{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T06:50:09Z","timestamp":1743144609470,"version":"3.40.3"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031821493"},{"type":"electronic","value":"9783031821509"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-82150-9_4","type":"book-chapter","created":{"date-parts":[[2025,3,1]],"date-time":"2025-03-01T21:14:19Z","timestamp":1740863659000},"page":"38-50","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Drugs Recommender System Based on Side Effects and Opinions Analysis"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3433-0596","authenticated-orcid":false,"given":"Amel","family":"Ziani","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7582-4202","authenticated-orcid":false,"given":"Mohamed Amine","family":"Adouane","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohamed Ayoub","family":"Delladj","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fatima Zahra","family":"Brahimi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hayet Farida","family":"Merouani","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,3,2]]},"reference":[{"issue":"Suppl. 32","key":"4_CR1","first-page":"175","volume":"69","author":"R Burke","year":"2000","unstructured":"Burke, R.: Knowledge-based recommender systems. Encycl. Libr. Inf. Syst. 69(Suppl. 32), 175\u2013186 (2000)","journal-title":"Encycl. Libr. Inf. Syst."},{"issue":"4","key":"4_CR2","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1023\/A:1021240730564","volume":"12","author":"R Burke","year":"2002","unstructured":"Burke, R.: Hybrid recommender systems: survey and experiments. User Model. User-Adap. Inter. 12(4), 331\u2013370 (2002)","journal-title":"User Model. User-Adap. Inter."},{"issue":"3","key":"4_CR3","first-page":"13","volume":"32","author":"R Burke","year":"2011","unstructured":"Burke, R., Felfernig, A., G\u00f6ker, M.H.: Recommender systems: an overview. AI Mag. 32(3), 13\u201318 (2011)","journal-title":"AI Mag."},{"key":"4_CR4","doi-asserted-by":"publisher","first-page":"28462","DOI":"10.1109\/ACCESS.2020.2968537","volume":"8","author":"C Iwendi","year":"2020","unstructured":"Iwendi, C., Khan, S., Anajemba, J.H., Bashir, A.K., Noor, F.: Realizing an efficient IoMTAssisted patient diet recommendation system through machine learning model. IEEE Access 8, 28462\u201328474 (2020). https:\/\/doi.org\/10.1109\/ACCESS.2020.2968537","journal-title":"IEEE Access"},{"doi-asserted-by":"crossref","unstructured":"Aamir, M., Bhusry, M.: Recommendation system: state of the art approach. Int. J. Comput. Appl. 120(12), 25\u201332 (2015)","key":"4_CR5","DOI":"10.5120\/21281-4200"},{"doi-asserted-by":"publisher","unstructured":"Aggarwal, C.C.: An introduction to recommender systems. In: Recommender Systems. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-29659-3_1","key":"4_CR6","DOI":"10.1007\/978-3-319-29659-3_1"},{"issue":"4","key":"4_CR7","first-page":"1017","volume":"21","author":"K Benabbes","year":"2022","unstructured":"Benabbes, K., Housni, K., El Mezouary, A., Zellou, A.: Recommendation system issues, approaches and challenges based on user reviews. J. Web Eng. 21(4), 1017\u20131054 (2022)","journal-title":"J. Web Eng."},{"doi-asserted-by":"publisher","unstructured":"Bellog\u00edn, A., Said, A.: Recommender systems evaluation. In: Alhajj, R., Rokne, J. (eds.) Encyclopedia of Social Network Analysis and Mining. Springer, New York (2018). https:\/\/doi.org\/10.1007\/978-1-4939-7131-2_110162. consulter le 11 July 2022","key":"4_CR8","DOI":"10.1007\/978-1-4939-7131-2_110162"},{"doi-asserted-by":"publisher","unstructured":"El Bouazzi, O.: Les Effets Ind\u00e9sirables: D\u00e9finition, Classification, Diagnostique Et Facteurs. Eur. Sci. J. ESJ 16(18), 255 (2020). https:\/\/doi.org\/10.19044\/esj.2020.v16n18p255","key":"4_CR9","DOI":"10.19044\/esj.2020.v16n18p255"},{"doi-asserted-by":"publisher","unstructured":"Frittelli, V., Div\u00e1n, M.J.: An architecture for e-health recommender systems based on similarity of patients\u2019 symptoms. In: Singh, D., Rajput, N. (eds.) Blockchain Technology for Smart Cities. Blockchain Technologies. Springer, Singapore (2020). https:\/\/doi.org\/10.1007\/978-981-15-2205-5_8","key":"4_CR10","DOI":"10.1007\/978-981-15-2205-5_8"},{"issue":"7","key":"4_CR11","doi-asserted-by":"publisher","first-page":"e37233","DOI":"10.2196\/37233","volume":"24","author":"LF Granda Morales","year":"2022","unstructured":"Granda Morales, L.F., et al.: Drug recommendation system for diabetes using a collaborative filtering and clustering approach: development and performance evaluation. J. Med. Internet Res. 24(7), e37233 (2022). https:\/\/doi.org\/10.2196\/37233","journal-title":"J. Med. Internet Res."},{"doi-asserted-by":"crossref","unstructured":"Hamid, K.: Personalized healthcare system based on ontologies. In: Proceedings of the International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD), vol. 4, p. 185 (2018)","key":"4_CR12","DOI":"10.1007\/978-3-030-11884-6_18"},{"key":"4_CR13","first-page":"8887","volume":"975","author":"AB Salunke","year":"2015","unstructured":"Salunke, A.B., Kasar, S.L., Smita, L.: Personalized recommendation system for medical assistance using hybrid filtering. Int. J. Comput. Appl. 975, 8887 (2015)","journal-title":"Int. J. Comput. Appl."},{"doi-asserted-by":"publisher","unstructured":"Garg, S.: Drug recommendation system based on sentiment analysis of drug reviews using machine learning. In: 11th International Conference on Cloud Computing, Data Science & Engineering (Confluence), Noida, India, pp. 175\u2013181. IEEE (2021). https:\/\/doi.org\/10.1109\/Confluence51648.2021.9377188","key":"4_CR14","DOI":"10.1109\/Confluence51648.2021.9377188"},{"issue":"15","key":"4_CR15","doi-asserted-by":"publisher","first-page":"10971","DOI":"10.1007\/s00521-018-3794-5","volume":"32","author":"A Palanivinayagam","year":"2020","unstructured":"Palanivinayagam, A., Sasikumar, D.: Drug recommendation with minimal side effects based on direct and temporal symptoms. Neural Comput. Appl. 32(15), 10971\u201310978 (2020). https:\/\/doi.org\/10.1007\/s00521-018-3794-5","journal-title":"Neural Comput. Appl."},{"doi-asserted-by":"crossref","unstructured":"Omodunbi, T.O., Alilu, G.E., Ikono, R.: Drug recommender systems: a review of state-of-the-art algorithms. In: 2022 5th Information Technology for Education and Development (ITED), pp. 1\u20138 (2022)","key":"4_CR16","DOI":"10.1109\/ITED56637.2022.10051591"},{"doi-asserted-by":"publisher","unstructured":"Galeano, D., Paccanaro, A.: A recommender system approach for predicting drug side effects. In: International Joint Conference on Neural Networks (IJCNN), Rio de Janeiro, Brazil, pp. 1\u20138 (2018). https:\/\/doi.org\/10.1109\/IJCNN.2018.8489025","key":"4_CR17","DOI":"10.1109\/IJCNN.2018.8489025"},{"doi-asserted-by":"crossref","unstructured":"Garg, S.: Drug recommendation system based on sentiment analysis of drug reviews using machine learning. In: 2021 11th International Conference on Cloud Computing, Data Science & Engineering (Confluence), pp. 175\u2013181 (2021)","key":"4_CR18","DOI":"10.1109\/Confluence51648.2021.9377188"},{"doi-asserted-by":"crossref","unstructured":"Pfeifer, D., Wiesner, M.: Health recommender systems: concepts, requirements, technical basics and challenges. Int. J. Environ. Res. Public Health 11(3), 2580\u20132607 (2014)","key":"4_CR19","DOI":"10.3390\/ijerph110302580"},{"doi-asserted-by":"crossref","unstructured":"Chen, R.C., Jiang, H.Q., Huang, C.Y., Bau, C.T.: Clinical decision support system for diabetes based on ontology reasoning and TOPSIS analysis. J. Healthc. Eng. (2017)","key":"4_CR20","DOI":"10.1155\/2017\/4307508"}],"container-title":["Communications in Computer and Information Science","Intelligent Systems and Pattern Recognition"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-82150-9_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,1]],"date-time":"2025-03-01T21:14:23Z","timestamp":1740863663000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-82150-9_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031821493","9783031821509"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-82150-9_4","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"2 March 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISPR","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Systems and Pattern Recognition","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Istanbul","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"T\u00fcrkiye","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12 June 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 June 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ispr22024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ispr2024.sciencesconf.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}