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دانلود کتاب The 2020 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy: SPIoT-2020, Volume 1

دانلود کتاب کنفرانس بین المللی 2020 یادگیری ماشین و تجزیه و تحلیل داده های بزرگ برای امنیت و حریم خصوصی اینترنت اشیا: SPIoT-2020 ، جلد 1

The 2020 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy: SPIoT-2020, Volume 1

مشخصات کتاب

The 2020 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy: SPIoT-2020, Volume 1

ویرایش: 1st ed. 
نویسندگان: , ,   
سری: Advances in Intelligent Systems and Computing 1282 
ISBN (شابک) : 9783030627423, 9783030627430 
ناشر: Springer International Publishing;Springer 
سال نشر: 2021 
تعداد صفحات: 907 
زبان: English 
فرمت فایل : PDF (درصورت درخواست کاربر به PDF، EPUB یا AZW3 تبدیل می شود) 
حجم فایل: 44 مگابایت 

قیمت کتاب (تومان) : 50,000



کلمات کلیدی مربوط به کتاب کنفرانس بین المللی 2020 یادگیری ماشین و تجزیه و تحلیل داده های بزرگ برای امنیت و حریم خصوصی اینترنت اشیا: SPIoT-2020 ، جلد 1: مهندسی، هوش محاسباتی، داده های بزرگ



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در صورت تبدیل فایل کتاب The 2020 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy: SPIoT-2020, Volume 1 به فرمت های PDF، EPUB، AZW3، MOBI و یا DJVU می توانید به پشتیبان اطلاع دهید تا فایل مورد نظر را تبدیل نمایند.

توجه داشته باشید کتاب کنفرانس بین المللی 2020 یادگیری ماشین و تجزیه و تحلیل داده های بزرگ برای امنیت و حریم خصوصی اینترنت اشیا: SPIoT-2020 ، جلد 1 نسخه زبان اصلی می باشد و کتاب ترجمه شده به فارسی نمی باشد. وبسایت اینترنشنال لایبرری ارائه دهنده کتاب های زبان اصلی می باشد و هیچ گونه کتاب ترجمه شده یا نوشته شده به فارسی را ارائه نمی دهد.


توضیحاتی در مورد کتاب کنفرانس بین المللی 2020 یادگیری ماشین و تجزیه و تحلیل داده های بزرگ برای امنیت و حریم خصوصی اینترنت اشیا: SPIoT-2020 ، جلد 1



این کتاب مجموعه مقالات کنفرانس بین‌المللی ۲۰۲۰ درباره یادگیری ماشین و تجزیه و تحلیل داده‌های بزرگ برای امنیت و حریم خصوصی اینترنت اشیا (SPIOT-2020) را ارائه می‌کند که در ۶ نوامبر ۲۰۲۰ در شانگهای، چین برگزار شد. به دلیل شیوع COVID-19 مشکل، کنفرانس SPIOT-2020 به صورت آنلاین توسط Tencent Meeting برگزار شد. این پوشش جامعی از آخرین پیشرفت‌ها و روندها در فناوری اطلاعات، علم و مهندسی ارائه می‌کند، به تعدادی از موضوعات گسترده، از جمله روش‌های جدید یادگیری ماشینی و تجزیه و تحلیل داده‌های بزرگ برای امنیت اینترنت اشیا، داده‌کاوی و مدل‌سازی آماری برای IoT امن و یادگیری ماشینی می‌پردازد. پروتکل های شناسایی مبتنی بر امنیت، که الهام بخش توسعه فناوری های امنیت و حریم خصوصی اینترنت اشیا هستند. مشارکت‌ها طیف گسترده‌ای از موضوعات را پوشش می‌دهند: تحلیل و برنامه‌های یادگیری ماشین برای امنیت اینترنت اشیا. معیارهای مبتنی بر داده و رویکردهای ارزیابی ریسک برای اینترنت اشیا؛ محرمانه بودن و حفظ حریم خصوصی داده ها در اینترنت اشیا؛ و احراز هویت و کنترل دسترسی برای استفاده از داده در اینترنت اشیا. این کتاب با تشریح مسیرهای تحقیقاتی امیدوارکننده در آینده، منبع ارزشمندی برای دانشجویان، محققان و متخصصان است و یک راهنمای مرجع مفید برای تازه واردان به حوزه امنیت و حریم خصوصی اینترنت اشیا ارائه می‌کند.


توضیحاتی درمورد کتاب به خارجی

This book presents the proceedings of The 2020 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy (SPIoT-2020), held in Shanghai, China, on November 6, 2020. Due to the COVID-19 outbreak problem, SPIoT-2020 conference was held online by Tencent Meeting. It provides comprehensive coverage of the latest advances and trends in information technology, science and engineering, addressing a number of broad themes, including novel machine learning and big data analytics methods for IoT security, data mining and statistical modelling for the secure IoT and machine learning-based security detecting protocols, which inspire the development of IoT security and privacy technologies. The contributions cover a wide range of topics: analytics and machine learning applications to IoT security; data-based metrics and risk assessment approaches for IoT; data confidentiality and privacy in IoT; and authentication and access control for data usage in IoT. Outlining promising future research directions, the book is a valuable resource for students, researchers and professionals and provides a useful reference guide for newcomers to the IoT security and privacy field.



فهرست مطالب

Front Matter ....Pages i-xxxi
Front Matter ....Pages 1-1
The Innovation of UI Design Courses in Higher Vocational Colleges Based on the Internet Perspective (Jing Lei)....Pages 3-8
Predicting the Getting-on and Getting-off Points Based on the Traffic Big Data (JinLei Wang, Feng Chen, Keyu Yan, Lu Wang, FangChen Zhang, Li Xia et al.)....Pages 9-16
The Prediction Analysis of Passengers Boarding and Alighting Points Based on the Big Data of Urban Traffic (JinLei Wang, Li Zhang, Lu Wang, Keyu Yan, Yuqi Diao, Zhen Zhao)....Pages 17-24
Verifiable Random Number Based on B-Spline Curve (Jiaqi Qiu, Weiqing Wang)....Pages 25-30
An Improved Particle Swarm Optimization Algorithm Based on DFC&HRS (Wu Zhou, Taizhi Lv, Yijun Guo)....Pages 31-38
Application and Practice of ID3 Algorithms in College Students’ Education (Liandong Wei)....Pages 39-46
Construction of Human Knee Joint Mechanics Model and Study on Mechanical Characteristics of Flexion Movement Based on Neural Network Algorithm (Huige Li)....Pages 47-55
Application of Artificial Intelligence Technology in Physical Fitness Test of College Students (Xin Wang)....Pages 56-62
Theoretical Research on College Students’ Professional Literacy Design Based on Deep Learning (Longquan Huang)....Pages 63-68
Artificial Intelligence Is the Technical Guarantee of Network Security (Ying Wu)....Pages 69-74
Intelligent Question Answering System of Medical Knowledge Map Based on Deep Learning (Yafei Xue)....Pages 75-80
Construction and Practice of Red Teaching Resources Based on Machine Learning (Meihua Shuai, Xia Tang)....Pages 81-86
Reasonable Approach and Development Trend of Artificial Intelligence Sports Development (Longqiang Chen)....Pages 87-93
Returnee Migrant Workers’ Entrepreneurship Based on Artificial Intelligence (Dejun Zhou)....Pages 94-101
Improvement of College Teachers’ Teaching Ability Under the Background of the Development of Artificial Intelligence Platform (Jing Su)....Pages 102-109
Influence Factors of Using Modern Teaching Technology in the Classroom of Junior Middle School Teachers Under the Background of Artificial Intelligence—Analysis Based on HLM (Yemei Wei)....Pages 110-118
Analysis and Design of Personalized Learning System Based on Decision Tree Technology (Qiaoying Ming, Ran Li)....Pages 119-126
Deep Learning Classification and Recognition Model Construction of Face Living Image Based on Multi-feature Fusion (Chunyan Li, Rui Li)....Pages 127-133
A Prediction Method of Blood Glucose Concentration Based on Nonlinear Auto-Regressive Model (Xiong-bo Huang, Ling Qiu, Ye-quan Liao)....Pages 134-140
Signal Processing Based on Machine Learning Optical Communication (Yibo Guo)....Pages 141-147
Refined Management of Installation Engineering Cost Based on Artificial Intelligence Technology (Shu Zong, Bin Chen, Wei Yan)....Pages 148-154
Application of Artificial Intelligence Technology in International Trade Finance (Shuangmei Guo)....Pages 155-162
An Improved Genetic Algorithm for Vehicle Routing Problem (Jiashan Zhang)....Pages 163-169
A Machine-Learning Based Store Layout Strategy in Shopping Mall (Yufei Miao)....Pages 170-176
Risk Analysis in Online Peer-to-Peer Loaning Based on Machine Learning: A Decision Tree Implementation on PPDai.com (Chengxun Wu)....Pages 177-186
The Application of BP Neural Network in the Opioid Crisis (Dongbing Liu, Wenbin Liu)....Pages 187-193
Design of Personalized Intelligent Learning Assistant System Under Artificial Intelligence Background (Ping Xia)....Pages 194-200
Application of Artificial Intelligence in Intelligent Decision-Making of Human Resource Allocation (He Ma, Jun Wang)....Pages 201-207
Research on Early Warning of Security Risk of Hazardous Chemicals Storage Based on BP-PSO (Conghan Yue, Jun Ye, Zhen Guo)....Pages 208-213
The Application of Artificial Intelligence and Machine Learning in Financial Stability (Chongyan Li)....Pages 214-219
Application of Alternative Routing Configuration Mechanism Based on Genetic Algorithm in Power Communication Network (Hong Tao)....Pages 220-225
Safety Situation Assessment of Underwater Nodes Based on BP Neural Network (Haijie Huang, Kun Liang, Xiangdang Huang, Qiuling Yang)....Pages 226-232
Front Matter ....Pages 233-233
The Innovation of College Counsellor’s Work Based on Big Data Analysis (Yunshan Liu)....Pages 235-241
Analysis of India’s Big Data Industry (Yurui Dong)....Pages 242-249
The Application of Computer Virtual Technology in Modern Sports Training (Fuquan Wang)....Pages 250-256
The Research on the Development and Utilization of Hospital Archive Information in the Big Data Era (Dawei Yun, Zhengjun Zhou, Wei She)....Pages 257-263
Integration and Optimization of College English Teaching Information Resources in the Context of Big Data (Guotai Luo)....Pages 264-270
Discussion on the Training of Cross-border E-commerce Application Talents Based on the Internet Era (Dandan Zeng, Jianfang Ding)....Pages 271-276
Level of Technology Innovation Development and Promotion Strategies of High Technology Industry in Hubei Province Based on Smart City (Li Sun, Danqing Li)....Pages 277-282
Wisdom Media Era of Big Data in the Application of the Short Video from the Media (Zhi Li)....Pages 283-289
Development and Risk of Smart City (Yanping Chen, Minghui Long)....Pages 290-294
Impact of Education with Chinese Feature Reform of Management Courses Based on Big Data Analysis on Employment Quality of College Students (Qinglan Luo, Ying Zhao)....Pages 295-300
Test on the Combined Application of Nitrogen and Phosphate Fertilizer to Provide Intelligent Fertilization for Silage Maize Yield and Quality (Jiaxi Dong, Lie Zhang, Ruqing Cui, Qi Liu, Jin Du, Gaoyi Cao et al.)....Pages 301-307
Development and Innovation of Education Management Information in College with Big Data (Jie Zhao)....Pages 308-313
Data Visualization Association Algorithm Based on Spatio-Temporal Association Big Data (Zhang Zhang, Liang Tian)....Pages 314-319
A Proposed Three-Dimensional Public Security Prevention and Control System Based on Big-Data (Guangxuan Chen, Weijie Qiu, Zhanghui Shen, Guangxiao Chen, Lei Zhang, Qiang Liu)....Pages 320-325
Innovation of Ideological and Political Education Model in the Context of Big Data (Xiangzhen Pan)....Pages 326-331
Communication Response of Internet Rumor Audiences Based on Big Data Analysis (Sitong Liu)....Pages 332-337
Design of University Admissions Analysis System Based on Big Data (BoYu Zang)....Pages 338-344
Big Data on the Influence of SMEs in Export Trade Financing Costs (Jingqing Wang)....Pages 345-351
Big Data and Economics Research (Wanting Zhang)....Pages 352-358
Protection and Value of DaYing Zhuotong Well Based on Big Data (Jinlan Xia)....Pages 359-365
Analysis and Research on Modern Education Technology Under “Internet+” and Big Data Technology Environment (Xiaofang Qiu)....Pages 366-373
Management Innovation of Network Society Based on Big Data (Yue Zhao)....Pages 374-381
Short Term Load Forecasting Model of Building Power System with Demand Side Response Based on Big Data of Electrical Power (Xiang Fang, Yi Wang, Lin Xia, Xuan Yang, Yibo Lai)....Pages 382-389
Big Data in Art Design (Jian Xu)....Pages 390-396
User Interface Code Automatic Generation Technology Based on Big Data (Chunling Li, Ben Niu)....Pages 397-403
Cultural Heritage Research Model Based on Big Data (Jialin Li, Shuo Wang, Yujuan Yan)....Pages 404-411
Changes in Enterprise Human Resource Management in the Context of Big Data (Jun Wang)....Pages 412-418
The Research on Big Data Promoting Innovation and Development of Inclusive Finance (Wangsong Xie)....Pages 419-425
Spatial Econometric Analysis of House Prices in Guangdong Province Based on Big Data (Yibing Lai, Qinghui Sun)....Pages 426-432
State Grid Yichang Power Supply Company’s Young Employee Training Plan Based on “Big Data Profile” (Xianjun Liu, ChengChen Ji, Yi Zhang, Sisi Yang)....Pages 433-439
Framework of Smart Regulation System for Large-Scale Power Grid Based on Big Data and Artificial Intelligence (Xinlei Cai, Yanlin Cui, Kai Dong, Zijie Meng, Yuan Pan)....Pages 440-445
“21-st Digital Maritime Silk Road” Based on Big Data and Cloud Computing Technology Facing Opportunities and Challenges–From Digital Trade Perspective (Shengnan Zheng)....Pages 446-451
Outdoor Sports Industry Platform Construction Based on Big Data Technology (Yuyan Wang)....Pages 452-459
Exploration on the Application of Personalized Teaching System Based on Big Data (Jie Cai)....Pages 460-466
A Big-Data Based Study on the Construction of Beforehand Alarming System for Public Health Emergency (Qiaofeng Gao, Yucong You)....Pages 467-472
Internet of Things Information Construction Combined with Big Data in Cloud Computing Environment (Jiani Hong)....Pages 473-478
Research on the Development and Management of Electric Energy Under the Background of Big Data (Zhen Dong, Yanqin Wang, Yong Wang, Ning Xu, Dongchao Wang)....Pages 479-483
Secure Big Data Computing Based on Trusted Computing and Key Management (Yang Mei, Fancheng Fu)....Pages 484-489
Front Matter ....Pages 491-491
The Research on Student Data Analysis System Based on Data Mining (Guozhang Li, Xue Wang)....Pages 493-498
The Application and Research of Data Mining Technology in Enterprise Service (Yetong Wang, Kongduo Xing)....Pages 499-504
Influencing Factors of Undergraduates Using App Learning Based on TAM Model – Taking MOOC App as an Example (Lili Chen)....Pages 505-512
Malicious JavaScript Detection Method Based on Multilayer Perceptron (Zhenyuan Guo)....Pages 513-520
Computational Simulation of Magnetic Field of FC-Mold (Fei Li, Ying Chen, Wencheng Liu)....Pages 521-526
Construction of Simulated Seismic Experiment (Experience) Platform (Chen Wu, Tingting Guo, Hao Zhang, Le Yang, Jinlong Song)....Pages 527-535
Social E-Commerce and Marketing Strategy Based on Data Analysis (Qian Tang, Zhen Li)....Pages 536-541
Innovation Research and Practice of Studio Teaching Mode in the Context of Smart City (Dai Chen, Fei Li)....Pages 542-548
Effects of Combined Application of Nitrogen and Phosphorus Fertilizers on Photosynthetic Characteristics of Silage Corn, Laying the Foundation of Agricultural Information (Xinqian Shi, Lie Zhang, Ruqing Cui, Qi Liu, Jin Du, Gaoyi Cao et al.)....Pages 549-555
Imagination of Virtual Technology Application in Sports Field (Kunlun Wei, Haiyan Hao)....Pages 556-561
Effect of Time Slot Search on DAG Scheduling Strategy in Heterogeneous Clusters (Lumei Du, Yanzhao Jiang, Yangyan Du)....Pages 562-567
“Internet+” in the Marketing Mode of Electric Power Electricity Value-Added Services to Users (Liangfeng Jin, Zhengguo Wang, Qi Ding, Ran Shen, Huan Liu)....Pages 568-573
Influencing Factors of Rural Entrepreneurship by University Students in Qiannan Under the Background of Informatization (Qinglou Cao, Fangfang Chen)....Pages 574-581
Transformation of Local Government Administrative Management Concept Based on Smart City Construction (Ya Dong, Huanping Zhu)....Pages 582-590
Analysis and Simulation of Oxidation Causes During Steam Turbine Oil Use Based on Fenton Oxidation (Yimin Chen)....Pages 591-598
Optimization of Berth Shore Bridge Allocation Based on Simulated Annealing Algorithm (Zhichao Xu, Yi Guan)....Pages 599-606
Information Security Terminal Architecture of Mobile Internet of Things Under the Background of Big Data (Jing Chen)....Pages 607-613
The Evolution of Network Platform Ecology from the Perspective of We Media (Ruixi Zhang)....Pages 614-620
Multimodal and Multidimensional Interactive Teaching Mode of Comprehensive English Under the Background of Big Data (Yongjia Duan)....Pages 621-628
Logistics Development Under the Background of Internet (YiWei Chen, YuQing Wang, ZhengXing Yang, YuXin Huang, Xin Luo)....Pages 629-634
Model Analysis of Bowl Buckle High Support Formwork Construction Technology Based on Computer Simulation Technology (Xuan Shi)....Pages 635-642
Vulnerability Discovery and Security Protection Based on Web Application (Hui Yuan, Jie Xu, Liang Dong, Lei Zheng, Shan Yang, Bo Jin et al.)....Pages 643-648
Comprehensive Evaluation of Rural Development Level Based on Data Mining (Mengqi Xu)....Pages 649-656
Intelligent Monitoring System of High-Voltage Cabling (Yingmin Huang, Chaoqiang Hu, Cuishan Xu)....Pages 657-662
Strategic Thinking on High-Quality Development of Digital Economy in Yangtze River Delta Region of China in the Era of Big Data (Ruitong Zhang)....Pages 663-669
Data Distributed Storage Scheme in Internet of Things Based on Blockchain (Yin Zhang, Jun Ye)....Pages 670-675
Design of Unified Management Platform for Power Operation and Maintenance Based on Cloud Computing Technology (Mingming Li, Ruiqi Wang, Zhigang Yan, Tao Wan, Xin Tang, Hengshuo Huang)....Pages 676-681
Research on Economic Growth Based on MCMC Principal Component Regression Analysis (Long Guoqi)....Pages 682-688
Front Matter ....Pages 689-689
The Construction and Implementation of the Security Defense System of University Campus Network (Haiwei Wu, Hanling Wu)....Pages 691-696
Study on Outlet Height Optimization of Behind-Levee Drainage Pumping Stations (Bo Dong)....Pages 697-708
Marketing Mode of Wechat Public Account for College Students’ Job Searching-Based on Computer Informationization (Li Li, Wenlin Yi, Ziyi Hu, Shanshan Hu, Lingyun Fu, Xiaojie Wang)....Pages 709-716
Public Credit Information Data Quality Evaluation and Improvement (Yan Zhao, Li Zhou, Zhou Jiang, Fang Wu, Bisong Liu, Zhihong Li)....Pages 717-723
Reform of Database and Data Warehouse Course Based on OBE-CDIO Model (Yao Li, Jingjing Jiang, Sheng Guan, Weijia Zeng)....Pages 724-730
Enhancement of Risk Prevention Ability of Students Funding Subjects in the Age of All Media (Yun Lu)....Pages 731-736
Privacy Protection Under the Construction of Smart Cities in China—From the Perspectives of Legislation (Ruiyi Liu)....Pages 737-743
The Application of Virtual Reality Technology in Environmental Art Design (Kunming Luo, Xiaoyu Wang)....Pages 744-751
Application of VR Technology in Teaching Archery (Kai Zhang)....Pages 752-757
Public Opinion Guidance with New Government Media in the Smart City (Yunqing Ji)....Pages 758-764
Needs Analysis of the AR Application in the Packaging Design of Ya’an Tibetan Tea (Jie He, Lijun Zhang, Xia Jiang)....Pages 765-771
Construct Sharing Mechanism of College Students’ Physical Health Monitoring Service Based on Geographic Information System (Mingang Guo, Yizhao Wu)....Pages 772-778
Probability Programming and Control of Moving Agent Based on MC-POMDP (Yongyong Zhao, Jinghua Wang)....Pages 779-784
Investigation on Power Marketing Model Based on Hierarchical Management System in a Smart City (Liangfeng Jin, Ruoyun Hu, Weihao Qiu, Shining Lv, Haina Chen)....Pages 785-790
Application Research of Virtual Reality Technology (Lei Li, Yuanxi Wang, Wei Jiang)....Pages 791-798
Online Booking Laboratory Management System (Jian Huang)....Pages 799-804
University Education Management Based on Internet of Things Technology (Xiong Qi)....Pages 805-810
The Influencing Mechanism of Richness of UGC on Purchase Intention – An Empirical Analysis Based on “Content + Transaction” APP Users (Yao Li, Zhenzhen Song)....Pages 811-816
Path Planning Algorithm of Mobile Robot Based on IAFSA (Yi Guan, Lei Tan)....Pages 817-822
Virtual Machine Software in Computer Network Security Teaching (HaiJun Huang)....Pages 823-829
Key Technologies of Virtual Reality Fusion and Interactive Operation for Intelligent Learning in Network Environment (Shuo Wang, Yujuan Yan, Jialin Li, Yujia Zhai)....Pages 830-837
An Approach to Observing China’s Higher Educational Equity: The Application of Multimedia and Database in Liberal Arts Education After Lockdown (Zongye Jiao, Shali Shao, Yixuan Wang)....Pages 838-843
Key Technologies of Automobile Assembly Intelligent Transfer Platform Based on Visual Perception (Yuefeng Lei, Xiufen Li)....Pages 844-849
Personnel Management Optimization of University Library Based on Complex Network Theory (Xinyu Wu)....Pages 850-856
Load Optimization Scheme Based on Edge Computing in Internet of Things (Fanglin An, Jun Ye)....Pages 857-861
Fire Detection Method Based on Improved Glowworm Swarm Optimization-Based TWSVM (Ke Fu, Zhen Guo, Jun Ye)....Pages 862-867
A Data Privacy Protection Scheme for Underwater Network (Dandan Chen, Shijie Sun, Xiangdang Huang, Qiuling Yang)....Pages 868-873
Optimization of Production and Operation Plan of Su CuO Oil Pipeline (Xue-tong Lu)....Pages 874-880
Back Matter ....Pages 881-884




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