Machine Learning for Cyber Security: Third International Conference, ML4CS 2020, Guangzhou, China, October 8–10, 2020, Proceedings, Part III [1st ed.]
9783030624620, 9783030624637
This three volume book set constitutes the proceedings of the Third International Conference on Machine Learning for Cyb
276
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69MB
English
Pages XV, 554
[569]
Year 2020
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Table of contents :
Front Matter ....Pages i-xv
Deep Convolutional Neural Network Based Image Segmentation for Salt Mine Recognition (Ming Tao, Xueqiang Li, Kai Ding)....Pages 1-10
Optimization of Collaborative Filtering Algorithm in Movie Recommendation System (Jiao Peng, Shu Gong)....Pages 11-19
TagRec: Trust-Aware Generative Adversarial Network with Recurrent Neural Network for Recommender Systems (Honglong Chen, Shuai Wang, Nan Jiang, Zhe Li, Na Yan, Leyi Shi)....Pages 20-32
Software Entity Recognition Method Based on BERT Embedding (Chao Sun, Mingjing Tang, Li Liang, Wei Zou)....Pages 33-47
A Classification Method of Land Cover Based on Support Vector Machines (Kai Ding, Chisheng Wang, Ming Tao, Huijuan Xiao, Chao Yang, Peican Huang)....Pages 48-54
Temporal Consistency Based Deep Face Forgery Detection Network (Chunlei Peng, Wenbo Zhang, Decheng Liu, Nannan Wang, Xinbo Gao)....Pages 55-63
CBOW and LSTM Based User Mobile Trajectory Prediction (Geng Sun, Ming Tao)....Pages 64-73
Framework Optimization for Face Recognition (Chao Chen, Xin Wang, Yong-Xin He)....Pages 74-85
Machine Learning Assisted OSP Approach for Improved QoS Performance on 3D Charge-Trap Based SSDs (Zongwei Zhu, Chao Wu, Cheng Ji, Xianmin Wang)....Pages 86-99
A Location Method for Reliability-Critical Paths Based on Monte Carlo Search Tree (Ziwen Sun, Qiou Ji, Zecheng Wu, Aizhu Liu)....Pages 100-114
Research of Expressway Vehicle Detection Based on Faster R-CNN and Domain Adaptation (Meng Yu, Yong Hu, Guanxiang Yin, Fei Du, Meng Wang, Yuejin Zhang)....Pages 115-124
A Short-Term Traffic Flow Forecasting Method Based on Support Vector Regression Optimized by Genetic Algorithm (Aiyun Zhan, Fei Du, Guanxiang Yin, Meng Wang, Yuejin Zhang)....Pages 125-134
Short-Term Traffic Flow Prediction Based on Hybrid Model (Yong Hu, Meng Yu, Guanxiang Yin, Fei Du, Meng Wang, Yuejin Zhang)....Pages 135-143
Uneven Clustering Routing Protocol for Geological Disaster Monitoring Sensor Network (Yicheng Wei, Xun Wang, Xu Gou, Zhaoma Pan, Zhi Li)....Pages 144-159
Clustering Analysis Method of Ethnic Cultural Resources Based on Deep Neural Network Model (Mingjing Tang, Chao Sun, Li Liang)....Pages 160-170
Optimal Group Consensus of Second-Order Multi-agent Systems (Yize Yang, Hongyong Yang, Yuling Li, Yuanshan Liu)....Pages 171-182
A Novel Game Machine Learning Method for Calculating Optimal Response for Edge Server (Rui Zhang, Hui Xia, Ju-fu Cui, Yi-zhe Li, Shu-shu Shao, Hang Ren)....Pages 183-192
SDUW-Net: An Effective Retinal Vessel Segmentation Model (Hongkai Lin, Hongliang Kang, Xinrong Cao)....Pages 193-202
A New Mobility Model Based on Markov Chain for MANETs (Tieyuan Liu, Tianlong Gu, Liang Chang, Hongzhuan Zhao)....Pages 203-214
Image Dust Storm Synthetic Method Based on Optical Model (Jiayan Huang, Zuoyong Li, Chuansheng Wang)....Pages 215-226
Research on Classification Model of Government Big Data Based on Deep Learning (Qiong Yuan, Duqiang Mai, Ying Sun, Peiyu Liang)....Pages 227-236
Research of Paper Recommendation System Based on Citation Network Model (Sun Jing, Sun Yu)....Pages 237-247
CellIdNet: Automatic Cell Instance Segmentation and Classification in Bone Marrow Examination with Double Backbone Networks (Shiyin He, Zheng Huang, Kai Chen, Jie Guo, Weidong Qiu)....Pages 248-258
Mathematical Subject Information Entity Recognition Method Based on BiLSTM-CRF (Haoze Li, Tianwei Xu, Juxiang Zhou)....Pages 259-268
A Facial Fatigue Expression Recognition Method Based on Sparse Representation on the Low-Resolution Image (Ling Zhang, Xiao-lu Tian, Wenchao Jiang, Dongjun Ning)....Pages 269-278
Spontaneous Expression Recognition Based on Visual Attention Mechanism and Co-salient Features (Ling Zhang, Qiumin Ji, Wenchao Jiang, Dongjun Ning)....Pages 279-289
Single Image Super-Resolution Reconstruction Using Nonlocal Low-Rank Prior (Zhongxing Zhang, Hui Liu, Qiang Guo, Yuxiu Lin)....Pages 290-296
Product Consistency Joint Detection Algorithm Based on Deep Learning (Bo Liu, Jianhou Gan, Jun Wang, Bin Wen)....Pages 297-311
Research on Image Recognition Method of Ethnic Costume Based on VGG (Qinchuan Lei, Bin Wen, Zhaoxiang Ouyang, Jianhou Gan, Kangwei Wei)....Pages 312-325
National Defense Education Resource Recommender of High Education Institutions Based on Knowledge-Aware Generative Adversarial Network (Lin Tang, Lin Liu)....Pages 326-335
Dictionary Learning Based on Structural Self-similarity and Convolution Neural Network (Ling Zhang, Wenchao Jiang, Wen Xiang)....Pages 336-346
Short-Text Feature Expansion and Classification Based on Non-negative Matrix Factorization (Ling Zhang, Wenchao Jiang, Zhiming Zhao)....Pages 347-362
Cross-Project Software Defect Prediction Based on Feature Selection and Transfer Learning (Tianwei Lei, Jingfeng Xue, Weijie Han)....Pages 363-371
A Swarm Enhanced Light Gradient Boosting Machine for Crowdfunding Project Outcome Prediction (Shuang Geng, Miaojia Huang, Zhibo Wang)....Pages 372-382
Satellite Signal Blind Detection Method Based on Time-Frequency Diagrams Semantic Segmentation (Zheyu Dong, Hao Luo, Zhigang Wu, Shuzhang Zhang)....Pages 383-393
A Hybrid Distributed Frequent Itemset Mining Method with Its Application in Medical Diagnosis (Mingxue Zhang, Fuyuan Xiao)....Pages 394-403
A DNS Server Classification Method Based on Long-Term Behavior Features (Rui Wang, Hao Luo, Zhigang Wu, Shuzhang Zhang)....Pages 404-412
Medical Image Segmentation Algorithm Based on Information Combined Level Set (Lin Ye, Liu Qingling, Muhammad Ayoob Dars)....Pages 413-418
A Novel Two Dimensional Pythagorean Fuzzy Sets Model with Its Application in Multi-attribute Decision Making (Yi Fan, Fuyuan Xiao)....Pages 419-428
Utilization of CNN-LSTM Model in Prediction of Multivariate Time Series for UCG (Yuteng Xiao, Hongsheng Yin, Kaijian Xia, Yundong Zhang, Honggang Qi)....Pages 429-440
An Imbalanced Learning Based Method for Esophageal Squamous Cell Carcinoma (ESCC) Distant Metastasis Predicting (Xuemei Li, Bo Yang, Lizhi Peng, Baosheng Li, Jian Zhu)....Pages 441-453
A Deep Learning Approach to Radar Extrapolation (Lei Yi, Wei Tian, Xiang Wang, Xiaolong Xu)....Pages 454-463
Peripheral Blood Leukocyte Image Segmentation Based on Deep Convolutional Neural Network (Yuanyuan Chen, Shenghua Teng, Zuoyong Li)....Pages 464-473
Machine Learning Based Tongue Image Recognition for Diabetes Diagnosis (Xiaohui Lin, Zhaochai Yu, Zuoyong Li, Weina Liu)....Pages 474-484
Remote Sensing Image Fusion Based on Multi-morphological Convolutional Neural Network (Meng Zhu, Jindong Xu, Zhaowei Liu)....Pages 485-495
From Sentiment to Well-Being: Internet Users in an Uncertain and Risky Environment (Ge Zhan, Shuang Geng, Ruowen Wang)....Pages 496-502
Channel Parameters Extraction Based on Back Propagation Neural Network (Huiting Li, Liu Liu, Jiachi Zhang, Kai Wang, Yiqian Li, Tao Zhou et al.)....Pages 503-515
Automatic Vibration Waveform Recognition Using Convolutional Neural Network (Wei Ding, Heng Liu, Dijing Wang, Yong Jiang)....Pages 516-525
A Prediction Method for Soil Moisture Time Series (XiaoXia Yang, Song Jia, Chengming Zhang)....Pages 526-537
Research on Automatic Target Detection and Recognition System Based on Deep Learning Algorithm (Qinghui Zhang, Hongbin Xu, Zhengyu Li, Xiaobin Liu, Yuxi Li, Yingjie Jiao)....Pages 538-548
Correction to: Machine Learning Assisted OSP Approach for Improved QoS Performance on 3D Charge-Trap Based SSDs (Zongwei Zhu, Chao Wu, Cheng Ji, Xianmin Wang)....Pages C1-C1
Back Matter ....Pages 549-554