{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,7]],"date-time":"2025-12-07T09:05:43Z","timestamp":1765098343325},"publisher-location":"California","reference-count":0,"publisher":"International Joint Conferences on Artificial Intelligence Organization","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020,7]]},"abstract":"<jats:p>Smart agriculture (SmartAg) has emerged as a rich domain for AI-driven decision support systems (DSS); however, it is often challenged by user-adoption issues. This paper reports a case-based reasoning (CBR) system, PBI-CBR, that predicts grass growth for dairy farmers, that combines predictive accuracy and explanations to improve user adoption. PBI-CBR\u2019s key novelty is its use of Bayesian methods for case-base maintenance in a regression domain. Experiments report the tradeoff between predictive accuracy and explanatory capability for different variants of PBI-CBR, and how updating Bayesian priors each year improves performance.<\/jats:p>","DOI":"10.24963\/ijcai.2020\/657","type":"proceedings-article","created":{"date-parts":[[2020,7,8]],"date-time":"2020-07-08T08:12:10Z","timestamp":1594195930000},"page":"4740-4744","source":"Crossref","is-referenced-by-count":5,"title":["Bayesian Case-Exclusion and Personalized Explanations for Sustainable Dairy Farming (Extended Abstract)"],"prefix":"10.24963","author":[{"given":"Eoin M.","family":"Kenny","sequence":"first","affiliation":[{"name":"University College Dublin"},{"name":"Insight Centre for Data Analytics"},{"name":"VistaMilk SFI Research Centre"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elodie","family":"Ruelle","sequence":"additional","affiliation":[{"name":"Teagasc"},{"name":"VistaMilk SFI Research Centre"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anne","family":"Geoghegan","sequence":"additional","affiliation":[{"name":"Teagasc"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Laurence","family":"Shalloo","sequence":"additional","affiliation":[{"name":"Teagasc"},{"name":"VistaMilk SFI Research Centre"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Miche\u00e1l","family":"O'Leary","sequence":"additional","affiliation":[{"name":"Teagasc"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael","family":"O'Donovan","sequence":"additional","affiliation":[{"name":"Teagasc"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohammed","family":"Temraz","sequence":"additional","affiliation":[{"name":"University College Dublin"},{"name":"Insight Centre for Data Analytics"},{"name":"VistaMilk SFI Research Centre"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mark T.","family":"Keane","sequence":"additional","affiliation":[{"name":"University College Dublin"},{"name":"Insight Centre for Data Analytics"},{"name":"VistaMilk SFI Research Centre"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10584","event":{"number":"28","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"acronym":"IJCAI-PRICAI-2020","name":"Twenty-Ninth International Joint Conference on Artificial Intelligence and Seventeenth Pacific Rim International Conference on Artificial Intelligence {IJCAI-PRICAI-20}","start":{"date-parts":[[2020,7,11]]},"theme":"Artificial Intelligence","location":"Yokohama, Japan","end":{"date-parts":[[2020,7,17]]}},"container-title":["Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence"],"original-title":[],"deposited":{"date-parts":[[2020,7,8]],"date-time":"2020-07-08T22:16:31Z","timestamp":1594246591000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2020\/657"}},"subtitle":[],"proceedings-subject":"Artificial Intelligence Research Articles","short-title":[],"issued":{"date-parts":[[2020,7]]},"references-count":0,"URL":"https:\/\/doi.org\/10.24963\/ijcai.2020\/657","relation":{},"subject":[],"published":{"date-parts":[[2020,7]]}}}