Business Intelligence and Information Technology : Proceedings of BIIT 2023 / edited by Aboul Ella Hassanien, Dequan Zheng, Zhijie Zhao, Zhipeng Fan.

Format:

Book

Author/Creator:

Hassanien, Aboul Ella.

Contributor:

Zheng, Dequan.

Zhao, Zhijie.

Fan, Zhipeng.

Series:

Smart Innovation, Systems and Technologies, 2190-3026 ; 394

Language:

English

Subjects (All):

Computational intelligence.

Business--Data processing.

Business.

Operations research.

Computational Intelligence.

Business Informatics.

Operations Research and Decision Theory.

Local Subjects:

Computational Intelligence.

Business Informatics.

Operations Research and Decision Theory.

Physical Description:

1 online resource (638 pages)

Edition:

1st ed. 2024.

Place of Publication:

Singapore : Springer Nature Singapore : Imprint: Springer, 2024.

Summary:

This book constitutes the refereed proceedings of the 2023 International Conference on Business Intelligence and Information Technology (BIIT 2023) held in Harbin, China, during December 16–17, 2023. BIIT 2023 is organized by the School of Computer and Information Engineering, Harbin University of Commerce, and supported by Scientific Research Group in Egypt (SRGE), Egypt. The papers cover current research in electronic commerce technology and application, business intelligence and decision making, digital economy, accounting informatization, intelligent information processing, image processing and multimedia technology, signal detection and processing, communication engineering and technology, information security, automatic control technique, data mining, software development, and design, blockchain technology, big data technology, and artificial intelligence technology.

Contents:

Intro

Conference Committee

Preface

About This Book

Contents

About the Editors

Part I Automatic Control Technique

1 Extraction of Small Resonance Signals in Strong Same-Frequency Background

1.1 Introduction

1.2 Target Problem

1.2.1 Problem Description

1.2.2 Modeling

1.3 Demodulation

1.3.1 Short-Time Fourier Transform

1.3.2 Continuous Wavelet Transform

1.3.3 Shallow Neural Network

1.4 Discussion

1.5 Conclusion

References

2 Coverage Optimization of WSN Based Upon Improved Salp Swarm Algorithm

2.1 Introduction

2.2 WSN Coverage Model

2.2.1 Improved Salp Swarm Algorithm

2.2.2 Improved Population Initialization of Logistic Mapping

2.2.3 Leader Position Update Improvement Strategy

2.2.4 Follower Position Update Improvement Strategy

2.3 Covering Optimization Algorithm Design

2.4 Simulation Experiment and Analysis

2.4.1 Comparison with ABC

2.4.2 Comparison with IWOA

2.5 Conclusion and Outlook

3 Improved Algorithm of FP-Growth Based on Strong Data Correlation

3.1 Introduction

3.2 FP-Growth Algorithm

3.3 Improved FP-Growth Algorithm

3.4 Experiment and Analysis

3.5 Conclusion

4 Multimodal Vehicle Trajectory Prediction with Stacked Attention

4.1 Introduction

4.2 Target Vehicle Trajectory Prediction

4.2.1 Problem Definition

4.2.2 Predictive Model Framework

4.3 Overall Model

4.3.1 Feature Extraction

4.3.2 Feature Fusion

4.3.3 Trajectory Generation

4.4 Experimental Evaluations

4.4.1 Datasets

4.4.2 Evaluation Metric

4.4.3 Training and Implementation Details

4.4.4 Results

4.5 Conclusion

5 Study on Reactive Power Optimization of Distribution Network Considering the Constraint of the Number of Capacitor Actions

5.1 Introduction

5.2 Reactive Power Optimization Model.

5.3 Recursive Merge Strategy

5.4 Expected Characteristic Network

5.5 Approximate Equivalent Transformation and Solution of the Model

5.5.1 Approximate Equivalent Transformation of the Model

5.5.2 Solution of Equivalent Model

5.6 Solution Steps of the Reactive Power Optimization Model

5.7 Simulation Example

5.8 Conclusion

6 Kinect-Based Dual-Stream Spatiotemporal Convolution Human Behavior Recognition Technology

6.1 Introduction

6.2 Human Skeleton Feature Extraction

6.2.1 Coordinate Acquisition and Transformation of Coordinates

6.2.2 Behavior Feature Extraction of Key Points

6.3 Spatiotemporal Convolution Neural Network

6.3.1 Spatiotemporal Double Flow Neural Network

6.3.2 Improved Spatiotemporal Double Flow Neural Network

6.3.3 Residual Connection

6.3.4 Overall Identification Network Design

6.4 Experiment and Result Analysis

6.4.1 Dataset

6.4.2 Data Training and Experimental Testing

6.4.3 Comparison with Other Methods

6.5 Conclusion

7 Research on Attitude Control Algorithm of Flexible Free-Floating Space Robot System

7.1 Introduction

7.2 Kinematics and Dynamics Modeling

7.3 Controller Design

7.4 Stability Analysis of the SMVS Controller

7.5 Numerical Simulation

7.6 Conclusion

8 Beamforming Antenna Array for Wireless Communications-Based Improved Grey Wolf Optimizer Algorithm

8.1 Introduction

8.2 Objective Function and LAA Array Factor

8.3 Optimization Techniques

8.3.1 Grey Wolf Optimization Algorithm (GWO)

8.3.2 Improved Grey Wolf Optimization Algorithm (I-GWO)

8.4 Optimization Examples

8.4.1 Elements Position Optimization

8.4.2 Computational Complexity

8.5 Conclusion

9 Exploration and Analysis of Seizure Spikes Through Spectral Domain Transformation

9.1 Introduction.

9.2 Related Work

9.3 Methodology

9.3.1 Data Acquisition

9.3.2 Spectral Transformation

9.3.3 EEG Data Analysis

9.4 Experimental Analysis

9.5 Results and Discussion

9.5.1 Magnitude Spectrum Analysis

9.5.2 Frequency Spectrum Analysis

9.5.3 Correlation Analysis

9.6 Conclusion and Future Scope

Part II Business Intelligence and Decision Making

10 Coupling and Coordination Analysis of Big Data and Financial Data in the E-commerce Industry

10.1 Introduction

10.2 Construction of Evaluation Index System

10.2.1 Coupling Coordination Index

10.2.2 Design of Evaluation Index System

10.3 Measurement and Analysis of the Coordinated Development Level of Financial Data and Big Data of E-commerce Enterprises

10.3.1 Data Sources

10.3.2 Construction of the Evaluation Model

10.3.3 Results and Analysis

10.4 Conclusions and Recommendations

10.4.1 Conclusion

10.4.2 Recommendations

11 Research on the Purchase Intention of New Generation Farmers' Internet Financial Products

11.1 Introduction

11.2 Theoretical Framework and Assumptions

11.2.1 Planned Behavior Theory

11.2.2 Research Hypothesis

11.3 Research Methods

11.3.1 Structural Equation Modeling

11.3.2 Questionnaire Design and Data Sources

11.4 Result Analysis

11.4.1 Descriptive Analysis

11.4.2 Reliability and Validity Test

11.4.3 Hypothesis Testing and Discussion of Results

11.5 Conclusions and Countermeasures

11.5.1 Analysis Conclusion

11.5.2 Suggestions

12 WOA-LSTM CSI 500 Forecast Model Based on Baidu Index

12.1 Introduction

12.2 Model Principle

12.2.1 Whale Optimization Algorithm

12.2.2 LSTM Neural Network

12.3 Data Preprocessing

12.3.1 Data Acquisition

12.3.2 Data Preprocessing

12.4 Empirical Analysis.

12.4.1 WOA-LSTM Time Series Forecasting Model

12.4.2 Model Implementation

12.4.3 Evaluation Indicators

12.4.4 Result Analysis

12.5 Conclusion

13 Research on the Synchronous Decision-Making of E-commerce Marketing Under the Influence of Various Factors

13.1 First Section

13.2 Problem Description and Basic Assumptions

13.2.1 Problem Description

13.2.2 Hypothesis

13.2.3 Chaos Web Celebrity E-commerce Marketing System

13.3 Chaos Web Celebrity E-commerce Marketing System with Uncertain Parameters and Input Disturbance and Its Pulse Synchronization Policy

13.4 Example Analysis

13.5 Conclusion

14 A Study on Antitrust Regulation of Platform Economy Based on Evolutionary Game

14.1 Introduction

14.2 Literature Review

14.3 Benchmark Model

14.3.1 Definition of the Game Subject Subsection Sample

14.3.2 Description of the Assumptions and Parameters of the Model

14.4 Game Equilibrium Analysis of Evolving Subjects

14.4.1 Replication of Dynamic Equations

14.4.2 Stability Analysis of Evolutionary Game Models

14.4.3 Analysis of Evolutionary Stabilization Strategies

14.4.4 Simulation and Analysis of Data

14.5 Conclusions and Policy Recommendations

14.5.1 Conclusion

14.5.2 Recommendation

15 A Review of Non-dominating Sorting Algorithms

15.1 Introduction

15.2 Dominance Relation

15.3 Non-dominated Sorting Methods

15.4 Categories of NDS

15.4.1 Categories

15.4.2 Tree-Based NDS

15.4.3 FOO

15.4.4 Labeling and Deleting-Based NDS

15.4.5 Full Objective Sorted List-Based NDS

15.4.6 Divide-and-Conquer-Based NDS

15.5 Conclusion

Part III Digital Economy and Digital Technology

16 The Impact of Digital Finance on China's Regional Innovation Capabilities-A Spatial Autoregressive Model.

16.1 Introduction and Literature Review

16.2 Model and Variable Descriptions

16.2.1 Spatial Autocorrelation Test

16.2.2 Spatial Autoregressive Model

16.2.3 Variable Descriptions

16.3 Empirical Analysis

16.3.1 Spatial Autocorrelation Test

16.3.2 Empirical Results of the SAR Model

16.3.3 Robustness Test

16.3.4 The Analysis of Heterogeneity

16.4 Conclusions and Policy Recommendations

17 The Measurement of the Total Factor Productivity of China's Electronic Commerce Industry Based on Global Malmquist Index Method

17.1 Introduction

17.2 Methodology

17.2.1 Global Malmquist Index Method

17.2.2 Data

17.3 Analysis and Discussion

17.4 Conclusion

18 Evaluation of International Competitiveness of Patent-Intensive Industries Based on AHP-FCE Model

18.1 Introduction

18.2 Construction of an Index System of International Competitiveness for Patent-Intensive Industries

18.2.1 Construction of Primary Evaluation Index System

18.2.2 Principle of Characteristic Root Method for Group Decision-Making

18.2.3 Screening of Key Evaluation Indicators

18.3 Fuzzy Hierarchical Evaluation of International Competitiveness of Patent-Intensive Industries

18.3.1 Principle of Analytic Hierarchy Process

18.3.2 The Basic Principle of the Fuzzy Comprehensive Evaluation Method

18.4 A Fuzzy Comprehensive Evaluation of International Competitiveness of Patent-Intensive Industries

18.4.1 Determination of Evaluation Index Weight by Analytic Hierarchy Process

18.4.2 Fuzzy Comprehensive Evaluation of International Competitiveness of Patent-Intensive Industries

18.5 Conclusions and Recommendations

19 Analysis of the Economic Effects of China-Russia Co-construction of the "Polar Silk Road" Based on the GTAP Model

19.1 Introduction

19.2 GTAP Model Setting.

19.2.1 Introduction of the GTAP Model.

Notes:

Description based on publisher supplied metadata and other sources.

ISBN:

981-9739-80-2

OCLC:

1453752788