{
    "info": {
        "author": "Aaron Hosford",
        "author_email": "hosford42@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: BSD License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3 :: Only",
            "Topic :: Scientific/Engineering",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
        ],
        "description": "XCS\n===\n\n*Accuracy-based Learning Classifier Systems for Python 3*\n\nLinks\n-----\n\n-  `Project Home <http://hosford42.github.io/xcs/>`__\n-  `Tutorial <https://pythonhosted.org/xcs/>`__\n-  `Source <https://github.com/hosford42/xcs>`__\n-  `Distribution <https://pypi.python.org/pypi/xcs>`__\n\nThe package is available for download under the permissive `Revised BSD\nLicense <https://github.com/hosford42/xcs/blob/master/LICENSE>`__.\n\nDescription\n-----------\n\nXCS is a Python 3 implementation of the XCS algorithm as described in\nthe 2001 paper, `An Algorithmic Description of\nXCS <http://link.springer.com/chapter/10.1007/3-540-44640-0_15>`__, by\n`Martin\nButz <http://www.uni-tuebingen.de/fakultaeten/mathematisch-naturwissenschaftliche-fakultaet/fachbereiche/informatik/lehrstuehle/cognitive-modeling/staff/staff/martin-v-butz.html>`__\nand `Stewart Wilson <http://prediction-dynamics.com/>`__. XCS is a type\nof `Learning Classifier System\n(LCS) <http://en.wikipedia.org/wiki/Learning_classifier_system>`__, a\n`machine learning <http://en.wikipedia.org/wiki/Machine_learning>`__\nalgorithm that utilizes a `genetic\nalgorithm <http://en.wikipedia.org/wiki/Genetic_algorithm>`__ acting on\na rule-based system, to solve a `reinforcement\nlearning <http://en.wikipedia.org/wiki/Reinforcement_learning>`__\nproblem.\n\nIn its canonical form, XCS accepts a fixed-width string of bits as its\ninput, and attempts to select the best action from a predetermined list\nof choices using an evolving set of rules that match inputs and offer\nappropriate suggestions. It then receives a reward signal indicating the\nquality of its decision, which it uses to adjust the rule set that was\nused to make the decision. This process is subsequently repeated,\nallowing the algorithm to evaluate the changes it has already made and\nfurther refine the rule set.\n\nA key feature of XCS is that, unlike many other machine learning\nalgorithms, it not only learns the optimal input/output mapping, but\nalso produces a minimal set of rules for describing that mapping. This\nis a big advantage over other learning algorithms such as `neural\nnetworks <http://en.wikipedia.org/wiki/Artificial_neural_network>`__\nwhose models are largely opaque to human analysis, making XCS an\nimportant tool in any data scientist's tool belt.\n\nThe XCS library provides not only an implementation of the standard XCS\nalgorithm, but a set of interfaces which together constitute a framework\nfor implementing and experimenting with other LCS variants. Future plans\nfor the XCS library include continued expansion of the tool set with\nadditional algorithms, and refinement of the interface to support\nreinforcement learning algorithms in general.\n\nRelated Projects\n----------------\n\n-  Pier Luca Lanzi's `XCS Library\n   (xcslib) <http://xcslib.sourceforge.net/>`__ (C++)\n-  Ryan J. Urbanowicz's `LCS Implementations for SNP\n   Environment <http://gbml.org/2010/03/24/python-lcs-implementations-xcs-ucs-mcs-for-snp-environment/>`__\n   and `ExSTraCS <http://www.sourceforge.net/projects/exstracs/>`__\n   (Python)\n-  Martin Butz's `JavaXCSF <http://www.cm.inf.uni-tuebingen.de/Code>`__\n   (Java)",
        "description_content_type": null,
        "docs_url": "https://pythonhosted.org/xcs/",
        "download_url": null,
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "http://hosford42.github.io/xcs",
        "keywords": "xcs accuracy classifier lcs reinforcement machine learning",
        "license": "Revised BSD",
        "maintainer": null,
        "maintainer_email": null,
        "name": "xcs",
        "package_url": "https://pypi.org/project/xcs/",
        "platform": "any",
        "project_url": "https://pypi.org/project/xcs/",
        "project_urls": {
            "Homepage": "http://hosford42.github.io/xcs"
        },
        "release_url": "https://pypi.org/project/xcs/1.0.0/",
        "requires_dist": null,
        "requires_python": null,
        "summary": "XCS (Accuracy-based Classifier System)",
        "version": "1.0.0"
    },
    "last_serial": 1593655,
    "releases": {
        "1.0.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "84b0dc55ef59ab4497e67ed07265aebf",
                    "sha256": "1254131b1b65dab81e7f076f3750c62b9b4bf0045250c008c4999b535824c12f"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "84b0dc55ef59ab4497e67ed07265aebf",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 53717,
                "upload_time": "2015-06-16T01:37:03",
                "url": "https://files.pythonhosted.org/packages/fc/a5/3f3ef5be95e94eb44cc00be66073624bb468290432690cfca19b7b999fb0/xcs-1.0.0-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "713e06dc39a95889d42f3b8cede007d0",
                    "sha256": "e5a21b2787ca6c3aa30c7f016403e81c456537f6b4f8c65a57f9a3866d69b779"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0.zip",
                "has_sig": false,
                "md5_digest": "713e06dc39a95889d42f3b8cede007d0",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 121897,
                "upload_time": "2015-06-16T01:36:59",
                "url": "https://files.pythonhosted.org/packages/70/b1/f360d661d4058b4f1efeda358b3312595d7be5cfedc3f8349c88c5711677/xcs-1.0.0.zip"
            }
        ],
        "1.0.0a0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "49596ff4eb33466da74cec41e1aa9341",
                    "sha256": "a5df1fb60d7fe0f3d224e7981351136b41e0d8b36fd5f787b70cbdf6ec7aadb3"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a0-cp34-none-win_amd64.whl",
                "has_sig": false,
                "md5_digest": "49596ff4eb33466da74cec41e1aa9341",
                "packagetype": "bdist_wheel",
                "python_version": "cp34",
                "requires_python": null,
                "size": 1784,
                "upload_time": "2015-05-09T15:14:36",
                "url": "https://files.pythonhosted.org/packages/d2/de/6357f7e3576487a9bde0a2525fc84b6964b4cd69847fbc58b2f014e99d53/xcs-1.0.0a0-cp34-none-win_amd64.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "361628ca79d98a13ca64fefd6df099ca",
                    "sha256": "23f373bbe82c20afb3fea1604d36eb7703ea3a3bef9a0f10fe79046706715953"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a0.zip",
                "has_sig": false,
                "md5_digest": "361628ca79d98a13ca64fefd6df099ca",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 4802,
                "upload_time": "2015-05-09T15:14:39",
                "url": "https://files.pythonhosted.org/packages/19/74/94d2874d2c9a6e049b34e4339cf88f1a8646c934472c02b1a79fa5850bff/xcs-1.0.0a0.zip"
            }
        ],
        "1.0.0a1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "9f964f2a9c743194def94d8310e58b58",
                    "sha256": "2ee4192a524eba36a5c63aefe62c24c63ef83f80741db505aeca3ae155625a86"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "9f964f2a9c743194def94d8310e58b58",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 12935,
                "upload_time": "2015-05-09T22:16:19",
                "url": "https://files.pythonhosted.org/packages/4c/cd/48b5c859a3346157da913afefb16914e7eafda20d27dc2e070ccbb9d99af/xcs-1.0.0a1-py3-none-any.whl"
            }
        ],
        "1.0.0a2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "64eed1548d04412a1ae404fff004925b",
                    "sha256": "257a6c510d6f142261e3467f40e45734be615e4402b00f393d29b7ce14971772"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a2-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "64eed1548d04412a1ae404fff004925b",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 13741,
                "upload_time": "2015-05-11T04:36:48",
                "url": "https://files.pythonhosted.org/packages/ad/2d/742361150e22b73cf9582e8308996c586d91a8b5a61db37f51dc8aa4232f/xcs-1.0.0a2-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "f0118e98dc10dec9ed7f57ffe1425799",
                    "sha256": "acabda3c8a042513ba025a5c9b2106008b52ff2473ed794e6cdb12ec54574ed9"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a2.zip",
                "has_sig": false,
                "md5_digest": "f0118e98dc10dec9ed7f57ffe1425799",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 16604,
                "upload_time": "2015-05-11T04:36:51",
                "url": "https://files.pythonhosted.org/packages/88/db/1131d04cc04dc5470489613e73139588a760b093cee8d7badc57095e6635/xcs-1.0.0a2.zip"
            }
        ],
        "1.0.0a4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "7a9ed27560ccb2ef1c724deefff121cb",
                    "sha256": "3fe11330e4532ef96ad4680c64eb7943461998e3d1639bf73427ea557991cc6c"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a4-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "7a9ed27560ccb2ef1c724deefff121cb",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 20261,
                "upload_time": "2015-05-14T03:54:15",
                "url": "https://files.pythonhosted.org/packages/2c/88/c66aba53054228219940aa2d910a34533e05d5bfc2a6c2c12b7f08aac3e1/xcs-1.0.0a4-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "9105e0d75a8aae3f7e95d1406034ca9f",
                    "sha256": "0c60d254e4e62019ea4bd23d40e063cbb4ba43b6b38210ca430263085b6af312"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a4.zip",
                "has_sig": false,
                "md5_digest": "9105e0d75a8aae3f7e95d1406034ca9f",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 22195,
                "upload_time": "2015-05-14T03:54:20",
                "url": "https://files.pythonhosted.org/packages/da/91/bdc3bc34a5c52895d7c300030aa131e14bb92876a938dbbf63047ca8c0c8/xcs-1.0.0a4.zip"
            }
        ],
        "1.0.0a5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "284afe6104526dc6719d5048bba06cda",
                    "sha256": "db64f338ac8115dd45cbe144e00d5967a39dba1a48abd17e8c7ee212402db743"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a5-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "284afe6104526dc6719d5048bba06cda",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 21600,
                "upload_time": "2015-05-25T20:27:33",
                "url": "https://files.pythonhosted.org/packages/1a/21/9b26e230e655074fca5bb8d09d91eeaab1ac3b20535646e0357d20f6134f/xcs-1.0.0a5-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "580aec33fe7c6dc7d00903011c92d560",
                    "sha256": "86fa9c9afef9c03376edae3cf052df22cb12fcf9e93c90301f33b7957e650c08"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a5.zip",
                "has_sig": false,
                "md5_digest": "580aec33fe7c6dc7d00903011c92d560",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 23494,
                "upload_time": "2015-05-25T20:27:37",
                "url": "https://files.pythonhosted.org/packages/a3/26/c4972c905d6e90b29604b3960338fc090541f5fb20b1ed3f38f679faaef1/xcs-1.0.0a5.zip"
            }
        ],
        "1.0.0a6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "dbb31895d9ba5600f676d9b3b168bcae",
                    "sha256": "329fb8f56de573a578e0f2ae7fa71bbe7f853651fec72ce26c2601a1d76dce6a"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a6-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "dbb31895d9ba5600f676d9b3b168bcae",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 20594,
                "upload_time": "2015-05-27T05:48:03",
                "url": "https://files.pythonhosted.org/packages/bb/92/00281089d2cd32a77495b261e6d06f94cb0eff63d41d6085cacdb79fbf1f/xcs-1.0.0a6-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "e7533a329bd5df56f9b3db7781c72a5e",
                    "sha256": "c7a65250106fd7343cb7c82114d3992888b4d4aad54e4c809532e8d0a96c91e0"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a6.zip",
                "has_sig": false,
                "md5_digest": "e7533a329bd5df56f9b3db7781c72a5e",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 75219,
                "upload_time": "2015-05-27T05:48:08",
                "url": "https://files.pythonhosted.org/packages/dd/6c/fdcabd10536dbe58d9802375c6d990852d71fd8fe9f04586da37bfe7e9a2/xcs-1.0.0a6.zip"
            }
        ],
        "1.0.0a7": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "cd6159d9a1f35a6a360204837d5bf0c1",
                    "sha256": "a60fc006d436402649c747461b62651752fd1e256b11b790ed5dfd1eb551b8e5"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a7-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "cd6159d9a1f35a6a360204837d5bf0c1",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 20684,
                "upload_time": "2015-05-27T23:45:21",
                "url": "https://files.pythonhosted.org/packages/df/f3/7ae2ae93b9c56a020dd0880f33d49916d74a78079c274890403c84133386/xcs-1.0.0a7-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "a1e82e81b6a904f5bc117631c9a45112",
                    "sha256": "315290d5a2316d3a535279b397aba14aa2d4a6e1a577036271a450b42adec723"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a7.zip",
                "has_sig": false,
                "md5_digest": "a1e82e81b6a904f5bc117631c9a45112",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 75302,
                "upload_time": "2015-05-27T23:45:26",
                "url": "https://files.pythonhosted.org/packages/67/9c/110ffa3ef1c23441cab9b1f81da80b073a2a6dfb95fcae1e590703560167/xcs-1.0.0a7.zip"
            }
        ],
        "1.0.0a8": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "dc6548be38e88c92914e054d13efc2e2",
                    "sha256": "ce4bcbcda6102aa8218c2190c29eeb7c0f3f70ff7f82f3c87ff87e9519f62bfa"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a8-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "dc6548be38e88c92914e054d13efc2e2",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 22955,
                "upload_time": "2015-06-01T04:29:10",
                "url": "https://files.pythonhosted.org/packages/6b/1b/ed6a87564e63a3b7756118b306eb7f89371d8ded5644763b83db9791cf42/xcs-1.0.0a8-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "746923502349473d5d6cd89d36cecd41",
                    "sha256": "d79588b9b9458d8c77262862d242d5184059412920ffcebdbfefec8d4e07e01d"
                },
                "downloads": -1,
                "filename": "xcs-1.0.0a8.zip",
                "has_sig": false,
                "md5_digest": "746923502349473d5d6cd89d36cecd41",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 85204,
                "upload_time": "2015-06-01T04:29:14",
                "url": "https://files.pythonhosted.org/packages/5e/c7/0a802f1464f9ba35edbc430ccd26052704e820259a531ac15ac58a961f1c/xcs-1.0.0a8.zip"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "84b0dc55ef59ab4497e67ed07265aebf",
                "sha256": "1254131b1b65dab81e7f076f3750c62b9b4bf0045250c008c4999b535824c12f"
            },
            "downloads": -1,
            "filename": "xcs-1.0.0-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "84b0dc55ef59ab4497e67ed07265aebf",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": null,
            "size": 53717,
            "upload_time": "2015-06-16T01:37:03",
            "url": "https://files.pythonhosted.org/packages/fc/a5/3f3ef5be95e94eb44cc00be66073624bb468290432690cfca19b7b999fb0/xcs-1.0.0-py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "713e06dc39a95889d42f3b8cede007d0",
                "sha256": "e5a21b2787ca6c3aa30c7f016403e81c456537f6b4f8c65a57f9a3866d69b779"
            },
            "downloads": -1,
            "filename": "xcs-1.0.0.zip",
            "has_sig": false,
            "md5_digest": "713e06dc39a95889d42f3b8cede007d0",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 121897,
            "upload_time": "2015-06-16T01:36:59",
            "url": "https://files.pythonhosted.org/packages/70/b1/f360d661d4058b4f1efeda358b3312595d7be5cfedc3f8349c88c5711677/xcs-1.0.0.zip"
        }
    ]
}