{
    "info": {
        "author": "Anton Akusok",
        "author_email": "akusok.a@gmail.com",
        "bugtrack_url": null,
        "classifiers": [],
        "description": "MD-ELM\n\nDetection of originally mislabelled samples in a dataset, with Optimally Pruned Extreme Learning Machine (OP-ELM).\n\nThe MDELM function is the core of MD-ELM method, which returns 'likelihood of being a mislabel' score for each sample.\n\nAdditional methods are given for running the whole methodology. They generate multiple models, store them in files, \nprocess the models and combine results. Here is an example code to use them:\n\n    X,Y = cPickle.load(open(\"data.pkl\",\"rb\"))\n    mfiles = build_models(X,Y, X.shape[0]/10, k=4, path=\"./try\")\n\n    # run all experiments\n    for data in mfiles:\n        for elm in data:\n            run_model(elm)\n\n    scores = np.zeros((X.shape[0],))\n    for data in mfiles:\n        found = analyze_models(data)\n        scores[found] += 1\n    print scores\n    print \"done\"\n    \nModel files from path=\"./try\" folder can be processed independently with run_model() function on different machines.",
        "description_content_type": null,
        "docs_url": null,
        "download_url": "UNKNOWN",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "UNKNOWN",
        "keywords": null,
        "license": "MIT",
        "maintainer": null,
        "maintainer_email": null,
        "name": "MD-ELM",
        "package_url": "https://pypi.org/project/MD-ELM/",
        "platform": "UNKNOWN",
        "project_url": "https://pypi.org/project/MD-ELM/",
        "project_urls": {
            "Download": "UNKNOWN",
            "Homepage": "UNKNOWN"
        },
        "release_url": "https://pypi.org/project/MD-ELM/0.61/",
        "requires_dist": null,
        "requires_python": null,
        "summary": "Mislabeled samples detection with OP-ELM",
        "version": "0.61"
    },
    "last_serial": 1036970,
    "releases": {
        "0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "92667410c9f591d42cf06634152a5bea",
                    "sha256": "ab6b54d7184f63a311194393347409366f612fd72295c45263e8ec4d86459edc"
                },
                "downloads": -1,
                "filename": "MD-ELM-0.1.tar.gz",
                "has_sig": false,
                "md5_digest": "92667410c9f591d42cf06634152a5bea",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 1687,
                "upload_time": "2014-03-21T10:18:37",
                "url": "https://files.pythonhosted.org/packages/63/ac/eb787173d3e67b7be4155932d0c274a9a2a5b04ec74fd0c83f08b39de356/MD-ELM-0.1.tar.gz"
            }
        ],
        "0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "e143e7d7ec5458eb50fde2b549828ec1",
                    "sha256": "b23b02885d7395afb4d7d0c76c0383a05fb9ca3b7b77371e54bd27df83a35421"
                },
                "downloads": -1,
                "filename": "MD-ELM-0.2.tar.gz",
                "has_sig": false,
                "md5_digest": "e143e7d7ec5458eb50fde2b549828ec1",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7432,
                "upload_time": "2014-03-21T10:33:10",
                "url": "https://files.pythonhosted.org/packages/75/59/f4068fbe446e683964e5f956b89e6cfc3c5444d8d94b5b7c51f97843789a/MD-ELM-0.2.tar.gz"
            }
        ],
        "0.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "d7d19440609de4fd742f24e33dc13d46",
                    "sha256": "ca75bd0639af4c44452d5d4adaf662af43d7525572af386ce6b921a078cc8ef7"
                },
                "downloads": -1,
                "filename": "MD-ELM-0.3.tar.gz",
                "has_sig": false,
                "md5_digest": "d7d19440609de4fd742f24e33dc13d46",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6860,
                "upload_time": "2014-03-21T10:36:15",
                "url": "https://files.pythonhosted.org/packages/a1/8d/fc82bff12c37ec80204f8e58bb4e3f3802ddb74446ee8d53e7df45777c20/MD-ELM-0.3.tar.gz"
            }
        ],
        "0.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "c62622dc9cd1fb7c738de3a601112c08",
                    "sha256": "6d173705739efe56d346a656ee308af15f9ed19a25be142fc9d94b27cae0e38b"
                },
                "downloads": -1,
                "filename": "MD-ELM-0.4.tar.gz",
                "has_sig": false,
                "md5_digest": "c62622dc9cd1fb7c738de3a601112c08",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9329,
                "upload_time": "2014-03-21T10:38:41",
                "url": "https://files.pythonhosted.org/packages/03/46/c3c8199bce504a3b3ef8b7641555d726f906a4e19cb7e19e2bf77045add4/MD-ELM-0.4.tar.gz"
            }
        ],
        "0.41": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "770f3ca2e86a97c38d11cf51153b265f",
                    "sha256": "027513998eae0d6909f5124f3de8d9baba6252744f7b10e148c4293618377466"
                },
                "downloads": -1,
                "filename": "MD-ELM-0.41.tar.gz",
                "has_sig": false,
                "md5_digest": "770f3ca2e86a97c38d11cf51153b265f",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9346,
                "upload_time": "2014-03-21T10:40:47",
                "url": "https://files.pythonhosted.org/packages/c9/7b/b085031e66968d8b8744e6829bbce69dc16bcab67d2999d6ee82bf19e88b/MD-ELM-0.41.tar.gz"
            }
        ],
        "0.42": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "f81a4519a571265f50a668f197fca0c7",
                    "sha256": "babfebd62effaa308087012b59f388744a5acacb87ced28ce753043eea8b389b"
                },
                "downloads": -1,
                "filename": "MD-ELM-0.42.tar.gz",
                "has_sig": false,
                "md5_digest": "f81a4519a571265f50a668f197fca0c7",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9365,
                "upload_time": "2014-03-21T10:45:21",
                "url": "https://files.pythonhosted.org/packages/1f/2f/3af4f5fb4c2360de049e07785c2706494ddd7c0b7a437c5fadf78fd1b5dc/MD-ELM-0.42.tar.gz"
            }
        ],
        "0.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "073034d95c30bebd58a3dc1077409a6d",
                    "sha256": "9ced3367fe8eb7c4ac6518cc7704b936a13edc2be860c1395da3782d1f87519e"
                },
                "downloads": -1,
                "filename": "MD-ELM-0.5.tar.gz",
                "has_sig": false,
                "md5_digest": "073034d95c30bebd58a3dc1077409a6d",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9349,
                "upload_time": "2014-03-21T10:55:25",
                "url": "https://files.pythonhosted.org/packages/7e/51/3a89be7415b37ce6a4ca162df47ef56b635ddc6c613a3893b4ed2dded9b8/MD-ELM-0.5.tar.gz"
            }
        ],
        "0.6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "dcbfb27820d8255a34895d459519e1f8",
                    "sha256": "9ca6674bdfb220408fa3a9b235445d1502fcd1d14f0745d7f903a349905cfe35"
                },
                "downloads": -1,
                "filename": "MD-ELM-0.6.tar.gz",
                "has_sig": false,
                "md5_digest": "dcbfb27820d8255a34895d459519e1f8",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9565,
                "upload_time": "2014-03-21T11:05:07",
                "url": "https://files.pythonhosted.org/packages/25/30/252a4bd771efa05538ced0f06a509c62ba23ef1bd862a92610506b880e89/MD-ELM-0.6.tar.gz"
            }
        ],
        "0.61": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "51018a56f7511539ff22ace145edf04d",
                    "sha256": "c1fe040c3f850e4a6b715256548a23df52e617e3020c831f803e1fe4fa95d9f6"
                },
                "downloads": -1,
                "filename": "MD-ELM-0.61.tar.gz",
                "has_sig": false,
                "md5_digest": "51018a56f7511539ff22ace145edf04d",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9566,
                "upload_time": "2014-03-21T11:42:06",
                "url": "https://files.pythonhosted.org/packages/17/05/8e6f000d65fd81e83a55284e005ca6b227f1aa52872da5f457f113a6bb56/MD-ELM-0.61.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "51018a56f7511539ff22ace145edf04d",
                "sha256": "c1fe040c3f850e4a6b715256548a23df52e617e3020c831f803e1fe4fa95d9f6"
            },
            "downloads": -1,
            "filename": "MD-ELM-0.61.tar.gz",
            "has_sig": false,
            "md5_digest": "51018a56f7511539ff22ace145edf04d",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 9566,
            "upload_time": "2014-03-21T11:42:06",
            "url": "https://files.pythonhosted.org/packages/17/05/8e6f000d65fd81e83a55284e005ca6b227f1aa52872da5f457f113a6bb56/MD-ELM-0.61.tar.gz"
        }
    ]
}