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group-validation

Code for research paper: Group Validation in Recommender Systems: Framework for Multi-layer Performance Evaluation

https://github.com/wissamjur/group-validation

Science Score: 26.0%

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    CITATION.cff file
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    Scientific vocabulary similarity
    Low similarity (6.9%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Code for research paper: Group Validation in Recommender Systems: Framework for Multi-layer Performance Evaluation

Basic Info
  • Host: GitHub
  • Owner: wissamjur
  • License: gpl-3.0
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 15.9 MB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created almost 4 years ago · Last pushed over 2 years ago
Metadata Files
Readme License Citation

README.md

About

This repository contains the code for research paper Group Validation in Recommender Systems: Framework for Multi-layer Performance Evaluation. The datasets sections has snapshots of the data used to simulate the experiments.

Environment setup

Code environment can be replicated using Anaconda/Docker. All requirements are in the ./requirements.txt file $ conda create --name <env> --file requirements.txt

Recommender evaluation process

The experiments are based on several notebooks which can be found in the "notebooks" directory. The order of which the notebooks run (in general): - shrinkdataset.ipynb (optional) - cleandataset.ipynb - clustering.ipynb - syntheticdata.ipynb - modelexperiment.ipynb - groupvalidationexperiment.ipynb

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Dependencies

requirements.txt pypi
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