The 2020 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy (eBook, PDF)

SPIoT-2020, Volume 1
Redaktion: Macintyre, John; Ma, Xiaomeng; Zhao, Jinghua

• Format: PDF

Produktbeschreibung

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.

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Produktdetails

• Verlag: Springer Nature Switzerland
• Seitenzahl: 884
• Erscheinungstermin: 3. November 2020
• Englisch
• ISBN-13: 9783030627430
• Artikelnr.: 61381073

Inhaltsangabe

Session 1: Novel machine learning methods for IoT security
The Innovation of UI Design Courses in Higher Vocational Colleges Based on
the Internet Perspective
Predicting the Getting-on and Getting-off Points Based on the Trafic Big
Data
The Prediction analysis of Passengers Boarding and Alighting Points Based
on the Big Data of Urban Traffic
Verifiable Random Number Based on B-Spline Curve
An Improved Particle Swarm Optimization Algorithm Based on DFC&HRS
Application and Practice of ID3 Algorithms in College Students' Education
Construction of Human Knee Joint Mechanics Model and Study on Mechanical
Characteristics of Flexion movement based on neural network algorithm
Application of Artificial Intelligence Technology in Physical Fitness Test
of College Students
Theoretical Research on College Students' Professional Literacy Design
Based on Deep Learning
Artificial Intelligence is the Technical Guarantee of Network Security
Intelligent Question Answering System of Medical Knowledge Map Based on
Deep Learning
Construction and Practice of Red Teaching Resources Based on Machine
Learning
Reasonable Approach and Development Trend of Artificial Intelligence Sports
Development
Returnee Migrant Workers' Entrepreneurship Based on Artificial Intelligence
Improvement of College Teachers' Teaching Ability under the Background of
the Development of Artificial Intelligence Platform
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
Analysis and Design of Personalized Learning System Based on Decision Tree
Technology
Deep Learning Classification and Recognition Model Construction of Face
Living Image Based on Multi-Feature Fusion
A Prediction Method of Blood Glucose Concentration Based On Nonlinear
Auto-Regressive Model
Signal Processing Based On Machine Learning Optical Communication
Refined Management of Installation Engineering Cost based on Artificial
Intelligence Technology
Application of Artificial Intelligence Technology in International Trade
Finance
An Improved Genetic Algorithm for Vehicle Routing Problem
A Machine-Learning Based Store Layout Strategy in Shopping Mall
Risk Analysis in Online Peer-to-Peer Loaning Based on Machine Learning: A
Decision Tree Implementation on PPDai.com
The Application of BP Neural Network in the Opioid Crisis
Design of Personalized Intelligent Learning Assistant System under
Artificial Intelligence Background
Application of Artificial Intelligence in Intelligent Decision-making of
Human Resource Allocation
Research on Early Warning of Security Risk of Hazardous Chemicals Storage
Based on BP-PSO
The Application of Artificial Intelligence and Machine Learning in
Financial Stability
Application of alternative routing configuration mechanism based on Genetic
Algorithm in power communication network
Safety Situation Assessment of Underwater Nodes based on BP Neural Network
Session 2: Big data analytics for IoT security
The Innovation of College Counsellor's Work Based On Big Data Analysis
Analysis of India's Big Data Industry
The Application of Computer Virtual Technology in Modern Sports Training
The Research on the Development and Utilization of Hospital Archive
Information in the Big Data Era
Integration and Optimization of College English Teaching Information
Resources in the Context of Big Data
Discussion on the Training of Cross-border E-commerce Application Talents
Based on the Internet Era
Level of Technology Innovation Development and Promotion Strategies of High
Technology Industry in Hubei Province Based on Smart City
Wisdom Media Era of Big Data in the Application of the Short Video from the
Media
Development and Risk of Smart City
Impact of Education with Chinese Feature Reform of Management Courses Based
on Big Data Analysis on Employment Quality of College Students
Test on the Combined Application of Nitrogen and Phosphate Fertilizer to
Provide Intelligent Fertilization for Silage Maize Yield and Quality
Development and Innovation of Education Management Information in College
with Big Data
Data Visualization Association Algorithm Based on Spatio-Temporal
Association Big Data
A Proposed Three-dimensional Public Security Prevention and Control System
Based on Big-Data
Innovation of Ideological and Political Education Model in the Context of
Big Data
Communication Response of Internet Rumor Audiences Based on Big Data
Analysis
Design of University Admissions Analysis System Based on Big Data
Big Data on the Influence of SMEs in Export Trade Financing Costs
Big Data and Economics Research
Protection and Value of DaYing Zhuotong Well Based on Big Data
Analysis and Research on Modern Education Technology under "Internet+" and
Big Data Technology Environment
Management Innovation of Network Society Based on Big Data
Short Term Load Forecasting Model of Building Power System with Demand Side
Response Based on Big Data of Electrical Power
Big Data in Art Design
User Interface Code Automatic Generation Technology Based on Big Data
Cultural Heritage Research Model Based on Big Data
Changes in Enterprise Human Resource Management in the Context of Big Data
The Research on Big Data Promoting Innovation and Development of Inclusive
Finance
Spatial Econometric Analysis of House Prices in Guangdong Province Based On
Big Data
State Grid Yichang Power Supply Company's Young Employee Training Plan
Based On "Big Data Profile"
Framework of Smart Regulation System for Large-scale Power Grid Based on
Big Data and Artificial Intelligence
"21-st Digital Maritime Silk Road" Based on Big Data and Cloud Computing
Technology Facing Opportunities and Challenges--from Digital Trade
Perspective
Outdoor Sports Industry Platform Construction Based On Big Data Technology
Exploration on the Application of Personalized Teaching System Based on Big
Data
A Big-Data Based Study on the Construction of Beforehand Alarming System
for Public Health Emergency
Internet of Things Information Construction Combined with Big Data in Cloud
Computing Environment
Research on the development and management of electric energy under the
background of big data
Secure big data computing based on Trusted Computing and key management
Session 3: Data mining and statistical modelling for the secure IoT
The Research on Student Data Analysis System Based on Data Mining
The Application and Research of Data Mining Technology in Enterprise
Service
Influencing Factors of Undergraduates Using App Learning Based on TAM Model
-- Taking MOOC App as an Example
Malicious JavaScript Detection Method Based on Multilayer Perceptron
Computational Simulation of Magnetic Field of FC-Mold
Construction of Simulated Seismic Experiment (Experience) Platform
Social E-Commerce and Marketing Strategy Based on Data Analysis
Innovation Research and Practice of Studio Teaching Mode in the Context of
Smart City
Effects of Combined Application of Nitrogen and Phosphorus Fertilizers on
Photosynthetic Characteristics of Silage Corn, Laying the Foundation of
Agricultural Information
Imagination of Virtual Technology Application in Sports Field
Effect of Time Slot Search on DAG Scheduling Strategy in Heterogeneous
Clusters
"Internet +" in the Marketing Mode of Electric Power Electricity
Value-Added Services to Users
Influencing Factors of Rural Entrepreneurship by University Students in
Qiannan under the Background of Informatization
Transformation of Local Government Administrative Management Concept Based
on Smart City Construction
Analysis and Simulation of Oxidation Causes during Steam Turbine Oil Use
Based on Fenton Oxidation
Optimization of Berth Shore Bridge Allocation Based on Simulated Annealing
Algorithm
Information Security Terminal Architecture of Mobile Internet of Things
under the Background of Big Data
The Evolution of Network Platform Ecology from the Perspective of We Media
Multimodal and Multidimensional Interactive Teaching Mode of Comprehensive
English under the Background of Big Data
Logistics Development under the Background of Internet
Model Analysis of Bowl Buckle High Support Formwork Construction Technology
Based on Computer Simulation Technology
Vulnerability Discovery and Security Protection Based on Web Application
Comprehensive Evaluation of Rural Development Level Based on Data Mining
Intelligent Monitoring System of High-voltage Cabling
Strategic Thinking on High-Quality Development of Digital Economy in
Yangtze River Delta Region of China in the Era of Big Data
Data Distributed Storage Scheme in Internet of Things Based on Blockchain
Design of unified management platform for power operation and maintenance
based on Cloud Computing Technology
Research on economic growth based on MCMC principal component regression
analysis
Session 4: Data confidentiality and privacy in IoT
The Construction and Implementation of the Security Defense System of
University Campus Network
Study on Outlet Height Optimization of Behind-levee Drainage Pumping
Stations
Marketing Mode of Wechat Public Account for College Students' Job Searching
-Based on Computer Informationization
Public Credit Information Data Quality Evaluation and Improvement
Reform of Database and Data Warehouse Course based on OBE-CDIO Model
Enhancement of Risk Prevention Ability of Students Funding Subjects in the
Age of All Media
Privacy Protection under the Construction of Smart Cities in China -from
the Perspectives of Legislation
The Application of Virtual Reality Technology in Environmental Art Design
Application of VR Technology in Teaching Archery
Public Opinion Guidance with New Government Media in the Smart City
Needs Analysis of the AR Application in the Packaging Design of Ya'an
Tibetan Tea
Construct Sharing Mechanism of College Students' Physical Health Monitoring
Service Based on Geographic Information System
Probability Programming and Control of Moving Agent Based on MC-POMDP
Investigation on Power Marketing Model Based on Hierarchical Management
System in a Smart City
Application Research of Virtual Reality Technology
Online Booking Laboratory Management System
University Education Management Based on Internet of Things Technology
The Influencing Mechanism of Richness of UGC on Purchase Intention -- An
Empirical Analysis Based on "Content + Transaction" APP Users
Path Planning Algorithm of Mobile Robot Based On IAFSA
Virtual Machine Software in Computer Network Security Teaching
Key Technologies of Virtual Reality Fusion and Interactive Operation for
Intelligent Learning in Network Environment
An Approach to Observing China's Higher Educational Equity: The Application
of Multimedia and Database in Liberal Arts Education after Lockdown
Key Technologies of Automobile Assembly Intelligent Transfer Platform Based
on Visual Perception
Personnel Management Optimization of University Library Based on Complex
Network Theory
Load Optimization Scheme Based on Edge Computing in Internet of Things
Fire detection method based on improved glowworm swarm optimization-based
TWSVM
A data privacy protection scheme for underwater network
Optimization of production and operation plan of oil pipeline based on Q
Algorithm