Titlebook: Data Science and Predictive Analytics; Biomedical and Healt Ivo D. Dinov Textbook 2023Latest edition The Editor(s) (if applicable) and The

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inchoate

Geotechnologies and the Environmentdentifying groups of collocated objects, and explicating interrelations between different objects in transactional data. We demonstrate these methods using text from course syllabi, job descriptions, film reviews, and head and neck cancer medication descriptions.

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J. E. Gubernatis,R. N. Silver,M. Jarrell key feature of the R markdown electronic notebook. Uniquely, R provides support for direct and dynamic integration of objects, data, and functions across dozens of other programming languages into the same analytical protocol.

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S. Saito,A. Oshiyama,Y. Miyamotoell as modern alternative strategies for ranking variable importance, such as regularized linear modeling. In addition, we will present knockoff feature filtering as a controlled variable selection method with explicit control over the false discovery rate of salient features.

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,Qualitative Learning Methods—Text Mining, Natural Language Processing, and Apriori Association Ruledentifying groups of collocated objects, and explicating interrelations between different objects in transactional data. We demonstrate these methods using text from course syllabi, job descriptions, film reviews, and head and neck cancer medication descriptions.

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Specialized Machine Learning Topics, key feature of the R markdown electronic notebook. Uniquely, R provides support for direct and dynamic integration of objects, data, and functions across dozens of other programming languages into the same analytical protocol.

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Variable Importance and Feature Selection,ell as modern alternative strategies for ranking variable importance, such as regularized linear modeling. In addition, we will present knockoff feature filtering as a controlled variable selection method with explicit control over the false discovery rate of salient features.

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