{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,23]],"date-time":"2026-01-23T12:35:35Z","timestamp":1769171735511,"version":"3.49.0"},"publisher-location":"Cham","reference-count":18,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030375478","type":"print"},{"value":"9783030375485","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,12,18]],"date-time":"2019-12-18T00:00:00Z","timestamp":1576627200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-37548-5_13","type":"book-chapter","created":{"date-parts":[[2019,12,16]],"date-time":"2019-12-16T06:04:42Z","timestamp":1576476282000},"page":"162-176","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["DeepRank: Adapting Neural Tensor Networks for Ranking the Recommendations"],"prefix":"10.1007","author":[{"given":"Raaiha Humayun","family":"Kabir","sequence":"first","affiliation":[]},{"given":"Bisma","family":"Pervaiz","sequence":"additional","affiliation":[]},{"given":"Tayyeba Muhammad","family":"Khan","sequence":"additional","affiliation":[]},{"given":"Adnan","family":"Ul-Hasan","sequence":"additional","affiliation":[]},{"given":"Raheel","family":"Nawaz","sequence":"additional","affiliation":[]},{"given":"Faisal","family":"Shafait","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,12,18]]},"reference":[{"key":"13_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"304","DOI":"10.1007\/3-540-48157-5_29","volume-title":"Handheld and Ubiquitous Computing","author":"GD Abowd","year":"1999","unstructured":"Abowd, G.D., Dey, A.K., Brown, P.J., Davies, N., Smith, M., Steggles, P.: Towards a better understanding of context and context-awareness. In: Gellersen, H.-W. (ed.) HUC 1999. LNCS, vol. 1707, pp. 304\u2013307. Springer, Heidelberg (1999). \nhttps:\/\/doi.org\/10.1007\/3-540-48157-5_29"},{"issue":"1","key":"13_CR2","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1016\/j.ins.2007.07.024","volume":"178","author":"JH Ahn","year":"2008","unstructured":"Ahn, J.H.: A new similarity measure for collaborative filtering to alleviate the new user cold-starting problem. Inf. Sci. 178(1), 37\u201351 (2008)","journal-title":"Inf. Sci."},{"key":"13_CR3","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1016\/j.jocs.2018.09.008","volume":"29","author":"F Anwar","year":"2018","unstructured":"Anwar, F., Iltaf, N., Afzal, H., Nawaz, R.: HRS-CE: a hybrid framework to integrate content embeddings in recommender systems for cold start items. J. Comput. Sci. 29, 9\u201318 (2018)","journal-title":"J. Comput. Sci."},{"issue":"10","key":"13_CR4","doi-asserted-by":"publisher","first-page":"e0204849","DOI":"10.1371\/journal.pone.0204849","volume":"13","author":"Sundus Ayyaz","year":"2018","unstructured":"Ayyaz, S., Qamar, U., Nawaz, R.: HCF-CRS: a hybrid content based fuzzy conformal recommender system for providing recommendations with confidence. PLoS One 13(2018). \nhttps:\/\/doi.org\/10.1371\/journal.pone.0204849","journal-title":"PLOS ONE"},{"key":"13_CR5","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1016\/j.knosys.2011.07.021","volume":"26","author":"J Bobadilla","year":"2012","unstructured":"Bobadilla, J., Ortega, F., Hernando, A., Bernal, J.: A collaborative filtering approach to mitigate the new user cold start problem. Knowl.-Based Syst. 26, 225\u2013238 (2012)","journal-title":"Knowl.-Based Syst."},{"issue":"1","key":"13_CR6","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1007\/s007790170019","volume":"5","author":"AK Dey","year":"2001","unstructured":"Dey, A.K.: Understanding and using context. Pers. Ubiquitous Comput. 5(1), 4\u20137 (2001)","journal-title":"Pers. Ubiquitous Comput."},{"key":"13_CR7","unstructured":"Feng, S., Li, X., Zeng, Y., Cong, G., Chee, Y.M., Yuan, Q.: Personalized ranking metric embedding for next new POI recommendation. In: IJCAI, pp. 2069\u20132075. AAAI Press (2015)"},{"key":"13_CR8","doi-asserted-by":"crossref","unstructured":"Guan, Z., Bu, J., Mei, Q., Chen, C., Wang, C.: Personalized tag recommendation using graph-based ranking on multi-type interrelated objects. In: SIGIR, pp. 540\u2013547. ACM (2009)","DOI":"10.1145\/1571941.1572034"},{"key":"13_CR9","doi-asserted-by":"crossref","unstructured":"Lee, S., Park, S., Lee, S.: A study on issues in context-aware systems based on a survey and service scenarios. In: SNPD, pp. 8\u201313. IEEE Computer Society (2009)","DOI":"10.1109\/SNPD.2009.37"},{"key":"13_CR10","doi-asserted-by":"crossref","unstructured":"Lian, D., et al.: Content-aware collaborative filtering for location recommendation based on human mobility data. In: ICDM, pp. 261\u2013270. IEEE Computer Society (2015)","DOI":"10.1109\/ICDM.2015.69"},{"key":"13_CR11","doi-asserted-by":"publisher","first-page":"732","DOI":"10.1016\/j.procs.2015.07.164","volume":"55","author":"Y Liu","year":"2015","unstructured":"Liu, Y., Yang, J.: Improving ranking-based recommendation by social information and negative similarity. Procedia Comput. Sci. 55, 732\u2013740 (2015). ITQM","journal-title":"Procedia Comput. Sci."},{"key":"13_CR12","doi-asserted-by":"publisher","first-page":"62296","DOI":"10.1109\/ACCESS.2018.2876595","volume":"6","author":"H Qadir","year":"2018","unstructured":"Qadir, H., Khalid, O., Khan, M.U.S., Khan, U.A., Nawaz, R.: An optimal ride sharing recommendation framework for carpooling services. IEEE Access 6, 62296\u201362313 (2018)","journal-title":"IEEE Access"},{"key":"13_CR13","doi-asserted-by":"crossref","unstructured":"Sedhain, S., Sanner, S., Braziunas, D., Xie, L., Christensen, J.: Social collaborative filtering for cold-start recommendations. In: RecSys, pp. 345\u2013348. ACM (2014)","DOI":"10.1145\/2645710.2645772"},{"issue":"1","key":"13_CR14","first-page":"29","volume":"22","author":"BA Shawar","year":"2007","unstructured":"Shawar, B.A., Atwell, E.: Chatbots: are they really useful? LDV Forum 22(1), 29\u201349 (2007)","journal-title":"LDV Forum"},{"key":"13_CR15","doi-asserted-by":"crossref","unstructured":"Shen, X., Tan, B., Zhai, C.: Context-sensitive information retrieval using implicit feedback. In: SIGIR, pp. 43\u201350. ACM (2005)","DOI":"10.1145\/1076034.1076045"},{"key":"13_CR16","unstructured":"Singhal, A., Sinha, P., Pant, R.: Use of deep learning in modern recommendation system: a summary of recent works. CoRR abs\/1712.07525 (2017)"},{"key":"13_CR17","unstructured":"Socher, R., Chen, D., Manning, C.D., Ng, Y.-T.A.: Reasoning with neural tensor networks for knowledge base completion. In: Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held Lake Tahoe, Nevada, United States, 5\u20138 December 2013, pp. 926\u2013934 (2013)"},{"key":"13_CR18","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"555","DOI":"10.1007\/978-3-319-31750-2_44","volume-title":"Advances in Knowledge Discovery and Data Mining","author":"H Ying","year":"2016","unstructured":"Ying, H., Chen, L., Xiong, Y., Wu, J.: Collaborative deep ranking: a hybrid pair-wise recommendation algorithm with implicit feedback. In: Bailey, J., Khan, L., Washio, T., Dobbie, G., Huang, J.Z., Wang, R. (eds.) PAKDD 2016. LNCS (LNAI), vol. 9652, pp. 555\u2013567. Springer, Cham (2016). \nhttps:\/\/doi.org\/10.1007\/978-3-319-31750-2_44"}],"container-title":["Communications in Computer and Information Science","Pattern Recognition and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-37548-5_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,12,17]],"date-time":"2019-12-17T19:07:50Z","timestamp":1576609670000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-37548-5_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,12,18]]},"ISBN":["9783030375478","9783030375485"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-37548-5_13","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"value":"1865-0929","type":"print"},{"value":"1865-0937","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,12,18]]},"assertion":[{"value":"18 December 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"MedPRAI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Mediterranean Conference on Pattern Recognition and Artificial Intelligence","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":"Turkey","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 December 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 December 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"medprai2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/medprai2019.sciencesconf.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"54","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"15","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"1","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"28% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2.65","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}