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

ISBN-13: 9783030627423 / Angielski / Miękka / 2020 / 884 str.

John Macintyre; Jinghua Zhao; Xiaomeng Ma

Spis treści

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

Blurb

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.