@article{ART002397787},
author={Vasanth Ragu and Myeongbae Lee and MEONGHUN LEE and A.B.M. Salman Rahman and Park Jang Woo and Cho Yong Yun and Chang-Sun Shin},
title={Identification of Environmental Factors in Fruit Disease by Logistic Regression},
journal={Journal of Knowledge Information Technology and Systems},
issn={1975-7700},
year={2018},
volume={13},
number={5},
pages={521-532},
doi={10.34163/jkits.2018.13.5.002}
TY - JOUR
AU - Vasanth Ragu
AU - Myeongbae Lee
AU - MEONGHUN LEE
AU - A.B.M. Salman Rahman
AU - Park Jang Woo
AU - Cho Yong Yun
AU - Chang-Sun Shin
TI - Identification of Environmental Factors in Fruit Disease by Logistic Regression
JO - Journal of Knowledge Information Technology and Systems
PY - 2018
VL - 13
IS - 5
PB - Korea Knowledge Information Technology Society
SP - 521
EP - 532
SN - 1975-7700
AB - Plant diseases are one of the most significance issues in agriculture fields. The diseases destroy fruits and are decreased the production rate. They also decrease the economic growth in worldwide and increase the demand about preventing plant diseases. The major cause of plant diseases is climate changes, weather conditions and environmental factors. To prevent the diseases, we need to identify the plant diseases about corresponding environmental factors. In this study, we analysis the plum data and identify the plant diseases with corresponding environmental factors by using Logistic Regression model. The first process is to identify the number of diseases and its type, and then implement Logistic Regression to predict the diseases by using environmental factors as inputs. Finally, we compare the actual value of diseases with predicted value of diseases, and need to check the accuracy of diseases by using correlation method. We also find the environmental factors for the reasons to forms more diseases. In result and discussion, it would be clearly explained about the plum diseases and their environmental factors.
KW - Plum data;Environmental factors;Logistic regression;Correlation method;Disease type.
DO - 10.34163/jkits.2018.13.5.002
ER -
Vasanth Ragu, Myeongbae Lee, MEONGHUN LEE, A.B.M. Salman Rahman, Park Jang Woo, Cho Yong Yun and Chang-Sun Shin. (2018). Identification of Environmental Factors in Fruit Disease by Logistic Regression. Journal of Knowledge Information Technology and Systems, 13(5), 521-532.
Vasanth Ragu, Myeongbae Lee, MEONGHUN LEE, A.B.M. Salman Rahman, Park Jang Woo, Cho Yong Yun and Chang-Sun Shin. 2018, "Identification of Environmental Factors in Fruit Disease by Logistic Regression", Journal of Knowledge Information Technology and Systems, vol.13, no.5 pp.521-532. Available from: doi:10.34163/jkits.2018.13.5.002
Vasanth Ragu, Myeongbae Lee, MEONGHUN LEE, A.B.M. Salman Rahman, Park Jang Woo, Cho Yong Yun, Chang-Sun Shin "Identification of Environmental Factors in Fruit Disease by Logistic Regression" Journal of Knowledge Information Technology and Systems 13.5 pp.521-532 (2018) : 521.
Vasanth Ragu, Myeongbae Lee, MEONGHUN LEE, A.B.M. Salman Rahman, Park Jang Woo, Cho Yong Yun, Chang-Sun Shin. Identification of Environmental Factors in Fruit Disease by Logistic Regression. 2018; 13(5), 521-532. Available from: doi:10.34163/jkits.2018.13.5.002
Vasanth Ragu, Myeongbae Lee, MEONGHUN LEE, A.B.M. Salman Rahman, Park Jang Woo, Cho Yong Yun and Chang-Sun Shin. "Identification of Environmental Factors in Fruit Disease by Logistic Regression" Journal of Knowledge Information Technology and Systems 13, no.5 (2018) : 521-532.doi: 10.34163/jkits.2018.13.5.002
Vasanth Ragu; Myeongbae Lee; MEONGHUN LEE; A.B.M. Salman Rahman; Park Jang Woo; Cho Yong Yun; Chang-Sun Shin. Identification of Environmental Factors in Fruit Disease by Logistic Regression. Journal of Knowledge Information Technology and Systems, 13(5), 521-532. doi: 10.34163/jkits.2018.13.5.002
Vasanth Ragu; Myeongbae Lee; MEONGHUN LEE; A.B.M. Salman Rahman; Park Jang Woo; Cho Yong Yun; Chang-Sun Shin. Identification of Environmental Factors in Fruit Disease by Logistic Regression. Journal of Knowledge Information Technology and Systems. 2018; 13(5) 521-532. doi: 10.34163/jkits.2018.13.5.002
Vasanth Ragu, Myeongbae Lee, MEONGHUN LEE, A.B.M. Salman Rahman, Park Jang Woo, Cho Yong Yun, Chang-Sun Shin. Identification of Environmental Factors in Fruit Disease by Logistic Regression. 2018; 13(5), 521-532. Available from: doi:10.34163/jkits.2018.13.5.002
Vasanth Ragu, Myeongbae Lee, MEONGHUN LEE, A.B.M. Salman Rahman, Park Jang Woo, Cho Yong Yun and Chang-Sun Shin. "Identification of Environmental Factors in Fruit Disease by Logistic Regression" Journal of Knowledge Information Technology and Systems 13, no.5 (2018) : 521-532.doi: 10.34163/jkits.2018.13.5.002