Titlebook: Core Data Analysis: Summarization, Correlation, and Visualization; Boris Mirkin Textbook 2019Latest edition Springer Nature Switzerland AG

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1863-7310 an in-depth description of K-means partitioning including a.This text examines the goals of data analysis with respect to enhancing knowledge, and identifies data summarization and correlation analysis as the core issues. Data summarization, both quantitative and categorical, is treated within the

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Textbook 2019Latest editioncore issues. Data summarization, both quantitative and categorical, is treated within the encoder-decoder paradigm bringing forward a number of mathematically supported insights into the methods and relations between them. Two Chapters describe methods for categorical summarization: partitioning, di

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Learning Correlations,opular methods for learning correlations over two or more features. Four of them pertain to quantitative targets (linear regression, canonical correlation, neural network, and regression tree), and seven to categorical ones (linear discrimination, support vector machine, naïve Bayes classifier, clas

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Core Partitioning: K-means and Similarity Clustering, centers representing the clusters. The method is rather intuitive and usually requires just a few pages to get presented. In contrast, this text includes a number of less popular subjects that are much important when using K-means for real-world data analysis:.Versions of K-means such as incrementa

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Divisive and Separate Cluster Structures,just one part is to be a cluster, this will be referred to as separative clustering. Iterative application of divisive clustering builds a binary hierarchy of which we will be interested at a partition of the dataset. Iterative application of separative clustering builds a set of clusters, possibly

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Plant Parasitic Nematodes in Alaska,. (northern root-knot nematode) and . (potato rot nematode) on potato and . (oat cyst nematode) on barley and oats. A program of sampling and evaluation for nematode pests should be implemented as the Alaskan climate moderates and crop production increases.