Predictive Analytics with KNIME

£74.50

Predictive Analytics with KNIME

Analytics for Citizen Data Scientists

Economics, Finance, Business and Management Probability and statistics Mathematical and statistical software Data mining Expert systems / knowledge-based systems

Author: Frank Acito

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Collection: Mathematics and Statistics

Language: English

Published by: Springer

Published on: 29th November 2023

Format: LCP-protected ePub

ISBN: 9783031456305


About the Book

This book is about data analytics, including problem definition, data preparation, and data analysis. A variety of techniques (e.g., regression, logistic regression, cluster analysis, neural nets, decision trees, and others) are covered with conceptual background as well as demonstrations of KNIME using each tool.

Using KNIME

The book uses KNIME, which is a comprehensive, open-source software tool for analytics that does not require coding but instead uses an intuitive drag-and-drop workflow to create a network of connected nodes on an interactive canvas. KNIME workflows provide graphic representations of each step taken in analyses, making the analyses self-documenting. The graphical documentation makes it easy to reproduce analyses, as well as to communicate methods and results to others. Integration with R is also available in KNIME, and several examples using R nodes in a KNIME workflow are demonstrated for special functions and tools not explicitly included in KNIME.

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