Back to Search
Start Over
Hotel Management Evaluation Index System Based on Data Mining and Deep Neural Network
- Source :
- Wireless Communications and Mobile Computing, Vol 2021 (2021)
- Publication Year :
- 2021
- Publisher :
- Hindawi Limited, 2021.
-
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%.
- Subjects :
- Technology
Article Subject
Computer Networks and Communications
Computer science
Data management
Big data
0211 other engineering and technologies
TK5101-6720
02 engineering and technology
computer.software_genre
Genetic algorithm
Classifier (linguistics)
AdaBoost
Electrical and Electronic Engineering
021101 geological & geomatics engineering
021110 strategic, defence & security studies
Artificial neural network
business.industry
Production control
Telecommunication
Data mining
Engineering design process
business
computer
Information Systems
Subjects
Details
- ISSN :
- 15308677 and 15308669
- Volume :
- 2021
- Database :
- OpenAIRE
- Journal :
- Wireless Communications and Mobile Computing
- Accession number :
- edsair.doi.dedup.....5e69e43cdc8ed7e0339058a19772e4be