{ "info": { "author": "Li Yao", "author_email": "yaol17@mails.tsinghua.edu.cn", "bugtrack_url": null, "classifiers": [ "Intended Audience :: Science/Research", "Operating System :: OS Independent", "Programming Language :: Python", "Topic :: Scientific/Engineering" ], "description": "EVBUS: Estimate Variance Based on U-Statistics\n==============================================\n\nThis is a python implementation of the paper: Mentch, L. & Hooker, G. Quantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests. *J. Mach. Learn. Res*. 17, 1\u201341 (2016).\n\nInstallation\n------------\n::\n\n pip install EVBUS\n \nUsage\n-----\n::\n\n from EVBUS import calculate_variance\n from sklearn.datasets import load_boston\n import sklearn.model_selection as xval\n\n boston = load_boston()\n Y = boston.data[:, 12]\n X = boston.data[:, 0:12]\n\n bos_X_train, bos_X_test, bos_y_train, bos_y_test = xval.train_test_split(X, Y, test_size=0.3)\n\n v = calculate_variance(bos_X_train, bos_y_train, bos_X_test, reg=True)\n print(v)", "description_content_type": null, "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/liyao001/EVBUS", "keywords": "", "license": "Apache 2.0", "maintainer": "", "maintainer_email": "", "name": "EVBUS", "package_url": "https://pypi.org/project/EVBUS/", "platform": "", "project_url": "https://pypi.org/project/EVBUS/", "project_urls": { "Homepage": "https://github.com/liyao001/EVBUS" }, "release_url": "https://pypi.org/project/EVBUS/0.0.5/", "requires_dist": null, "requires_python": "", "summary": "Estimate Variance Based on U-Statistics (EVBUS)", "version": "0.0.5" }, "last_serial": 3633669, "releases": { "0.0.2": [ { "comment_text": "", "digests": { "md5": "4913e8f263d70120cd71690bf266808f", "sha256": "27a201845495452a25a9cf69fc9921de0387cb0244469735b19ad70f291531a4" }, "downloads": -1, "filename": "EVBUS-0.0.2.tar.gz", "has_sig": false, "md5_digest": "4913e8f263d70120cd71690bf266808f", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4542, "upload_time": "2018-02-24T16:19:34", "url": "https://files.pythonhosted.org/packages/41/36/7e6a14381bf707ccc5a554e051e8983ae35bae91dbb1d4db94d49dd177ab/EVBUS-0.0.2.tar.gz" } ], "0.0.3": [ { "comment_text": "", "digests": { "md5": "59b72cbd917e3a8f0eadcc25de191e81", "sha256": "e33edacd58fc770779b713f7b86d6dbc40e1ea6d0b56daa0646e916fc18f4fe8" }, "downloads": -1, "filename": "EVBUS-0.0.3.tar.gz", "has_sig": false, "md5_digest": "59b72cbd917e3a8f0eadcc25de191e81", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4553, "upload_time": "2018-02-26T08:32:25", "url": "https://files.pythonhosted.org/packages/ef/86/6775732d9c94106a593c5df2979bf0236ca757d8c9d8bad52af1ebaa2bf2/EVBUS-0.0.3.tar.gz" } ], "0.0.4": [ { "comment_text": "", "digests": { "md5": "2247054da3f4a84c781c4b0b435d1c0e", "sha256": "be8558d20da407dbd4e55e6fb4f367dbd9811a33903d9214b476206d2af7ecba" }, "downloads": -1, "filename": "EVBUS-0.0.4.tar.gz", "has_sig": false, "md5_digest": "2247054da3f4a84c781c4b0b435d1c0e", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4560, "upload_time": "2018-02-28T12:03:34", "url": "https://files.pythonhosted.org/packages/56/74/74ece578dea49929afe27ae0d32dc123921c0514d88785b33a9314b24fe7/EVBUS-0.0.4.tar.gz" } ], "0.0.5": [ { "comment_text": "", "digests": { "md5": "b44ac739f3a189d441409a78975db034", "sha256": "feaa6dce8b434ec66cf0d3ba26d87d7cec84296b7999053ee03154d5bb8d8c31" }, "downloads": -1, "filename": "EVBUS-0.0.5.tar.gz", "has_sig": false, "md5_digest": "b44ac739f3a189d441409a78975db034", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4547, "upload_time": "2018-03-03T04:05:08", "url": "https://files.pythonhosted.org/packages/7d/c0/f0e27831d7d79ad8fb13351301997819e322c36421fbf188d8d5f95dacda/EVBUS-0.0.5.tar.gz" } ] }, "urls": [ { "comment_text": "", "digests": { "md5": "b44ac739f3a189d441409a78975db034", "sha256": "feaa6dce8b434ec66cf0d3ba26d87d7cec84296b7999053ee03154d5bb8d8c31" }, "downloads": -1, "filename": "EVBUS-0.0.5.tar.gz", "has_sig": false, "md5_digest": "b44ac739f3a189d441409a78975db034", "packagetype": "sdist", "python_version": "source", "requires_python": null, "size": 4547, "upload_time": "2018-03-03T04:05:08", "url": "https://files.pythonhosted.org/packages/7d/c0/f0e27831d7d79ad8fb13351301997819e322c36421fbf188d8d5f95dacda/EVBUS-0.0.5.tar.gz" } ] }