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Recommender Systems

The complete guide to recommender systems

http://www.recommender-systems.org/

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PAGE TITLE
Recommender Systems | recommender-systems.org Reviews
<META>
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The complete guide to recommender systems
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KEYWORDS
1 recommender systems
2 user modeling
3 information filtering
4 and content based filtering
5 web mining
6 follow
7 home page
8 content based filtering
9 collaborative filtering
10 hybrid recommender systems
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recommender systems,user modeling,information filtering,and content based filtering,web mining,follow,home page,content based filtering,collaborative filtering,hybrid recommender systems,recommendationss,measures of effectiveness,text representation
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Recommender Systems | recommender-systems.org Reviews

https://recommender-systems.org

The complete guide to recommender systems

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1

Information Filtering | Recommender Systems

http://recommender-systems.org/information-filtering

Of the his preferences. Two major approaches exist for information filtering: Content-based filtering. A content-based filtering system selects items based on the correlation between the content of the items and the user’s preferences, while a collaborative filtering system chooses items based on the correlation between people with similar preferences. That follow this approach are based on the idea that incorporating both content and social information could lead to a better filtering technique.

2

Hybrid Recommender Systems | Recommender Systems

http://recommender-systems.org/hybrid-recommender-systems

Both content-based filtering and collaborative filtering have there strengths and weaknesses. Three specific problems can be distinguished for content-based filtering:. In some domains generating a useful description of the content can be very difficult. In domains where the items consist of music or video for example a representation of the content is not always possible with today’s technology. In many information domains the existing number of items exceeds the amount a person is able (and willing) to...

3

Collaborative Filtering | Recommender Systems

http://recommender-systems.org/collaborative-filtering

Most collaborative filtering systems apply the so called neighborhood-based technique. In the neighborhood-based approach a number of users is selected based on their similarity to the active user. A prediction for the active user is made by calculating a weighted average of the ratings of the selected users. Are the mean values of their ratings. The correlation between. Is then given by:. Is an element of all the items that both. Have rated. A prediction for the rating of person. Is computed as follows:.

4

Recommendations | Recommender Systems

http://recommender-systems.org/recommendations

Dynamically adding hyperlinks is often used for personalization and is the only approach that will be considered here. Recommender systems can present their recommendations in other ways however. Amazon.com for example, also delivers recommendations through email. Another approach is to display the average rating of an item from people who are correlated with the user. Several factors can be considered in determining which documents should be suggested to the user:. Between a document and the user profile.

5

Latent Semantic Indexing | Recommender Systems

http://recommender-systems.org/latent-semantic-indexing

LSI) is an extension of the vector space model. Note that Latent semantic indexing does not attempt to interpret the meaning of the factors but merely uses them to represent documents and vectors. A mathematical description of the LSI method is given below. Schematic of the matrix. From the complete collection of documents a term-document matrix X. Is formed with t. Rows (one for every term that appears in the set of documents) and d. Columns (one for every document in the set). A SVD of matrix A. The do...

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Is a state of the art recommender system engine. Which can be used as a free, but limited web service. The service is hosted at the Vienna University of Technology. And is opened for the public for research purposes. Involves social network (Facebook, Twitter, .) into the process of generating recommendations. Utilizes item descriptions with its built-in semantic analyzer. The web service is self-described and is based on service discovery. By opening the root URL.

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