{
    "info": {
        "author": "Joshua Edgerton, Esteban Fajardo",
        "author_email": "ef2451@columbia.edu, jae2154@columbia.edu",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 3 - Alpha",
            "License :: OSI Approved :: BSD License",
            "Programming Language :: Python :: 2.7",
            "Topic :: Scientific/Engineering :: Mathematics",
            "Topic :: Utilities"
        ],
        "description": "CompleteThat (v0.1dev) \n====================\n\nCompleteThat is a python package that solves the low rank matrix completion\nproblem. Given a low rank matrix with partial entries the package solves an\noptimization problem to estimate the missing entries.\n\nMathematically, the package solves a relaxation (using the nuclear norm or the \nFrobenius norm of the objective matrix) of the following problem:\n\n  minimize_{X} ||X||\n  st. X(i,j) = M(i,j) \\forall (i,j)\\in \\Omega,\n  where, M represents the data matrix and \\Omega represents the set of p\n  observed entries of M\n\nUsage\n-------\n\n>>> from completethat import MatrixCompletion\n>>> problem = MatrixCompletion(M)\n>>> problem.complete_it(algo_name)\n>>> X = problem.get_matrix()\n>>> out_info = problem.get_out() \n\n>>> from completethat import MatrixCompletionBD\n>>> problem = MatrixCompletionBD('input_data.txt')\n>>> problem.train_sgd(dimension=6,init_step_size=.01,min_step=.000001, reltol=.001,rand_init_scale=10,   maxiter=1000,batch_size_sgd=50000,shuffle=True)\n>>> problem.validate_sgd('test_data.txt')\n>>> problem.save_model()\n\nAuthors \n-------\n\nThis package was written by Joshua Edgerton and Esteban Fajardo\n\nAcknowledgments\n-------\n\nThis package is the result of the final project for the class EEOR E4650: Convex\nOptimization at Columbia University, Fall 2014. We would like to thank the\nauthors of the different algorithms used in the package to solve the problem.",
        "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": "BSD",
        "maintainer": null,
        "maintainer_email": null,
        "name": "completethat",
        "package_url": "https://pypi.org/project/completethat/",
        "platform": "UNKNOWN",
        "project_url": "https://pypi.org/project/completethat/",
        "project_urls": {
            "Download": "UNKNOWN",
            "Homepage": "UNKNOWN"
        },
        "release_url": "https://pypi.org/project/completethat/0.1dev/",
        "requires_dist": null,
        "requires_python": null,
        "summary": "A package to solve low rank matrix completion problems",
        "version": "0.1dev"
    },
    "last_serial": 1391198,
    "releases": {
        "0.1dev": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "ca90c31f7b624deaac512e5d9ebd63ea",
                    "sha256": "a25c55221f5f0df4b5b30a4542e133906fc330e0ee8344c972efa291a970fc58"
                },
                "downloads": -1,
                "filename": "completethat-0.1dev.tar.gz",
                "has_sig": false,
                "md5_digest": "ca90c31f7b624deaac512e5d9ebd63ea",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 5883,
                "upload_time": "2015-01-04T19:15:03",
                "url": "https://files.pythonhosted.org/packages/f7/2b/6db22e33ce48ac60fdc1595fdbd0e7401093a8ba3192f756b7767a755b12/completethat-0.1dev.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "ca90c31f7b624deaac512e5d9ebd63ea",
                "sha256": "a25c55221f5f0df4b5b30a4542e133906fc330e0ee8344c972efa291a970fc58"
            },
            "downloads": -1,
            "filename": "completethat-0.1dev.tar.gz",
            "has_sig": false,
            "md5_digest": "ca90c31f7b624deaac512e5d9ebd63ea",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 5883,
            "upload_time": "2015-01-04T19:15:03",
            "url": "https://files.pythonhosted.org/packages/f7/2b/6db22e33ce48ac60fdc1595fdbd0e7401093a8ba3192f756b7767a755b12/completethat-0.1dev.tar.gz"
        }
    ]
}