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Published in: Wireless Personal Communications 4/2018

05-02-2018

Financial Management and Decision Based on Decision Tree Algorithm

Authors: Maozhu Jin, Hua Wang, Qian Zhang, Cheng Luo

Published in: Wireless Personal Communications | Issue 4/2018

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Abstract

In order to make university financial management more scientific, technologies such as data warehouse, data mining technology and decision support system are applied to college affairs decision-making. Aimed at a large amount of financial data generated by the financial management system in colleges and universities, the financial management and decision-making in colleges and universities are realized based on the decision tree algorithm. It provides effective support for the management of colleges and universities. The advantages and disadvantages of clustering algorithm and classification algorithm are analyzed. An improved C4.5 decision tree algorithm based on metric is proposed. Combined with data warehouse, data mining and analysis technology, data-driven thinking is adopted to establish university financial budget and model. Financial management and decision-making in colleges and universities are realized. It is applied to the financial project budget execution progress early warning, and carries on the experiment analysis and the result research. A complete financial data warehouse is built. Data aggregation, data analysis and data mining can reduce the amount of data information of the system. The result shows that this method makes college financial management and decision-making more convenient and effective.

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Literature
1.
go back to reference Metawa, N., Hassan, M. K., & Elhoseny, M. (2017). Genetic algorithm based model for optimizing bank lending decisions. Expert Systems with Applications, 80, 75–82.CrossRef Metawa, N., Hassan, M. K., & Elhoseny, M. (2017). Genetic algorithm based model for optimizing bank lending decisions. Expert Systems with Applications, 80, 75–82.CrossRef
2.
go back to reference Oksel, C., Winkler, D. A., Ma, C. Y., Wilkins, T., & Wang, X. Z. (2016). Accurate and interpretable nanoSAR models from genetic programming-based decision tree construction approaches. Nanotoxicology, 10(7), 1001–1012.CrossRef Oksel, C., Winkler, D. A., Ma, C. Y., Wilkins, T., & Wang, X. Z. (2016). Accurate and interpretable nanoSAR models from genetic programming-based decision tree construction approaches. Nanotoxicology, 10(7), 1001–1012.CrossRef
3.
go back to reference Shukla, S., Mishra, P. K., Jain, R., & Yadav, H. C. (2016). An integrated decision making approach for ERP system selection using SWARA and PROMETHEE method. International Journal of Intelligent Enterprise, 3(2), 120–147.CrossRef Shukla, S., Mishra, P. K., Jain, R., & Yadav, H. C. (2016). An integrated decision making approach for ERP system selection using SWARA and PROMETHEE method. International Journal of Intelligent Enterprise, 3(2), 120–147.CrossRef
4.
go back to reference Al-augby, S., Majewski, S., Nermend, K., & Majewska, A. (2016, May). Proposed investment decision support system for stock exchange using text mining method. In Al-Sadeq international conference on multidisciplinary in IT and communication science and applications (AIC-MITCSA) (pp. 1–6). IEEE. Al-augby, S., Majewski, S., Nermend, K., & Majewska, A. (2016, May). Proposed investment decision support system for stock exchange using text mining method. In Al-Sadeq international conference on multidisciplinary in IT and communication science and applications (AIC-MITCSA) (pp. 1–6). IEEE.
5.
go back to reference Abbasi, A., Sarker, S., & Chiang, R. H. (2016). Big data research in information systems: Toward an inclusive research agenda. Journal of the Association for Information Systems, 17(2), 39–52. Abbasi, A., Sarker, S., & Chiang, R. H. (2016). Big data research in information systems: Toward an inclusive research agenda. Journal of the Association for Information Systems, 17(2), 39–52.
7.
go back to reference Coussement, K., Lessmann, S., & Verstraeten, G. (2017). A comparative analysis of data preparation algorithms for customer churn prediction: A case study in the telecommunication industry. Decision Support Systems, 95, 27–36.CrossRef Coussement, K., Lessmann, S., & Verstraeten, G. (2017). A comparative analysis of data preparation algorithms for customer churn prediction: A case study in the telecommunication industry. Decision Support Systems, 95, 27–36.CrossRef
8.
go back to reference Rodríguez, A. H., Avilés-Jurado, F. X., Díaz, E., Schuetz, P., Trefler, S. I., Solé-Violán, J., et al. (2016). Procalcitonin (PCT) levels for ruling-out bacterial coinfection in ICU patients with influenza: A CHAID decision-tree analysis. Journal of Infection, 72(2), 143–151.CrossRef Rodríguez, A. H., Avilés-Jurado, F. X., Díaz, E., Schuetz, P., Trefler, S. I., Solé-Violán, J., et al. (2016). Procalcitonin (PCT) levels for ruling-out bacterial coinfection in ICU patients with influenza: A CHAID decision-tree analysis. Journal of Infection, 72(2), 143–151.CrossRef
9.
go back to reference Mahajan, N., & Kaur, B. P. (2016). Analysis of factors of road traffic accidents using enhanced decision tree algorithm. Analysis, 135(6), 1–3. Mahajan, N., & Kaur, B. P. (2016). Analysis of factors of road traffic accidents using enhanced decision tree algorithm. Analysis, 135(6), 1–3.
10.
11.
go back to reference Ahmed, F., & Kim, K. Y. (2017). Data-driven weld nugget width prediction with decision tree algorithm. Procedia Manufacturing, 10, 1009–1019.CrossRef Ahmed, F., & Kim, K. Y. (2017). Data-driven weld nugget width prediction with decision tree algorithm. Procedia Manufacturing, 10, 1009–1019.CrossRef
12.
go back to reference Kokina, J., Pachamanova, D., & Corbett, A. (2017). The role of data visualization and analytics in performance management: Guiding entrepreneurial growth decisions. Journal of Accounting Education, 38, 50–62.CrossRef Kokina, J., Pachamanova, D., & Corbett, A. (2017). The role of data visualization and analytics in performance management: Guiding entrepreneurial growth decisions. Journal of Accounting Education, 38, 50–62.CrossRef
Metadata
Title
Financial Management and Decision Based on Decision Tree Algorithm
Authors
Maozhu Jin
Hua Wang
Qian Zhang
Cheng Luo
Publication date
05-02-2018
Publisher
Springer US
Published in
Wireless Personal Communications / Issue 4/2018
Print ISSN: 0929-6212
Electronic ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-018-5312-6

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