STL-ATTLSTM: Vegetable Price Forecasting Using STL and Attention Mechanism-Based LSTM
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Marcel Fafchamps & Bart Minten, 2012. "Impact of SMS-Based Agricultural Information on Indian Farmers," The World Bank Economic Review, World Bank, vol. 26(3), pages 383-414.
- J. Mohan Rao, 1989. "Agricultural Supply Response: A Survey," Agricultural Economics, International Association of Agricultural Economists, vol. 3(1), pages 1-22, March.
- Youzhu Li & Chongguang Li & Mingyang Zheng, 2014. "A Hybrid Neural Network and H-P Filter Model for Short-Term Vegetable Price Forecasting," Mathematical Problems in Engineering, Hindawi, vol. 2014, pages 1-10, June.
- Rao, J. Mohan, 1989. "Agricultural supply response: A survey," Agricultural Economics, Blackwell, vol. 3(1), pages 1-22, March.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Youzhu Li & Jinsi Liu & Hongyu Yang & Jianxin Chen & Jason Xiong, 2021. "A Bibliometric Analysis of Literature on Vegetable Prices at Domestic and International Markets—A Knowledge Graph Approach," Agriculture, MDPI, vol. 11(10), pages 1-17, September.
- Yeong Hyeon Gu & Dong Jin & Helin Yin & Ri Zheng & Xianghua Piao & Seong Joon Yoo, 2022. "Forecasting Agricultural Commodity Prices Using Dual Input Attention LSTM," Agriculture, MDPI, vol. 12(2), pages 1-18, February.
- Dadasaheb G. Godase & P. R. Sheshagiri Rao & Anil Gore, 2022. "Favorit: farmers volatility risk treatment," Papers 2203.12395, arXiv.org, revised Mar 2022.
- Yan Guo & Dezhao Tang & Wei Tang & Senqi Yang & Qichao Tang & Yang Feng & Fang Zhang, 2022. "Agricultural Price Prediction Based on Combined Forecasting Model under Spatial-Temporal Influencing Factors," Sustainability, MDPI, vol. 14(17), pages 1-18, August.
- Kun Zhang & Xing Huo & Kun Shao, 2023. "Temperature Time Series Prediction Model Based on Time Series Decomposition and Bi-LSTM Network," Mathematics, MDPI, vol. 11(9), pages 1-16, April.
- Feihu Sun & Xianyong Meng & Yan Zhang & Yan Wang & Hongtao Jiang & Pingzeng Liu, 2023. "Agricultural Product Price Forecasting Methods: A Review," Agriculture, MDPI, vol. 13(9), pages 1-20, August.
- Kai Ye & Yangheran Piao & Kun Zhao & Xiaohui Cui, 2021. "A Heterogeneous Graph Enhanced LSTM Network for Hog Price Prediction Using Online Discussion," Agriculture, MDPI, vol. 11(4), pages 1-14, April.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Nehring, Richard F., 1991. "Output and Input Subsidy Policy Options in Bangladesh," Journal of Agricultural Economics Research, United States Department of Agriculture, Economic Research Service, vol. 43(2), pages 1-13.
- Vavra, Pavel & Colman, David, 2003. "The analysis of UK crop allocation at the farm level: implications for supply response analysis," Agricultural Systems, Elsevier, vol. 76(2), pages 697-713, May.
- Christophe Gouel, 2013.
"Rules versus Discretion in Food Storage Policies,"
American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(4), pages 1029-1044.
- Christophe C. Gouel, 2013. "Rules versus Discretion in Food Storage Policies [Règles contre discrétion dans les politiques de stockage de produits alimentaires]," Post-Print hal-01636279, HAL.
- Magrini, Emiliano & Morales-Opazo, Cristian & Balie, Jean, 2014.
"Supply response along the value chain in selected SSA countries: the case of grains,"
2014: Food, Resources and Conflict, December 7-9, 2014. San Diego, California
197193, International Agricultural Trade Research Consortium.
- Magrini, Emiliano & Balié, Jean & Morales Opazo, Cristian, 2016. "Price signals and supply responses for staple food crops in SSA countries," DARE Discussion Papers 1601, Georg-August University of Göttingen, Department of Agricultural Economics and Rural Development (DARE).
- Umanath Malaiarasan & R. Paramasivam & K. Thomas Felix & S. J. Balaji, 2020. "Simultaneous equation model for Indian sugar sector," Journal of Social and Economic Development, Springer;Institute for Social and Economic Change, vol. 22(1), pages 113-141, June.
- Eric B. Schneider, 2014.
"Prices and production: agricultural supply response in fourteenth-century England,"
Economic History Review, Economic History Society, vol. 67(1), pages 66-91, February.
- Eric Schneider, 2012. "Prices and Production: Agricultural Supply Response in Fourteenth-Century England," Oxford Economic and Social History Working Papers _097, University of Oxford, Department of Economics.
- Schneider, Eric B., 2014. "Prices and production: agricultural supply response in fourteenth‐century England," LSE Research Online Documents on Economics 88848, London School of Economics and Political Science, LSE Library.
- Gouel, Christophe & Laborde, David, 2021.
"The crucial role of domestic and international market-mediated adaptation to climate change,"
Journal of Environmental Economics and Management, Elsevier, vol. 106(C).
- Gouel, Christophe & LaBorde, David, 2017. "The Crucial Role of International Trade in Adaptation to Climate Change," 2017: Globalization Adrift, December 3-5, 2017, Washington, D.C. 266841, International Agricultural Trade Research Consortium.
- Christophe C. Gouel & David Laborde, 2021. "The crucial role of domestic and international market-mediated adaptation to climate change [Le rôle crucial des adaptations au changement climatique domestiques et internationales médiées par le m," Post-Print hal-03116428, HAL.
- Chr. R. Weiss, 1992. "The Effect Of Price Reduction And Direct Income Support Policies On Agricultural Input Markets In Austria," Journal of Agricultural Economics, Wiley Blackwell, vol. 43(1), pages 1-13, January.
- Hareau, Guy G. & Mills, Bradford F. & Norton, George W., 2006. "The potential benefits of herbicide-resistant transgenic rice in Uruguay: Lessons for small developing countries," Food Policy, Elsevier, vol. 31(2), pages 162-179, April.
- Mamingi, Nlandu, 1997. "The impact of prices and macroeconomic policies on agricultural supply: a synthesis of available results," Agricultural Economics, Blackwell, vol. 16(1), pages 17-34, March.
- Murova, Olga I. & Coble, Keith H. & Trueblood, Michael A., 2001. "Supply Response Of Ukrainian Agriculture," 2001 Annual meeting, August 5-8, Chicago, IL 20539, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
- repec:ilo:ilowps:300473 is not listed on IDEAS
- Wiebelt, Manfred & Herrmann, Roland & Schenck, Patricia & Thiele, Rainer, 1992. "Discrimination against agriculture in developing countries?," Open Access Publications from Kiel Institute for the World Economy 458, Kiel Institute for the World Economy (IfW Kiel).
- Nestor Le Clech & Carmen Fillat‐Castejón, 2017. "International aggregate agricultural supply for grain and oilseed: The effects of efficiency and technological change," Agribusiness, John Wiley & Sons, Ltd., vol. 33(4), pages 569-585, September.
- Md Zabid Iqbal & Bruce A. Babcock, 2018. "Global growing‐area elasticities of key agricultural crops estimated using dynamic heterogeneous panel methods," Agricultural Economics, International Association of Agricultural Economists, vol. 49(6), pages 681-690, November.
- Kaimba, George K. & Muendo, Kavoi M. & Mithofer, Dagmar, 2020. "Marketing of baobab pulp in Kenya: Collectors’ choice of rural versus urban markets," African Journal of Agricultural and Resource Economics, African Association of Agricultural Economists, vol. 15(3), September.
- Alene, Arega D. & Manyong, Victor M. & Omanya, Gospel O. & Mignouna, Hodeba D. & Bokanga, Mpoko & Odhiambo, George D., 2008. "Economic Efficiency and Supply Response of Women as Farm Managers: Comparative Evidence from Western Kenya," World Development, Elsevier, vol. 36(7), pages 1247-1260, July.
- Macours, Karen & Swinnen, Johan F. M., 2000.
"Causes of Output Decline in Economic Transition: The Case of Central and Eastern European Agriculture,"
Journal of Comparative Economics, Elsevier, vol. 28(1), pages 172-206, March.
- Macours, Karen & Swinnen, Johan F.M., 1997. "Causes Of Output Decline In Economic Transition: The Case Of Central And Eastern European Agriculture," PRG Working Papers 31877, Katholieke Universiteit Leuven, LICOS - Centre for Institutions and Economic Performance.
- Keeney, Roman & Hertel, Thomas W., 2008. "Yield Response To Prices: Implications For Policy Modeling," Working papers 45969, Purdue University, Department of Agricultural Economics.
- Donato, Romano & Carraro, Alessandro, 2015. "Modelling Acreage, Production and Yield Supply Response to Domestic Price Volatility," 2015 Fourth Congress, June 11-12, 2015, Ancona, Italy 207278, Italian Association of Agricultural and Applied Economics (AIEAA).
- Abdi, Asad Raza & Halepoto, Ali Hassan & Shah, Aisha Bashir & Shaikh, Faiz M., 2013. "Time Series Analysis of Wheat flour Price Shocks in Pakistan: A Case Analysis," Asian Journal of Agriculture and Rural Development, Asian Economic and Social Society (AESS), vol. 3(10), pages 1-7, October.
More about this item
Keywords
attention mechanism; deep learning; LSTM; STL; vegetable price forecasting;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jagris:v:10:y:2020:i:12:p:612-:d:458798. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.