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Add the STAN algorithm #14

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bkersbergen opened this issue Jun 23, 2022 · 0 comments
Open

Add the STAN algorithm #14

bkersbergen opened this issue Jun 23, 2022 · 0 comments
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enhancement New feature or request

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@bkersbergen
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bkersbergen commented Jun 23, 2022

Add the STAN algorithm to Serenade.
Sequence and Time Aware Neighborhood for Session-based Recommendations: STAN https://dl.acm.org/doi/10.1145/3331184.3331322

This method called “Sequence and Time Aware Neighborhood” was presented at SIGIR ’19.
STAN is based on SKNN, but it additionally takes into account the following factors for making recommendations: i) the position of an item in the current session, ii) the recency of a past session w.r.t. to the current session, and iii) the position of a recommendable item in a neighboring session. Their results show that STAN significantly improves over SKNN.

Its very likely that the STAN algorithm can leverage the VMISIndex to do its computation.

A python implementation of STAN can be found here:
https://github.com/rn5l/session-rec/blob/master/algorithms/knn/stan.py

@bkersbergen bkersbergen added the enhancement New feature or request label Jun 23, 2022
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