Prediction of Agricultural Purchases Using Structured and Unstructured Data: Focusing on Paprika
![]() |
Somakhamixay Oui
(충북대학교 경영정보학과)
Kyung-Hee Lee ((주)빅데이터랩스) HyungChul Rah (충북대학교 수의학연구소) Eun-Seon Choi (충북대학교 빅데이터 협동과정) Wan-Sup Cho (충북대학교 경영정보학과) |
1 | Prabhu, C. S. R., Sreevallabh Chivukula, A., Mogadala, A., Ghosh, R., & Livingston, L. M. J. "Predictive Modeling for Unstructured Data. Big Data Analytics: Systems, Algorithms, Applications", (2019). 167-194. |
2 | Schoen, H., Gayo-Avello, D., Takis Metaxas, P., Mustafaraj, E., Strohmaier, M., & Gloor, P. "The power of prediction with social media. Internet Research",(2013). 23(5), 528-543. DOI |
3 | Schoen, H.; Gayo-Avello, D.; Metaxas, P.T.; Mustafaraj, E.; Strohmaier, M.; Gloor, P. "The power of prediction with social media". Internet Research 2013. |
4 | Bahceci, O.; Alsing, O. Stock Market Prediction using Social Media Analysis. 2015. |
5 | Artola, C.; Pinto, F.; de Pedraza Garcia, P. Can internet searches forecast tourism inflows? International Journal of Manpower 2015, 36, 103-116. DOI |
6 | Cho, W.-S.; Cho, A.; Kwon, K.; Yoo, K.-H. Implementation of smart chungbuk tourism based on SNS data analysis. Journal of the Korean Data and Information Science Society 2015, 26, 409-418. DOI |
7 | Meza, X.V.; Park, H.W. Organic Products in Mexico and South Korea on Twitter. Journal of Business Ethics 2016, 135, 587-603. DOI |
8 | Yoo, D.-i. Vegetable Price Prediction Using Atypical Web-Search Data. In Proceedings of 2016 Annual Meeting, July 31-August 2, 2016, Boston, Massachusetts. |
9 | Lee, S.Y. Analysis on how media report regarding FMD(Foot and mouse disease) affects households' consumption of meat product. Sogang University, Seoul, 2014. |
10 | Choi, K.D.; Kang, H.-G.; Joo, H.H. Does the Harmful Information Regarding Food Safety Affect the Consumption Pattern of Consumers? - Focusing on Fukushima Nuclear Accident. Journal of Korean Economics Studies 2016, 34, 41-83. |
11 | Kim, J.; Cha, M.; Lee, J.G. A Model for Nowcasting Commodity Price based on Social Media Data. Journal of Korean Institute of Information Scientists and Engineers 2017, 44, 1258-1268. |
12 | Cho, Y.; Oh, E.; Cho, W.-S.; Nasridinov, A.; Yoo, K.-H.; Rah, H. Relations Between Paprika Consumption and Unstructured Big Data, and Paprika Consumption Prediction. International Journal of Contents 2019, 15, 113-119. DOI |
13 | Rah, H.; Oh, E.; Yoo, D.-i.; Cho, W.-S.; Nasridinov, A.; Park, S.; Cho, Y.; Yoo, K.-H. Prediction of Onion Purchase Using Structured and Unstructured Big Data. The Journal of the Korea Contents Association 2018, 18, 30-37. |
14 | Som Akhamixay, O. Predictive Modeling of the Amount Purchased Paprika Using Deep Learning and Machine Learning. Chungbuk National University, Cheongju, 2021. |
15 | Seungwon Oh, Namhui Im,Sang-Hyun Lee, Min Soo Kim. "Long-term Price Prediction and Trend Analysis of Garlic Using Prophet Model." Journal of the Korean Data Analysis Society 22.6 (2020): 2325-2336. DOI |
16 | Shin, S., Lee, M., & Song, S. (2018). A Prediction Model for Agricultural Products Price with LSTM Network. The Journal of the Korea Contents Association, 18(11), 416-429. DOI |
17 | Im, J., Kim, W.-Y., Byoun, W.-J., & Shin, S.-J. (2018). Fruit price prediction study using artificial intelligence. The Journal of the Convergence on Culture Technology, 4(2), 197-204. DOI |
18 | Mi hye Kim, Sung min Hong,Yoon Sanghoo . (2018).The Comparison of Peach Price and Trading Volume Prediction Model Using Machine Learning Technique, .Journal of The Korean Data Analysis Society, 20(6), 2933-2940. DOI |
19 | Yoona Noh, Seungwon Jung, Jaeuk Moon, Eenjun Hwang. "Explainable COVID-19 Forecasting Scheme Using Attention LSTM and SHAP." SIGDB 37.2 (2021): 37-51. |
20 | Jeong-min Ju, Sun-mee Kang, Ji-wung Choi, Youngwoo Han. "A Study on the Prediction of Apartment Sale Price Using Machine Learning : Focused on the Collection of Internal and External Data and Price Prediction of Korean Apartments." Proceedings of the Korea Information Processing Society Conference 27.2 (2020): 956-959. |
21 | Do Hyeon Lim, Yu-rin Lee, Jaejun Lee, Kee-Young Kwahk, Hyunchul Ahn. "LightGBM-based Dropout Prediction and Its Interpretation using SHAP." Proceedings of KIIT Conference. 2021.11 (2021): 91-93. |
22 | Hyerin Jeong, Park Jung hoon, Yung-Seop Lee, Changwon Lim. (2020). Visualization of Explainable Artificial Intelligence Techniques Using Variable Importance with Its Applications to Health Information Data. Journal of Health Informatics and Statistics, 45(4), 317-334. DOI |
![]() |