Affiliation:
1. China University of Labor Relations, Beijing 100048, China
Abstract
In recent years, with the increase in computing power, the sharp drop in costs, and the successful use of data management technology, a large amount of data has been rapidly spread and stored in various fields of the company. How can we passively find active data and form active knowledge from these big data information, know how to use equipment to quickly and accurately obtain high-quality information, use the obtained information to guide users in decision-making, and provide more economic and social benefits? This paper focuses on the study of the classifier model based on BP neural network, and the combination of BP neural network model and other optimization algorithms, including genetic algorithm (GA), particle swarm algorithm (PSO), Adaboost algorithm, GA, and PSO have global search performance. It is mostly used to optimize the weight threshold of the network and the number of hidden layer nodes. The Adaboost algorithm builds an enhanced classifier based on the idea of integration. At present, data mining technology has moved from the laboratory research stage to the commercialization stage. The use of widely owned knowledge and information as analysis tools can be used in many fields: such as financial analysis, engineering design, scientific research, management, and production control. At the end of this paper, the improved Adaboost_BP classifier is used, and the result proves that the efficiency of hotel management has increased by at least 75%.
Funder
China University of Labor Relations
Subject
Electrical and Electronic Engineering,Computer Networks and Communications,Information Systems
Reference30 articles.
1. Research on GIS professional curriculum system based on data mining;L. Wang;Surveying and Spatial Geographic Information,2018
2. Research on the learning recommendation system based on data mining;L. Mengjie;Information and Computer Theoretical Edition,2018
3. Comparison and thinking of data mining classification algorithms based on neural network;Y. Xinping;Microcomputer Applications,2018
4. Screening of core genes in pediatric hepatoblastoma based on omics data mining and co-expression network model;W. Xuandong;Chinese Physician Journal,2021
5. Research on 4G customer recognition system model based on data mining;W. Jianbing;Computer Programming Skills and Maintenance,2017
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