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‎CHANGELOG.txt

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MABWiser CHANGELOG
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=====================
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March, 8, 2022 2.3.0
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-------------------------------------------------------------------------------
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major:
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- New Algorithm: LinGreedy as a learning policy.
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- Thanks to Yevgeny Popkov for suggesting this algorithm.
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-------------------------------------------------------------------------------
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March, 2, 2022 2.2.0
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-------------------------------------------------------------------------------

‎README.md

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Available Learning Policies:
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* Epsilon Greedy [1, 2]
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* LinGreedy [1, 2]
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* LinTS [3]
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* LinUCB [4]
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* Popularity [2]

‎docs/.buildinfo

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# Sphinx build info version 1
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# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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config: 0c40804aec5172c7d3aad80d6f786052
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config: be8d7ae06467e3a22a202d69cb2b24ab
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tags: 645f666f9bcd5a90fca523b33c5a78b7

‎docs/_sources/index.rst.txt

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Available Learning Policies:
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* Epsilon Greedy
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* LinGreedy
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* LinTS
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* LinUCB
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* Popularity
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========
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You can cite MABWiser as:
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* **[IJAIT 2021]** [E. Strong, B. Kleynhans, and S. Kadioglu, "MABWiser: Parallelizable Contextual Multi-Armed Bandits"](https://www.worldscientific.com/doi/abs/10.1142/S0218213021500214)
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* **[ICTAI 2019]** [E. Strong, B. Kleynhans, and S. Kadioglu, "MABWiser: A Parallelizable Contextual Multi-Armed Bandit Library for Python"](https://ieeexplore.ieee.org/document/8995418)
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* **[IJAIT 2021]** `E. Strong, B. Kleynhans, and S. Kadioglu, "MABWiser: Parallelizable Contextual Multi-Armed Bandits" <https://www.worldscientific.com/doi/abs/10.1142/S0218213021500214>`_
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* **[ICTAI 2019]** `E. Strong, B. Kleynhans, and S. Kadioglu, "MABWiser: A Parallelizable Contextual Multi-Armed Bandit Library for Python" <https://ieeexplore.ieee.org/document/8995418>`_
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.. code-block:: bibtex
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@article{DBLP:journals/ijait/StrongKK21,
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author = {Emily Strong and Bernard Kleynhans and Serdar Kadioglu},
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title = {{MABWiser:} Parallelizable Contextual Multi-armed Bandits},
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journal = {Int. J. Artif. Intell. Tools},
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volume = {30},
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number = {4},
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pages = {2150021:1--2150021:19},
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year = {2021},
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url = {https://doi.org/10.1142/S0218213021500214},
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doi = {10.1142/S0218213021500214},
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@article{DBLP:journals/ijait/StrongKK21,
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author = {Emily Strong and Bernard Kleynhans and Serdar Kadioglu},
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title = {{MABWiser:} Parallelizable Contextual Multi-armed Bandits},
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journal = {Int. J. Artif. Intell. Tools},
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volume = {30},
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number = {4},
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pages = {2150021:1--2150021:19},
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year = {2021},
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url = {https://doi.org/10.1142/S0218213021500214},
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doi = {10.1142/S0218213021500214},
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}
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@inproceedings{DBLP:conf/ictai/StrongKK19,
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author = {Emily Strong and Bernard Kleynhans and Serdar Kadioglu},
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title = {MABWiser: {A} Parallelizable Contextual Multi-Armed Bandit Library for Python},
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booktitle = {31st {IEEE} International Conference on Tools with Artificial Intelligence, {ICTAI} 2019, Portland, OR, USA, November 4-6, 2019},
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pages = {909--914},
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publisher = {{IEEE}},
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year = {2019},
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url = {https://doi.org/10.1109/ICTAI.2019.00129},
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doi = {10.1109/ICTAI.2019.00129},
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author = {Emily Strong and Bernard Kleynhans and Serdar Kadioglu},
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title = {MABWiser: {A} Parallelizable Contextual Multi-Armed Bandit Library for Python},
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booktitle = {31st {IEEE} International Conference on Tools with Artificial Intelligence, {ICTAI} 2019, Portland, OR, USA, November 4-6, 2019},
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pages = {909--914},
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publisher = {{IEEE}},
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year = {2019},
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url = {https://doi.org/10.1109/ICTAI.2019.00129},
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doi = {10.1109/ICTAI.2019.00129},
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}
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‎docs/_sources/new_bandit.rst.txt

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To strengthen your test suite, consider other unittests with different number of arms,
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decisions and rewards to assert that your bandit behaves correctly.
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Add corresponding unittests in ``test_invalid.py`` to validate the parameters that are passed to your ``_MyCoolPolicy`` class.
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**Congratulations!!** You are now ready to share your new cool policy with everyone. Next, let's send a pull request for code review.
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4. Sending a Pull Request

‎docs/_static/documentation_options.js

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var DOCUMENTATION_OPTIONS = {
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URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
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VERSION: '2.2.0',
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VERSION: '2.3.0',
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LANGUAGE: 'None',
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COLLAPSE_INDEX: false,
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BUILDER: 'html',

‎docs/about.html

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<meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
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<title>About Multi-Armed Bandits &mdash; MABWiser 2.2.0 documentation</title>
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<title>About Multi-Armed Bandits &mdash; MABWiser 2.3.0 documentation</title>
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<link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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<link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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<!--[if lt IE 9]>

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