one. In the newer, narrower sense, collaborative filtering is a method of making automatic predictions (filtering) about the interests of a user by collecting...
39 KB (4,898 words) - 03:19, 31 July 2024
Recommender system (redirect from Content-based filtering)
Recommender systems usually make use of either or both collaborative filtering and content-based filtering (also known as the personality-based approach), as...
91 KB (10,335 words) - 09:32, 12 August 2024
Robust collaborative filtering, or attack-resistant collaborative filtering, refers to algorithms or techniques that aim to make collaborative filtering more...
5 KB (662 words) - 06:51, 25 July 2016
Item-item collaborative filtering, or item-based, or item-to-item, is a form of collaborative filtering for recommender systems based on the similarity...
5 KB (746 words) - 19:38, 6 August 2024
systems typically use collaborative filtering approaches or a combination of the collaborative filtering and content-based filtering approaches, although...
8 KB (1,114 words) - 20:45, 30 July 2024
Slope One is a family of algorithms used for collaborative filtering, introduced in a 2005 paper by Daniel Lemire and Anna Maclachlan. Arguably, it is...
10 KB (1,456 words) - 22:47, 6 August 2024
characteristics (content-based filtering) or the user's social environment and past behavior (collaborative filtering). Depending on the system, the user...
29 KB (3,713 words) - 09:21, 2 August 2024
Content curation (section Collaborative filtering)
using one or more of the following: Collaborative filtering Semantic analysis Social rating Collaborative filtering is a method of forecasting often used...
4 KB (465 words) - 22:10, 4 November 2022
Matrix factorization is a class of collaborative filtering algorithms used in recommender systems. Matrix factorization algorithms work by decomposing...
18 KB (2,546 words) - 20:40, 26 December 2023
a hard-thresholding and a Wiener filter stage, both involving the following parts: grouping, collaborative filtering, and aggregation. This algorithm...
6 KB (676 words) - 05:33, 17 October 2023