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http://krishi.icar.gov.in/jspui/handle/123456789/69608| Title: | Modelling and forecasting cotton production using tuned-support vector regression |
| Other Titles: | Not Available |
| Authors: | Amit Saha K. N. Singh Mrinmoy Ray Santosha Rathod Sharani Choudhury |
| ICAR Data Use Licennce: | http://krishi.icar.gov.in/PDF/ICAR_Data_Use_Licence.pdf |
| Author's Affiliated institute: | CSRTI, Central Silk Board, GOI, Mysore, India ICAR::Indian Agricultural Statistics Research Institute ICAR::Indian Institute of Rice Research ICAR::Indian Agricultural Research Institute |
| Published/ Complete Date: | 2021-10-25 |
| Project Code: | Not Available |
| Keywords: | ARIMA cotton production forecasting SVR time series tuned-SVR |
| Publisher: | Current Science Association in collaboration with the Indian Academy of Sciences |
| Citation: | Saha, A., Singh, K. N., Ray, M., Rathod, S. and Choudhury, S. (2021). Modelling and forecasting cotton production using tuned-support vector regression. Current Science, 121(8), 1090-1098. |
| Series/Report no.: | Not Available; |
| Abstract/Description: | India is the largest producer of cotton in the world. For proper planning and designing of policies related to cotton, robust forecast of future production is utmost necessary. In this study, an effort has been made to model and forecast the cotton production of India using tuned-support vector regression (Tuned-SVR) model, and the importance of tuning has also been pointed out through this study. The Tuned-SVR performed better in both modelling and forecasting of cotton production compared to auto regressive integrated moving average and classical SVR models. |
| Description: | Not Available |
| ISSN: | Not Available |
| Type(s) of content: | Article |
| Sponsors: | Not Available |
| Language: | English |
| Name of Journal: | Current Science |
| NAAS Rating: | 7.1 |
| Impact Factor: | 1.1 |
| Volume No.: | 8 |
| Page Number: | 1090-1098 |
| Name of the Division/Regional Station: | Not Available |
| Source, DOI or any other URL: | https://www.currentscience.ac.in/Volumes/121/08/1090.pdf |
| URI: | http://krishi.icar.gov.in/jspui/handle/123456789/69608 |
| Appears in Collections: | AEdu-IASRI-Publication |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| CURRENTSCIENCEPAPER.pdf | 1.34 MB | Adobe PDF | View/Open |
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