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Title: :  Crop Prediction Using KNN Algorithm
PaperId: :  17286
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 3 2022
DUI:    16.0415/IJARIIE-17286
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
A.BhumikaVasireddy Venkatadri Institute of Technology
A.SindhujaVasireddy Venkatadri Institute of Technology
B.Tejaswini MallikaVasireddy Venkatadri Institute of Technology

Abstract

Information Technology
Agriculture,Crop-Prediction,K-NearestNieghbor
India is generally an agricultural country. Now a days the most important emerging field in the real world is agriculture and it is main occupation and backbone to our country. Recent developments in Information Technology for agriculture field has become an interesting research area to predict the crop yield. Crop yield prediction is the methodology to predict yield of the crops using different parameters like PH, temperature, fertilizers and other atmospheric conditions are parameters. We have used combined datasets from different official government websites which includes features like crop name, area, production, temperature, rainfall, humidity and wind speed. After successfully extracting the data set, six machine learning algorithms (logistic regression, random forest, support vector machine, k-nearest neighbor, naive bayes classifier and feed forward neural network) were used to establish models. Among these machine learning models, we used K-Nearest Neighbor(K-NN) algorithm for brief analysis of crop yield. The developed model can have the accuracy of predictions more than 80%. We can further recommend which crop has to be yielded based on the season, climatic conditions and PH of the soil.

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IJARIIE A.Bhumika, A.Sindhuja, and B.Tejaswini Mallika. "Crop Prediction Using KNN Algorithm" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 3 2022 Page 3677-3681
MLA A.Bhumika, A.Sindhuja, and B.Tejaswini Mallika. "Crop Prediction Using KNN Algorithm." International Journal Of Advance Research And Innovative Ideas In Education 8.3(2022) : 3677-3681.
APA A.Bhumika, A.Sindhuja, & B.Tejaswini Mallika. (2022). Crop Prediction Using KNN Algorithm. International Journal Of Advance Research And Innovative Ideas In Education, 8(3), 3677-3681.
Chicago A.Bhumika, A.Sindhuja, and B.Tejaswini Mallika. "Crop Prediction Using KNN Algorithm." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 3 (2022) : 3677-3681.
Oxford A.Bhumika, A.Sindhuja, and B.Tejaswini Mallika. 'Crop Prediction Using KNN Algorithm', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, 2022, p. 3677-3681. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Crop_Prediction_Using_KNN_Algorithm_ijariie17286.pdf (Accessed : 30 June 2022).
Harvard A.Bhumika, A.Sindhuja, and B.Tejaswini Mallika. (2022) 'Crop Prediction Using KNN Algorithm', International Journal Of Advance Research And Innovative Ideas In Education, 8(3), pp. 3677-3681IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Crop_Prediction_Using_KNN_Algorithm_ijariie17286.pdf (Accessed : 30 June 2022)
IEEE A.Bhumika, A.Sindhuja, and B.Tejaswini Mallika, "Crop Prediction Using KNN Algorithm," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 3, pp. 3677-3681, May-Jun 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/Crop_Prediction_Using_KNN_Algorithm_ijariie17286.pdf [Accessed : 30 June 2022].
Turabian A.Bhumika, A.Sindhuja, and B.Tejaswini Mallika. "Crop Prediction Using KNN Algorithm." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 3 (30 June 2022).
Vancouver A.Bhumika, A.Sindhuja, and B.Tejaswini Mallika. Crop Prediction Using KNN Algorithm. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : 30 June 2022]; 8(3) : 3677-3681. Available from: https://ijariie.com/AdminUploadPdf/Crop_Prediction_Using_KNN_Algorithm_ijariie17286.pdf
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