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Convolutional Matrix Factorization for Recommendation Explanation

Author(s)
Lu, Yichao  
Dong, Ruihai  
Smyth, Barry  
Uri
http://hdl.handle.net/10197/9941
Date Issued
2018-03-11
Date Available
2019-04-15T09:00:36Z
Abstract
In this paper, we introduce a novel recommendation model, which harnesses a convolutional neural network to mine meaningful information from customer reviews, and integrates it with matrix factorization algorithm seamlessly. It is a valid method to improve the transparency of CF algorithms.
Sponsorship
Science Foundation Ireland
Type of Material
Conference Publication
Publisher
ACS
Series
Article No. 34
Copyright (Published Version)
2018 the Authors
Subjects

Recommendation explan...

Convulutional neural ...

Matrix factorization

Customer reviews

DOI
10.1145/3180308.3180343
Language
English
Status of Item
Peer reviewed
Journal
IUI'18 Proceedings of the 23rd International Conference on Intelligent User Interfaces Companion
Conference Details
The 23rd International Conference on Intelligent User Interfaces Companion, Tokyo, Japan, 07-11 March 2018
This item is made available under a Creative Commons License
https://creativecommons.org/licenses/by-nc-nd/3.0/ie/
File(s)
No Thumbnail Available
Name

insight_publication.pdf

Size

325.08 KB

Format

Adobe PDF

Checksum (MD5)

3b3d0a4897dc75a5321bfdfffc0144e2

Owning collection
Insight Research Collection

Item descriptive metadata is released under a CC-0 (public domain) license: https://creativecommons.org/public-domain/cc0/.
All other content is subject to copyright.

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