Holistic User Context-Aware Recommender Algorithm
dc.citation.volume | 2019 | |
dc.contributor.author | Kavu T | |
dc.contributor.author | Dube K | |
dc.contributor.author | Raeth P | |
dc.date.available | 29/09/2019 | |
dc.date.issued | 29/09/2019 | |
dc.description.abstract | Existing recommender algorithms lack dynamism, human focus, and serendipitous recommendations. The literature indicates that the context of a user influences user decisions, and when incorporated in recommender systems (RSs), novel and serendipitous recommendations can be realized. This article shows that social, cultural, psychological, and economic contexts of a user influence user traits or decisions. The article demonstrates a novel approach of incorporating holistic user context-aware knowledge in an algorithm to solve the highlighted problems. Web content mining and collaborative filtering approaches were used to develop a holistic user context-aware (HUC) algorithm. The algorithm was evaluated on a social network using online experimental evaluations. The algorithm demonstrated dynamism, novelty, and serendipity with an average of 84% novelty and 85% serendipity. | |
dc.description.publication-status | Published | |
dc.identifier | http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000492296900002&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=c5bb3b2499afac691c2e3c1a83ef6fef | |
dc.identifier | ARTN 3965845 | |
dc.identifier.citation | MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019 | |
dc.identifier.doi | 10.1155/2019/3965845 | |
dc.identifier.eissn | 1563-5147 | |
dc.identifier.elements-id | 426959 | |
dc.identifier.harvested | Massey_Dark | |
dc.identifier.issn | 1024-123X | |
dc.identifier.uri | https://hdl.handle.net/10179/14982 | |
dc.publisher | Hindawi Limited | |
dc.relation.isPartOf | MATHEMATICAL PROBLEMS IN ENGINEERING | |
dc.subject.anzsrc | 01 Mathematical Sciences | |
dc.subject.anzsrc | 09 Engineering | |
dc.title | Holistic User Context-Aware Recommender Algorithm | |
dc.type | Journal article | |
pubs.notes | Not known | |
pubs.organisational-group | /Massey University | |
pubs.organisational-group | /Massey University/College of Sciences | |
pubs.organisational-group | /Massey University/College of Sciences/School of Mathematical and Computational Sciences |
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