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Logistic Regression\u003c/h2\u003e\n\u003cp\u003eLogistic regression is a type of regression analysis used for predicting the outcome of a categorical dependent variable based on one or more predictor variables. \n\u003c/p\u003e\n\u003cdiv\u003e\u003cimg src=\"http://upload.wikimedia.org/wikipedia/commons/thumb/3/3a/Linear_regression.svg/438px-Linear_regression.svg.png\"\u003e\u003c/div\u003e\n\n\u003ch2\u003eVariables\u003c/h2\u003e\n\u003cul\u003e\n\t\u003cli\u003eWords – we’ll examine how distinct is the vocabulary of each genre.\u003c/li\u003e\n\t\u003cli\u003eStructure – if time constraints will allow, we’ll examine whether genres also imply a certain structure on the lyrics.\u003c/li\u003e\n\t\u003cli\u003eDiversity – even if genres use the same words, do they repeat themselves (“Baby, baby, baby oooh”), or does each song contain a wider selection of words?\u003c/li\u003e\n\u003c/ul\u003e\n\n\u003ch2\u003eLimitations and Future Enhancements\u003c/h2\u003e\n\u003cp\u003eLyrics databases aren’t quality-controlled, don’t carry the same formats between songs (especially obvious with “censored” words, which can be written in different ways – S-it, Sh*t, *%#$, etc.)\nNo existing tree-banks on song lyrics, which limits us to low-level analysis.\nNo efficient data-mining tools – either we create them, or we hand-create all of our data-sets.\n\u003c/p\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzivl%2Fnlp_final","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fzivl%2Fnlp_final","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzivl%2Fnlp_final/lists"}