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Appl."],"published-print":{"date-parts":[[2024,2,29]]},"abstract":"<jats:p>\n            Directing research on Alzheimer\u2019s disease toward only early prediction and accuracy cannot be considered a feasible approach toward tackling a ubiquitous degenerative disease today. Applying deep learning (DL), Explainable artificial intelligence, and advancing toward the human-computer interface (HCI) model can be a leap forward in medical research. This research aims to propose a robust explainable HCI model using SHAPley additive explanation, local interpretable model-agnostic explanations, and DL algorithms. The use of DL algorithms\u2014logistic regression (80.87%), support vector machine (85.8%),\n            <jats:italic>k<\/jats:italic>\n            -nearest neighbor (87.24%), multilayer perceptron (91.94%), and decision tree (100%)\u2014and explainability can help in exploring untapped avenues for research in medical sciences that can mold the future of HCI models. The presented model\u2019s results show improved prediction accuracy by incorporating a user-friendly computer interface into decision-making, implying a high significance level in the context of biomedical and clinical research.\n          <\/jats:p>","DOI":"10.1145\/3527174","type":"journal-article","created":{"date-parts":[[2022,4,1]],"date-time":"2022-04-01T11:43:34Z","timestamp":1648813414000},"page":"1-16","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":46,"title":["Explanation-Driven HCI Model to Examine the Mini-Mental State for Alzheimer\u2019s Disease"],"prefix":"10.1145","volume":"20","author":[{"given":"Gaur","family":"Loveleen","sequence":"first","affiliation":[{"name":"Amity University, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2551-3163","authenticated-orcid":false,"given":"Bhandari","family":"Mohan","sequence":"additional","affiliation":[{"name":"NCIT, Pokhara University, Nepal"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bhadwal Singh","family":"Shikhar","sequence":"additional","affiliation":[{"name":"Amity University, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jhanjhi","family":"Nz","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Taylor\u2019s University, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohammad","family":"Shorfuzzaman","sequence":"additional","affiliation":[{"name":"Department of Computer Science, College of Computers and Information Technology, Taif University, Taif, 21944, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6019-7245","authenticated-orcid":false,"given":"Mehedi","family":"Masud","sequence":"additional","affiliation":[{"name":"Department of Computer Science, College of Computers and Information Technology, Taif University, Taif, 21944, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,9,26]]},"reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2018.09.008"},{"key":"e_1_3_2_3_2","article-title":"Applying deep learning for epilepsy seizure detection and brain mapping visualization","volume":"15","author":"Hossain M. 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