A Classification Model for Predicting Standard Levels of OTOP’s Wood Handicraft Products by Using the K-Nearest Neighbor
Journal Title: International Journal of the Computer, the Internet and Management - Year 2017, Vol 25, Issue 2
Abstract
The aim of this research is to develop a classification model for predicting standard levels of OTOP’s wood handicraft products by using the K-Nearest Neighbor (K-NN). To develop candidates of classification models, we used the analysis software Weka to apply the k-fold cross- validation method to our datasets. Then, the best K-NN from 22 product attributes were selected to be used for the models based on the Euclidean distances. The best classification model developed from the previous steps was able to predict standard levels of OTOP’s wood handicraft products with high reliability. The model reported in this study can achieve accuracy, recall, and precision at the level of 88.34%, 88.30%, and 83.4%, respectively. Our result indicates that the model with the lowest Euclidean distance in the 3 aspects above can be efficiently used for predicting standard levels of product as specified by the OTOP project.
Authors and Affiliations
Jittaporn Tarapitakwong, Bungon Chartrungruang, Nuttiya Tantranont, Samerkae Somhom
Keywords
Related Articles
- EP ID EP598094
- DOI -
- Views 148
- Downloads 0
Problems and Obstacles of Automobile Trade Management on the Thai-Myanmar Border in Mae Sot District of Tak Province
This study's objectives were to explore the state, potential, and problems and obstacles of automobile trade management on the Thai-Myanmar Border in Mae Sot District, Tak Province. The four study scopes were trade regul...
The Development of Academic Counseling to MPA Student, Stamford International University
This research aims to study: 1) attributes of academic counseling to MPA students, 2) problems in academic counseling to MPA students, and 3) the problem solving process in academic counseling to MPA students by such a q...
Improving ESL Primary Students’ Vocabulary Proficiency Using Authentic Listening Materials
The objectives of this study were to examine the use of authentic listening materials in enhancing English vocabulary in the classroom among ESL primary students and to examine their attitudes toward the use of such mate...
Electronic Financial Behavior Profile for Improving SMEs Financial Literacy in Semarang
SMEs are an important element in supporting the Indonesian economy. Therefore, an improvement of SMEs in Indonesia in general and the city of Semarang in particular. Semarang is a city with considerable industrial SMEs....
A Framework of Green & Smart IT Management for Teacher
University use many resources to do the education operation. But the resources are limit. So, the management of resource is the important operation to manage and control resources usage in university. In education proces...