Workflow Entry: Item to item similarity matrix -based recommender

Created at: 15/03/11 @ 15:23:54      Last updated: 15/03/11 @ 15:30:08
Information Version 1 (of 1)

Version created on: 15/03/11 @ 15:23:54 by: Matko Bošnjak   |   Revision comments Expand

Last edited on: 15/03/11 @ 15:30:08 by: Matko Bošnjak

Title: Item to item similarity matrix -based recommender

Type: RapidMiner


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Information Description

This process executes the recommendation based on item to item similarity matrix.

The inputs to the process are context defined macros: %{id} defines an item ID for which we would like to obtain recommendation and %{recommender_no} defines the required number of recommendations. The process internally uses an item to item similarity matrix written in pairwise form (id1, id2, similarity).

The process essentially filters out appearances of the required ID in both of the columns of the pairwise score matrix and then limits the output to the first top %{recommender_no} items based on the score (e.g. similarity) written in the matrix.

The output of the process is an example set consisting of two attributes: recommendation and score of the recommendation.


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Operators (10)
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RapidMiner

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Version History

Earliest Version:
[1] - Item to item similarity matrix -based recommender

Created on: Tuesday 15 March 2011 @ 15:23:54 (GMT)

Created by: Matko Bošnjak

Last edited on: Tuesday 15 March 2011 @ 15:30:08 (GMT)

Last edited by: Matko Bošnjak

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This Workflow only has one version.



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Comments Comments (1)

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  • Monday 14 May 2012 @ 17:20:31 (GMT)

    The Retrive Operator uses the dataset "pairs"  but where we can find this dataset?

    Thank you




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