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Title: GitHub - irec-org/irec: Interactive Recommender Systems Framework

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Description: Interactive Recommender Systems Framework. Contribute to irec-org/irec development by creating an account on GitHub.

Open Graph Description: Interactive Recommender Systems Framework. Contribute to irec-org/irec development by creating an account on GitHub.

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	https://user-images.githubusercontent.com/28633659/143366444-05c63b55-00f8-4221-8b30-e8d660f10bea.png
	https://github.com/irec-org/irec/releases/latest
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	https://github.com/irec-org/irec/blob/main/LICENSE
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	https://badge.fury.io/py/irec
Introduction	https://irec-org.github.io/irec/
Install	https://irec-org.github.io/irec/guide/install_irec/
Quick Start	https://irec-org.github.io/irec/guide/quick_start/
	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/figures/IREC3.jpg
	https://patch-diff.githubusercontent.com/irec-org/irec#introduction
iRec-cmdline	https://github.com/irec-org/irec-cmdline
	https://patch-diff.githubusercontent.com/irec-org/irec#install
	https://patch-diff.githubusercontent.com/irec-org/irec#examples
iRec-cmdline	https://github.com/irec-org/irec-cmdline
	https://patch-diff.githubusercontent.com/irec-org/irec#datasets
Link	https://grouplens.org/datasets/movielens/100k/
Link	https://grouplens.org/datasets/movielens/1m/
Link	https://grouplens.org/datasets/movielens/10m/
Link	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/link
Link	http://konect.cc/networks/librec-ciaodvd-movie_ratings/
Link	https://webscope.sandbox.yahoo.com/catalog.php?datatype=r
Link	http://ocelma.net/MusicRecommendationDataset/lastfm-360K.html
Link	https://www.kaggle.com/zygmunt/goodbooks-10k?select=ratings.csv
Link	https://www.kaggle.com/sahilkirpekar/goodreads10k-dataset-cleaned?select=Ratings.csv
Link	https://jmcauley.ucsd.edu/data/amazon/
Link	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/link
	https://patch-diff.githubusercontent.com/irec-org/irec#models
recommender models	https://github.com/irec-org/irec/tree/master/irec/recommendation/agents/value_functions
ε-Greedy	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/e_greedy.py
Link	https://link.springer.com/article/10.1023/A:1013689704352
Linear ε-Greedy	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/linear_egreedy.py
Link	https://dl.acm.org/doi/abs/10.1145/2505515.2505690?casa_token=1PDIAs6p1ysAAAAA:ZFkzkEnCX1_ZiqSCAgqOw9Z3mOPybhJLRtAdkfnEagDI_aef1TR7SD3IZkkVhs2hTzk_FkigZ548
Thompson Sampling	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/thompson_sampling.py
Link	https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.831.5818&rep=rep1&type=pdf
GLM-UCB	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/glm_ucb.py
Link	https://dl.acm.org/doi/abs/10.1145/2505515.2505690?casa_token=cCSF9jXF2VMAAAAA:zpD_LhYXadYz5BAm5-R_SpSA4za8EGH4U98mbbxquS6BZFLFM2tylXVemkgW9033knXcqB_kumP5
ICTR	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/ictr.py
Link	https://ieeexplore.ieee.org/abstract/document/8440090/
PTS	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/pts.py
Link	http://papers.nips.cc/paper/5985-efficient-thompson-sampling-for-online-matrix--factorization-recommendation.pdf
kNN Bandit	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/knn_bandit.py
Link	https://dl.acm.org/doi/abs/10.1145/3298689.3347040
Linear TS	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/linear_ts.py
Link	http://proceedings.mlr.press/v54/abeille17a
Linear UCB	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/linear_ucb.py
Link	https://dl.acm.org/doi/abs/10.1145/2505515.2505690?casa_token=qJlau402jGcAAAAA:Wo57x-INaZl6bhdv-V8ab391I2GJ6SWxE9unEnRtg0urLVS5sISCdhR0REJRJGlM9bdAb3Jw_Fti
NICF	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/nicf.py
Link	https://dl.acm.org/doi/abs/10.1145/2505515.2505690?casa_token=MllrAXlioLsAAAAA:qnXgeSAEJF1jhTD7PNiDWFFr-FAET4vOHluesRPSCvxGuw3EfEeSnYokqCQKj3cNH0-v_I43UQE0
COFIBA	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/cofiba.py
Link	https://dl.acm.org/doi/abs/10.1145/2911451.2911548?casa_token=UpXzuWNaGHUAAAAA:jQR2gPPq2plKCg2mqLMoJAn5l6BBd2fWi4oxw9DJN0LZ9r-03PLqb8qEKuNDD0DXcgp6N8W6x39b
UCB	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/ucb.py
Link	https://link.springer.com/article/10.1023/A:1013689704352
Cluster-Bandit (CB)	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/cluster_bandit.py
Link	https://dl.acm.org/doi/abs/10.1145/3404835.3463033
Entropy	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/entropy.py
Link	https://dl.acm.org/doi/pdf/10.1145/502716.502737?casa_token=tQ6DkQMJnW0AAAAA:d3kGkV18mjoXwEDDMQmy4UBRMe9ZoZ-mCOeOqkZKgVCiIRpGolKB2M0RXm4ouePTuWkOgVhgBKh7
log(pop)*ent	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/log_pop_ent.py
Link	https://dl.acm.org/doi/pdf/10.1145/502716.502737?casa_token=tQ6DkQMJnW0AAAAA:d3kGkV18mjoXwEDDMQmy4UBRMe9ZoZ-mCOeOqkZKgVCiIRpGolKB2M0RXm4ouePTuWkOgVhgBKh7
Random	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/random.py
Link	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/link
Most Popular	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/most_popular.py
Link	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/link
Best Rated	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/recommendation/agents/value_functions/best_rated.py
Link	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/link
	https://patch-diff.githubusercontent.com/irec-org/irec#metrics
recommender metrics	https://github.com/irec-org/irec/tree/master/irec/offline_experiments/metrics
Hits	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/offline_experiments/metrics/hits.py
Link	https://link.springer.com/chapter/10.1007/978-0-387-85820-3_1
Precision	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/offline_experiments/metrics/precision.py
Link	https://link.springer.com/chapter/10.1007/978-0-387-85820-3_1
Recall	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/offline_experiments/metrics/recall.py
Link	https://link.springer.com/chapter/10.1007/978-0-387-85820-3_1
EPC	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/offline_experiments/metrics/epc.py
Link	https://dl.acm.org/doi/abs/10.1145/2043932.2043955?casa_token=-c17w4Nyg4AAAAAA:olXeR-HjoDJ-CTnyJ5DE7uhM5LChpozaO73W1T8oIAnVqPv_fJndR99lhguMVTEnRl8SdqujvIdT3ok
EPD	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/offline_experiments/metrics/epd.py
Link	https://dl.acm.org/doi/abs/10.1145/2043932.2043955?casa_token=-c17w4Nyg4AAAAAA:olXeR-HjoDJ-CTnyJ5DE7uhM5LChpozaO73W1T8oIAnVqPv_fJndR99lhguMVTEnRl8SdqujvIdT3ok
ILD	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/offline_experiments/metrics/ild.py
Link	https://dl.acm.org/doi/abs/10.1145/2043932.2043955?casa_token=-c17w4Nyg4AAAAAA:olXeR-HjoDJ-CTnyJ5DE7uhM5LChpozaO73W1T8oIAnVqPv_fJndR99lhguMVTEnRl8SdqujvIdT3ok
Gini Coefficient	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/offline_experiments/metrics/gini_coefficient_inv.py
Link	https://dl.acm.org/doi/abs/10.1145/3298689.3347040?casa_token=-QId0RoJsHgAAAAA:er_vhmem2f1h-_Yv4YJ3E0vXg6F-0tnu62c08l4g_9_TFmNDUEpBJTZQZgUniyH1fhEhkcWVUBWGPl8
Users Coverage	https://patch-diff.githubusercontent.com/irec-org/irec/blob/master/irec/offline_experiments/metrics/users_coverage.py
Link	https://link.springer.com/article/10.1007/s13042-017-0762-9
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documentation	https://irec-org.github.io/irec/
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	https://patch-diff.githubusercontent.com/irec-org/irec#related-projects
iRec-cmdline	https://github.com/irec-org/irec-cmdline
reinforcement-learning	https://patch-diff.githubusercontent.com/topics/reinforcement-learning
recommender-system	https://patch-diff.githubusercontent.com/topics/recommender-system
multiarmed-bandits	https://patch-diff.githubusercontent.com/topics/multiarmed-bandits
interactive-recommender	https://patch-diff.githubusercontent.com/topics/interactive-recommender
Readme	https://patch-diff.githubusercontent.com/irec-org/irec#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/irec-org/irec#MIT-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/irec-org/irec
Activity	https://patch-diff.githubusercontent.com/irec-org/irec/activity
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v1.2.8 Latest Aug 14, 2022	https://patch-diff.githubusercontent.com/irec-org/irec/releases/tag/v1.2.8
+ 8 releases	https://patch-diff.githubusercontent.com/irec-org/irec/releases
Packages 0	https://patch-diff.githubusercontent.com/orgs/irec-org/packages?repo_name=irec
Please reload this page	https://patch-diff.githubusercontent.com/irec-org/irec
Contributors 5	https://patch-diff.githubusercontent.com/irec-org/irec/graphs/contributors
Please reload this page	https://patch-diff.githubusercontent.com/irec-org/irec
Python 73.0%	https://patch-diff.githubusercontent.com/irec-org/irec/search?l=python
Jupyter Notebook 24.0%	https://patch-diff.githubusercontent.com/irec-org/irec/search?l=jupyter-notebook
Gherkin 2.4%	https://patch-diff.githubusercontent.com/irec-org/irec/search?l=gherkin
TeX 0.6%	https://patch-diff.githubusercontent.com/irec-org/irec/search?l=tex
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Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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