We are curating awesome research and approaches to Association Rule Mining in Smart Agriculture!
This repository is designed to serve as a comprehensive resource for researchers exploring the field of Association Rule Mining in Smart Agriculture. The list encompasses a wide range of methodologies centered around the application of association rule mining techniques to agricultural data. It includes references to books, scientific literature, datasets, and software tools specifically tailored to this domain. The research citations have been formatted using Mendeley in the MLA 8th edition style guidelines. Researchers delving into the realm of Association Rule Mining in agriculture will find this repository to be an invaluable asset in their pursuit of knowledge and advancements in this field.
Khan, Farah, and Divakar Singh. βAssociation Rule Mining in the Field of Agriculture : A Survey.β International Journal of Scientific and Research Publications, vol. 4, no. 7, 2014, pp. 1β4, www.ijsrp.org.
Vignesh, N., and D. C. Vinutha. βAssociation Rule Data Mining in Agriculture β A Review.β Advances in Intelligent Systems and Computing, edited by JoΓ£o Manuel Smys, S R. S. Tavares et al., vol. 1108 AISC, Springer, 2020, pp. 233β39, doi:10.1007/978-3-030-37218-7_27.
Fister Jr, Iztok, et al. βNarmViz: A Novel Method for Visualization of Time Series Numerical Association Rules for Smart Agriculture.β Expert Systems, vol. 41, no. 3, 2024, p. e13503, doi:10.1111/exsy.13503.
Godara, Samarth, and Durga Toshniwal. βSequential Pattern Mining Combined Multi-Criteria Decision-Making for Farmersβ Queries Characterization.β Computers and Electronics in Agriculture, vol. 173, 2020, p. 105448, doi:10.1016/j.compag.2020.105448.
Kunstelj, NataΕ‘a, et al. βUsing Association Rules Mining for Sweet Potato (Ipomoea Batatas L.) in Slovenia: A Case Study.β Journal of Food, Agriculture & Environment- JFAE, vol. 11, no. 1, 2013, pp. 253β58, doi:20.500.12556/RUL-36874.
Li, Tianxin, et al. βMining of the Association Rules between Industrialization Level and Air Quality to Inform High-Quality Development in China.β Journal of Environmental Management, vol. 246, Academic Press, Sept. 2019, pp. 564β74, doi:10.1016/j.jenvman.2019.06.022.
Liang, Buwen, et al. βMultidrug Resistance Analysis Method for Pathogens of Cow Mastitis Based on Weighted-Association Rule Mining and Similarity Comparison.β Computers and Electronics in Agriculture, vol. 190, Nov. 2021, p. 106411, doi:10.1016/J.COMPAG.2021.106411.
Molajou, Amir, et al. βIncorporating Social System into Water-Food-Energy Nexus.β Water Resources Management, vol. 35, no. 13, Springer Science and Business Media B.V., Oct. 2021, pp. 4561β80, doi:10.1007/S11269-021-02967-4/FIGURES/6.
Nyambo, Devotha G., et al. βCharacteristics of Smallholder Dairy Farms by Association Rules Mining Based on Apriori Algorithm.β International Journal of Society Systems Science, vol. 11, no. 2, Inderscience Publishers (IEL), 2019, pp. 99β118, doi:10.1504/IJSSS.2019.100101.
Rajesh, D. βApplication of Spatial Data Mining for Agriculture.β International Journal of Computer Applications, vol. 15, no. 2, Feb. 2011, pp. 7β9, doi:10.5120/1922-2566.
Rajeswari, V., and K. Arunesh. βAnalysing Soil Data Using Data Mining Classification Techniques.β Indian Journal of Science and Technology, vol. 9, no. 19, The Indian Society of Education and Environment, May 2016, pp. 1β4, doi:10.17485/ijst/2016/v9i19/93873.
Thakkar, Rahul G., et al. βRule Based and Association Rule Mining on Agriculture Dataset.β International Journal of Innovative Research in Computer and Communication Engineering, vol. 2, no. 11, 2014, pp. 6381β84.
Bhavsar, Ankit R., and Harshal A. Arolkar. βMultidimensional Association Rule Based Data Mining Technique for Cattle Health Monitoring Using Wireless Sensor Network.β 2014 International Conference on Computing for Sustainable Global Development (INDIACom), 2014, pp. 810β14, doi:10.1109/IndiaCom.2014.6828074.
Cunningham, Sally Jo, and Geoffrey Holmes. βDeveloping Innovative Applications in Agriculture Using Data Mining.β The Proceedings of the Southeast Asia Regional Computer Confederation Conference, 1999, pp. 25β29.
Gandhi, Niketa, and Leisa J. Armstrong. βAssessing Impact of Seasonal Rainfall on Rice Crop Yield of Rajasthan, India Using Association Rule Mining.β 2016 International Conference on Advances in Computing, Communications and Informatics (ICACCI), IEEE, 2016, pp. 1021β24, doi:10.1109/ICACCI.2016.7732178.
Hira, Swati, and P. S. Deshpande. βData Analysis Using Multidimensional Modeling, Statistical Analysis and Data Mining on Agriculture Parameters.β Procedia Computer Science, vol. 54, Elsevier, Jan. 2015, pp. 431β39, doi:10.1016/j.procs.2015.06.050.
Hu, Yaoguang, et al. βResearch on Knowledge Mining for Agricultural Machinery Maintenance Based on Association Rules.β 2015 IEEE 10th Conference on Industrial Electronics and Applications (ICIEA), IEEE, 2015, pp. 885β90, doi:10.1109/ICIEA.2015.7334235.
Fister Jr, Iztok, and Sancho Salcedo-Sanz. βTime Series Numerical Association Rule Mining for Assisting Smart Agricultureβ. 2022 International Conference on Electrical, Computer and Energy Technologies (ICECET), IEEE, 2022, pp. 1β6, doi:10.1109/ICECET55527.2022.9873094.
Fister Jr, Iztok, et al. βTime Series Numerical Association Rule Mining Variants in Smart Agricultureβ. arXiv, Dec. 2022, doi:10.48550/arxiv.2212.03669. Preprint.
Rozas-Acurio, Javier, et al. βPattern Mining and Classification Techniques for Agriculture and Crop Simulation.β Advanced Research in Technologies, Information, Innovation and Sustainability, edited by Teresa Guarda et al., Springer Nature Switzerland, 2022, pp. 444β58, doi:10.1007/978-3-031-20319-0_33.
Salankar, Suresh, et al. βCrop Suggestion Using Data Mining Approaches.β 2021 12th International Conference on Computing Communication and Networking Technologies (ICCCNT), 2021, pp. 1β5, doi:10.1109/ICCCNT51525.2021.9579999.
Tripathy, A. K., et al. βGeospatial Data Mining for Agriculture Pest Management - a Framework.β 17th International Conference on Geoinformatics, IEEE, 2009, pp. 1β6, doi:10.1109/GEOINFORMATICS.2009.5293296.
Wedashwara, W., et al. βSequential Fuzzy Association Rule Mining Algorithm for Plants Environment Classification Using Internet of Things.β AIP Conference Proceedings, vol. 2199, no. 1, Dec. 2019, p. 030004, doi:10.1063/1.5141287.
Zimpel, Tobias, et al. βAssociation Rule Mining to Study Process-Related Cause-Effect-Relationships in Pig Farming.β PMAI@ IJCAI, 2022, pp. 25β36.
Fister Jr., I. (2023). firefly-cpp/awesome-arm-in-smart-agriculture: 1.0 (1.0). Zenodo. https://doi.org/10.5281/zenodo.10435768