Open Journal of Social Sciences

Volume 9, Issue 4 (April 2021)

ISSN Print: 2327-5952   ISSN Online: 2327-5960

Google-based Impact Factor: 1.63  Citations  

Research and Case Analysis of Apriori Algorithm Based on Mining Frequent Item-Sets

HTML  XML Download Download as PDF (Size: 801KB)  PP. 458-468  
DOI: 10.4236/jss.2021.94034    2,179 Downloads   5,822 Views  Citations
Author(s)

ABSTRACT

In the background of the information age, the importance of data resources can be imagined, and the importance of the use of data resources means—data mining has also emerged. In the current situation, all industries are in a relatively equal stage, should make good use of data resources, use Apriori algorithm to mine association rules, formulate marketing strategies, promote sales growth and slow down the loss of national GDP. Countries can also use data mining to make predictions and support decisions. Briefly describe the basic concepts of data mining and association rules. Only with a basic understanding of data mining and association rules can we better understand the Apriori algorithm, why it is one of the most classic and influential algorithms. Understanding its essence and function, and suggesting suggestions for improvement by analyzing the ideas of the Apriori algorithm, understanding its process, advantages and disadvantages, and through the data collected from a supermarket in Bozhou City, Anhui Province, China; and understanding the application of the algorithm in the field of e-commerce and universities, and the effect it will achieve.

Share and Cite:

Xie, H. (2021) Research and Case Analysis of Apriori Algorithm Based on Mining Frequent Item-Sets. Open Journal of Social Sciences, 9, 458-468. doi: 10.4236/jss.2021.94034.

Cited by

[1] Machine Learning
2024
[2] Fault diagnosis for turnout of high-speed railway based on LDA-CLCBA hybrid model
Journal of Electronic …, 2023
[3] Design of a Graduate Employment Intelligent Recommendation System Based on Data Analysis Algorithms
2023
[4] Application of Apriori Algorithm in Digital Financial Risk Information Management System
2023 International Conference on Data Science and …, 2023
[5] Machine learning based recommender system for e-commerce
IAES International Journal of …, 2023
[6] An Efficient Healthcare Data Mining Approach Using Apriori Algorithm: A Case Study of Eye Disorders in Young Adults
Information, 2023
[7] Forecast of seasonal consumption behavior of consumers and privacy-preserving data mining with new S-Apriori algorithm
The Journal of Supercomputing, 2023
[8] Fault Diagnosis of a Switch Machine to Prevent High-Speed Railway Accidents Combining Bi-Directional Long Short-Term Memory with the Multiple Learning …
Machines, 2023
[9] Design Information Systems for Malnutrition Analysis Apriori Algorithm
International Journal Of …, 2023
[10] A Comparative result-based study on Criminal Call Data Record Analysis
RESEARCH REVIEW International Journal of …, 2023
[11] Uma abordagem para geração e visualização de regras de associação de acesso a conteúdos de portal de notícias
2023
[12] Application of Apriori Algorithm in Data Mining to Analyze Malnutrition (Case Study: Secanggang Village)
… Conference on Sciences …, 2023
[13] Інформаційна система аналізу та обробки статистичних даних інтернет магазину
2023
[14] 基于关联规则及组合模型的面料需求预测
科学技术与工程, 2023
[15] A platform sandbox for the assessment of municipal sustainable development goals
Journal of Engineering …, 2023
[16] Quantum Algorithm for Mining Frequent Patterns for Association Rule Mining
Journal of Quantum Information …, 2023
[17] A novel risk assessment model for prefabricated building construction based on combination weight and catastrophe progression method
Tehnički vjesnik, 2023
[18] Call Data Record Analysis using Apriori Algorithm
Indian Journal of Natural …, 2023
[19] An Extensive Review and Comparison of Different Machine Learning Algorithms for Customer Behaviour Pattern Analysis
2023 10th IEEE Uttar …, 2023
[20] Computation of frequent itemset using matrix based apriori algorithm
Int. J. Exp. Res. Rev, 2023
[21] An Approach to Planning Scenic Routes by Integrating Dynamic Traffic Models with A* Algorithm
2023
[22] Leveraging Knowledge Graphs for Orphan Entity Allocation in Resume Processing
2023 IEEE International …, 2023
[23] Research on the application of association rules based on information entropy in human resource management
… Journal of Web Engineering and Technology, 2023
[24] Survey, Analysis and Association Rules derivation using Apriori Method for buying preference amongst kids of age-group 5 to 9 in India
2023 2nd International …, 2023
[25] Market Basket Analysis on Telecommunications Prepaid Packages using the Apriori Algorithm
2023 IEEE 9th …, 2023
[26] Graph Based Frequent Item Set Generation in Association Rule Mining
2023 International Conference on Next …, 2023
[27] Correlation between chord guitar and song year era using apriori algorithm
Journal of Intelligent Decision Support …, 2023
[28] Incremental Benefits of Green Building Energy Efficiency Model Based on Apriori Algorithm
2023 International Conference on Applied …, 2023
[29] Web Log Mining Techniques to Optimize Apriori Association Rule Algorithm in Sports Data Information Management
2023
[30] 基于 LDA-CLCBA 组合模型的 高速铁路道岔故障诊断
电子测量与仪器 …, 2023
[31] Identification of factors affecting noise levels by using data mining and design of experiments analysis techniques: A novel experimental approach
Journal of Low …, 2022
[32] Study on Intelligent Online Piano Teaching System Based on Deep Learning Recurrent Neural Network Model
Mobile Information Systems, 2022
[33] Algorithm of Apriori-Based Rural Tourism Driving Factors and Its System Optimization
Mobile Information Systems, 2022
[34] Precision Analysis of Noncircular Gears Based on CNC Machining Technology under Cloud Computing Platform
Shock and Vibration, 2022
[35] Substation Operation Information Maintenance Based on Intelligent Data Mining
Wireless Communications and Mobile Computing, 2022
[36] Application of Data Mining in Network Information Dynamic Push Software
Security and Communication Networks, 2022
[37] Multi-threaded approach in generating frequent itemset of Apriori algorithm based on trie data structure
TELKOMNIKA …, 2022
[38] Hybrid Association Mining Of In-Frequent Itemsets For Business Process Optimization.
International Journal of Research in Engineering and Science, 2022
[39] Algorithm of Apriori‐Based Rural Tourism Driving Factors and Its System Optimization
Mobile Information Systems, 2022
[40] Piano performance and music automatic notation algorithm teaching system based on artificial intelligence
Mobile Information Systems, 2021
[41] Evolution and Quality Analysis Algorithm of Consumer Online Reviews Based on Data Fusion and Multiobjective Optimization
Journal of Sensors, 2021
[42] Verifying Waste Disposal Practice Problems of Rural Areas In Indonesia Using the Apriori Algorithm
… on Informatics and …, 2021
[43] IMPLEMENTATION OF MARKET BASKET ANALYSIS AS A MARKETING IMPROVEMENT STRATEGY FOR LOCAL PAPER CHEMICAL PRODUCERS IN THE …
[44] Apriori Algorithm and Market Basket Analysis to Uncover Consumer Buying Patterns: Case of a Kenyan Supermarket
[45] A Comparative Analysis on Data Mining Techniques
BHARAT JOURNAL OF SCIENCE

Copyright © 2025 by authors and Scientific Research Publishing Inc.

Creative Commons License

This work and the related PDF file are licensed under a Creative Commons Attribution 4.0 International License.