An analysis of collaborative filtering datasets
| dc.check.embargoformat | Not applicable | en |
| dc.check.info | No embargo required | en |
| dc.check.opt-out | No | en |
| dc.check.reason | No embargo required | en |
| dc.check.type | No Embargo Required | |
| dc.contributor.advisor | Sorensen, Humphrey | en |
| dc.contributor.author | Griffith, Josephine | |
| dc.contributor.funder | National University of Ireland, Galway | en |
| dc.date.accessioned | 2018-02-21T13:14:55Z | |
| dc.date.available | 2018-02-21T13:14:55Z | |
| dc.date.issued | 2018 | |
| dc.date.submitted | 2018 | |
| dc.description.abstract | The work described in this thesis pertains to the area of Collaborative Filtering and focuses on collaborative filtering datasets and specially-defined portions of the datasets called views. The high level goal of the work is to better understand how different characteristics of datasets affects the performance of collaborative filtering techniques. Datasets, and views, are compared across a number of different experiments: some relating to techniques and accuracy and others relating to ideas of performance prediction. | en |
| dc.description.status | Not peer reviewed | en |
| dc.description.version | Accepted Version | |
| dc.format.mimetype | application/pdf | en |
| dc.identifier.citation | Griffith, J. 2018. An analysis of collaborative filtering datasets. PhD Thesis, University College Cork. | en |
| dc.identifier.endpage | 186 | en |
| dc.identifier.uri | https://hdl.handle.net/10468/5532 | |
| dc.language.iso | en | en |
| dc.publisher | University College Cork | en |
| dc.rights | © 2018, Josephine Griffith. | en |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/ | en |
| dc.subject | Collaborative filtering | en |
| dc.subject | Dataset views | en |
| dc.subject | Performance prediction | en |
| dc.subject | Machine learning | en |
| dc.thesis.opt-out | false | |
| dc.title | An analysis of collaborative filtering datasets | en |
| dc.type | Doctoral thesis | en |
| dc.type.qualificationlevel | Doctoral | en |
| dc.type.qualificationname | PhD (Science) | en |
| ucc.workflow.supervisor | h.sorensen@ucc.ie |
