr 10, 2018
Deepak Gala, Nathan Lindsay, Liang Sun

* The paper is under revision for 'Journal of Intelligent & Robotic Systems' 

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Fill it up: Exploiting partial dependency annotations in a minimum spanning tree parser

Nov 26, 2016
Liang Sun, Jason Mielens, Jason Baldridge

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Expectation-maximization for logistic regression

May 31, 2013
James G. Scott, Liang Sun

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