{ "info": { "author": "Ho Xuan Vinh", "author_email": "hxvinh.hcmus@gmail.com", "bugtrack_url": null, "classifiers": [ "License :: OSI Approved :: MIT License", "Operating System :: OS Independent", "Programming Language :: Python :: 3" ], "description": "Quantitative Input Influence - an influence measures for Algorithmic Transparency\n\nThe `qii_tool` package is an implementation of the QII method proposed in the paper [\"Algorithmic Transparency via Quantitative Input Influence: Theory and Experiments with Learning Systems\"](https://www.comp.nus.edu.sg/~zick/papers/transparency.oakland16.pdf). The original paper discusses the transparency-privacy tradeoff, whereas this particular package only exploits its transparency aspect to be used as an influence measures - an instance of interpretable machine learning.\n\nInstall `qii_tool` on your system using:\n```python\npip install qii_tool\n```\nExamples can be found in this [repository](https://github.com/hovinh/QII).\n\n", "description_content_type": "text/markdown", "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/hovinh/QII", "keywords": "", "license": "", "maintainer": "", "maintainer_email": "", "name": "qii-tool", "package_url": "https://pypi.org/project/qii-tool/", "platform": "", "project_url": "https://pypi.org/project/qii-tool/", "project_urls": { "Homepage": "https://github.com/hovinh/QII" }, "release_url": "https://pypi.org/project/qii-tool/0.1.3/", "requires_dist": [ "numpy" ], "requires_python": "", "summary": "A package implements Quantitative Input Influence method", "version": "0.1.3" }, "last_serial": 4831657, "releases": { "0.1.0": [ { "comment_text": "", "digests": { "md5": "70e8f11c22b3b4612b92ad597cc65abc", "sha256": "c83f30586ad3c516dac8924a25a90559a54dd174d37cd3503b6fc7d24df7775a" }, "downloads": -1, "filename": "qii_tool-0.1.0-py3-none-any.whl", "has_sig": false, "md5_digest": "70e8f11c22b3b4612b92ad597cc65abc", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": null, "size": 3651, "upload_time": "2019-02-17T05:41:16", "url": "https://files.pythonhosted.org/packages/f5/ff/ab24be99d8500b0de78856fcb29049450398d50084d05cd2ea482e853e8c/qii_tool-0.1.0-py3-none-any.whl" } ], "0.1.1": [ { "comment_text": "", "digests": { "md5": "291aafd005c1727906ef48425891c0e2", "sha256": "1a71a6546bfebc2207ef1850952edf8009bb628f954f3ca629313cc1ea6cf9bb" }, "downloads": -1, "filename": "qii_tool-0.1.1-py3-none-any.whl", "has_sig": false, "md5_digest": "291aafd005c1727906ef48425891c0e2", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": null, "size": 6866, "upload_time": "2019-02-17T06:33:04", "url": "https://files.pythonhosted.org/packages/44/86/5d229b9976838c6cd86c6575c4048ea420dc4ceffd83ae1cad07c84a77a7/qii_tool-0.1.1-py3-none-any.whl" } ], "0.1.2": [ { "comment_text": "", "digests": { "md5": "1ea2acf50ee93c37d60672322b6546f6", "sha256": "444d6b7a4c5b0e2e85f13f2c5491371806fc8f93f0b226c805566cd1a277e6cf" }, "downloads": -1, "filename": "qii_tool-0.1.2-py3-none-any.whl", "has_sig": false, "md5_digest": "1ea2acf50ee93c37d60672322b6546f6", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": null, "size": 6950, "upload_time": "2019-02-17T13:27:42", "url": "https://files.pythonhosted.org/packages/38/f1/9c76ae195d68db6420afa51029d6cb1994c9fa482f3a62513d4825ee12e4/qii_tool-0.1.2-py3-none-any.whl" } ], "0.1.3": [ { "comment_text": "", "digests": { "md5": "39e8a16332185924f8ebb83b0d2376b3", "sha256": "b5dbc7c3bfcd8af860a6acd19427998e42da2c905cc5e36748e7e15b921a4f00" }, "downloads": -1, "filename": "qii_tool-0.1.3-py3-none-any.whl", "has_sig": false, "md5_digest": "39e8a16332185924f8ebb83b0d2376b3", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": null, "size": 6944, "upload_time": "2019-02-17T14:51:02", "url": "https://files.pythonhosted.org/packages/f0/30/78db1652ea9974b8113cf0b538ad9979f00fea27d82b1caf5b14788d66f4/qii_tool-0.1.3-py3-none-any.whl" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "39e8a16332185924f8ebb83b0d2376b3", "sha256": "b5dbc7c3bfcd8af860a6acd19427998e42da2c905cc5e36748e7e15b921a4f00" }, "downloads": -1, "filename": "qii_tool-0.1.3-py3-none-any.whl", "has_sig": false, "md5_digest": "39e8a16332185924f8ebb83b0d2376b3", "packagetype": "bdist_wheel", "python_version": "py3", "requires_python": null, "size": 6944, "upload_time": "2019-02-17T14:51:02", "url": "https://files.pythonhosted.org/packages/f0/30/78db1652ea9974b8113cf0b538ad9979f00fea27d82b1caf5b14788d66f4/qii_tool-0.1.3-py3-none-any.whl" } ] }