The Netflix Recommender System
Publication type: Journal Article
Publication date: 2015-12-28
scimago Q1
wos Q2
SJR: 0.973
CiteScore: 9.1
Impact factor: 3.6
ISSN: 2158656X, 21586578
DOI:
10.1145/2843948
General Computer Science
Management Information Systems
Abstract
This article discusses the various algorithms that make up the Netflix recommender system, and describes its business purpose. We also describe the role of search and related algorithms, which for us turns into a recommendations problem as well. We explain the motivations behind and review the approach that we use to improve the recommendation algorithms, combining A/B testing focused on improving member retention and medium term engagement, as well as offline experimentation using historical member engagement data. We discuss some of the issues in designing and interpreting A/B tests. Finally, we describe some current areas of focused innovation, which include making our recommender system global and language aware.
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Metrics
878
Total citations:
878
Citations from 2024:
290
(33.03%)
Cite this
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MLA
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GOST
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Gomez-Uribe C. A., Hunt N. The Netflix Recommender System // ACM Transactions on Management Information Systems. 2015. Vol. 6. No. 4. pp. 1-19.
GOST all authors (up to 50)
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Gomez-Uribe C. A., Hunt N. The Netflix Recommender System // ACM Transactions on Management Information Systems. 2015. Vol. 6. No. 4. pp. 1-19.
Cite this
RIS
Copy
TY - JOUR
DO - 10.1145/2843948
UR - https://doi.org/10.1145/2843948
TI - The Netflix Recommender System
T2 - ACM Transactions on Management Information Systems
AU - Gomez-Uribe, Carlos A.
AU - Hunt, Neil
PY - 2015
DA - 2015/12/28
PB - Association for Computing Machinery (ACM)
SP - 1-19
IS - 4
VL - 6
SN - 2158-656X
SN - 2158-6578
ER -
Cite this
BibTex (up to 50 authors)
Copy
@article{2015_Gomez-Uribe,
author = {Carlos A. Gomez-Uribe and Neil Hunt},
title = {The Netflix Recommender System},
journal = {ACM Transactions on Management Information Systems},
year = {2015},
volume = {6},
publisher = {Association for Computing Machinery (ACM)},
month = {dec},
url = {https://doi.org/10.1145/2843948},
number = {4},
pages = {1--19},
doi = {10.1145/2843948}
}
Cite this
MLA
Copy
Gomez-Uribe, Carlos A., and Neil Hunt. “The Netflix Recommender System.” ACM Transactions on Management Information Systems, vol. 6, no. 4, Dec. 2015, pp. 1-19. https://doi.org/10.1145/2843948.