{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,4]],"date-time":"2025-11-04T11:17:27Z","timestamp":1762255047180,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":18,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,12,19]],"date-time":"2024-12-19T00:00:00Z","timestamp":1734566400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,12,19]]},"DOI":"10.1145\/3704522.3704550","type":"proceedings-article","created":{"date-parts":[[2025,1,3]],"date-time":"2025-01-03T12:29:51Z","timestamp":1735907391000},"page":"197-202","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["Short Paper: Dementia Patient Health, Prescriptions ML Dataset: LightGBM Classification of XAI-based LIME and SHAP for Dementia Detection"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3574-5072","authenticated-orcid":false,"given":"Fariha","family":"Jahan","sequence":"first","affiliation":[{"name":"Computer Science &amp; Engineering, American International University-Bangladesh, Dhaka, Bangladesh, Dhaka, Bangladesh"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4595-9915","authenticated-orcid":false,"given":"Sirajum Munira","family":"Shifat","sequence":"additional","affiliation":[{"name":"American International University-Bangladesh, Dhaka, Bangladesh, Dhaka, Bangladesh"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-8583-4001","authenticated-orcid":false,"given":"Fatema Zohra","family":"Anannya","sequence":"additional","affiliation":[{"name":"American International University-Bangladesh, Dhaka, Bangladesh, Dhaka, Bangladesh"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4777-7832","authenticated-orcid":false,"given":"Sakib","family":"Mostafa","sequence":"additional","affiliation":[{"name":"University of Calgary Alberta, Canada, Saskatoon, Canada"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-8495-1013","authenticated-orcid":false,"given":"Md. Manzurul","family":"Hasan","sequence":"additional","affiliation":[{"name":"American International University-Bangladesh, Dhaka, Bangladesh, Dhaka, Bangladesh"}]}],"member":"320","published-online":{"date-parts":[[2025,1,3]]},"reference":[{"volume-title":"Dementia","key":"e_1_3_3_1_2_2","unstructured":"[n. d.]. Dementia. Retrieved Jul 29, 2024 from https:\/\/www.who.int\/news-room\/fact-sheets\/detail\/dementia"},{"volume-title":"Prevalence of dementia among elderly Population in urban and rural community in Bangladesh \u2022 The Global Health Network Asia.","key":"e_1_3_3_1_3_2","unstructured":"[n. d.]. Prevalence of dementia among elderly Population in urban and rural community in Bangladesh \u2022 The Global Health Network Asia.Retrieved Jul 29, 2024 from https:\/\/asia.tghn.org\/workshops\/dementia-bangladesh\/"},{"key":"e_1_3_3_1_4_2","doi-asserted-by":"publisher","unstructured":"A. Altmann L. Tolo\u015fi O. Sander and T. Lengauer. 2010. Permutation importance: A corrected feature importance measure. Bioinformatics 26 (April 2010) 1340\u20131347. 10.1093\/bioinformatics\/btq134 https:\/\/dl.acm.org\/doi\/10.1093\/bioinformatics\/btq134","DOI":"10.1093\/bioinformatics\/btq134"},{"key":"e_1_3_3_1_5_2","volume-title":"Xgboost: extreme gradient boosting","author":"Chen T.","year":"2015","unstructured":"T. Chen, T. He, M. Benesty, and V. K.2015. Xgboost: extreme gradient boosting. Retrieved Jul 30, 2024 from https:\/\/cran.ms.unimelb.edu.au\/web\/packages\/xgboost\/vignettes\/xgboost.pdf"},{"key":"e_1_3_3_1_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2023.01.414"},{"key":"e_1_3_3_1_7_2","doi-asserted-by":"publisher","unstructured":"G. Guo H. Wang D. Bell Y. Bi and K. Greer. 2003. KNN model-based approach in classification. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2888 (2003) 986\u2013996. 10.1007\/978-3-540-39964-3_62","DOI":"10.1007\/978-3-540-39964-3_62"},{"key":"e_1_3_3_1_8_2","doi-asserted-by":"publisher","unstructured":"L. Gustafson. 1996. What is dementia? Acta Neurol Scand 94 168 (1996) 22\u201324. 10.1111\/J.1600-0404.1996.TB00367.X","DOI":"10.1111\/J.1600-0404.1996.TB00367.X"},{"key":"e_1_3_3_1_9_2","doi-asserted-by":"publisher","unstructured":"M. jae Kim Y.\u00a0C. Youn and J. Paik. 2023. Deep learning-based EEG analysis to classify normal mild cognitive impairment and dementia: Algorithms and dataset. Neuroimage 272 168 (May 2023). 10.1016\/j.neuroimage.2023.120054","DOI":"10.1016\/j.neuroimage.2023.120054"},{"key":"e_1_3_3_1_10_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCI56745.2023.10128411"},{"key":"e_1_3_3_1_11_2","doi-asserted-by":"publisher","DOI":"10.5555\/3294996.3295074"},{"key":"e_1_3_3_1_12_2","doi-asserted-by":"publisher","unstructured":"T.\u00a0G. Nick and Campbell.\u00a0K. M.2007. Logistic regression. Methods Mol Biol 404 (2007) 273\u2013301. 10.1007\/978-1-59745-530-5_14","DOI":"10.1007\/978-1-59745-530-5_14"},{"key":"e_1_3_3_1_13_2","doi-asserted-by":"publisher","unstructured":"Steven\u00a0J. Rigatti. 2017. Random Forest. J Insur Med 47 1 (Jan. 2017) 31\u201339. 10.17849\/insm-47-01-31-39.1","DOI":"10.17849\/insm-47-01-31-39.1"},{"key":"e_1_3_3_1_14_2","doi-asserted-by":"publisher","unstructured":"Mostafa S. Mondal D. Panjvani K. Kochian L. and StavnessSarah I.2023. Explainable deep learning in plant phenotyping. Frontiers Media SA (2023). 10.3389\/frai.2023.1203546","DOI":"10.3389\/frai.2023.1203546"},{"key":"e_1_3_3_1_15_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCNT56998.2023.10307791"},{"key":"e_1_3_3_1_16_2","doi-asserted-by":"publisher","unstructured":"A. So D. Hooshyar K.\u00a0W. Park and H.\u00a0S. Lim. 2017. Early diagnosis of dementia from clinical data by machine learning techniques. Applied Sciences 7 7 (June 2017). 10.3390\/app7070651","DOI":"10.3390\/app7070651"},{"key":"e_1_3_3_1_17_2","doi-asserted-by":"publisher","unstructured":"Y. Song and L. Y.-S.2015. Decision tree methods: applications for classification and prediction. Shanghai archives of psychiatry 27 2 (April 2015) 130\u2013135. 10.11919\/j.issn.1002-0829.215044","DOI":"10.11919\/j.issn.1002-0829.215044"},{"key":"e_1_3_3_1_18_2","doi-asserted-by":"publisher","unstructured":"V.V. Starovoitov and Yu.I. Golub. 2020. Comparative study of quality estimation of binary classification. Informatics 17 (2020) 87\u2013101.10.37661\/1816-0301-2020-17-1-87-101","DOI":"10.37661\/1816-0301-2020-17-1-87-101"},{"key":"e_1_3_3_1_19_2","doi-asserted-by":"publisher","unstructured":"X. Zeng and T.\u00a0R. Martinez. 2000. Distribution-balanced stratified cross-validation for accuracy estimation. Experimental and Theoretical Artificial Intelligence 12 1 (2000) 1\u201312. 10.1080\/095281300146272","DOI":"10.1080\/095281300146272"}],"event":{"name":"NSysS '24: 11th International Conference on Networking, Systems, and Security","acronym":"NSysS '24","location":"Khulna Karak Bangladesh"},"container-title":["Proceedings of the 11th International Conference on Networking, Systems, and Security"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3704522.3704550","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3704522.3704550","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T01:18:16Z","timestamp":1750295896000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3704522.3704550"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,19]]},"references-count":18,"alternative-id":["10.1145\/3704522.3704550","10.1145\/3704522"],"URL":"https:\/\/doi.org\/10.1145\/3704522.3704550","relation":{},"subject":[],"published":{"date-parts":[[2024,12,19]]},"assertion":[{"value":"2025-01-03","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}