Core Concepts in Data Analysis Summarization Correlation and Visualization is popular PDF and ePub book, written by Boris Mirkin in 2011-04-07, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Core Concepts in Data Analysis Summarization Correlation and Visualization can be Read Online from any device for your convenience.
Core Concepts in Data Analysis Summarization Correlation and Visualization Book PDF Summary
Core Concepts in Data Analysis: Summarization, Correlation and Visualization provides in-depth descriptions of those data analysis approaches that either summarize data (principal component analysis and clustering, including hierarchical and network clustering) or correlate different aspects of data (decision trees, linear rules, neuron networks, and Bayes rule). Boris Mirkin takes an unconventional approach and introduces the concept of multivariate data summarization as a counterpart to conventional machine learning prediction schemes, utilizing techniques from statistics, data analysis, data mining, machine learning, computational intelligence, and information retrieval. Innovations following from his in-depth analysis of the models underlying summarization techniques are introduced, and applied to challenging issues such as the number of clusters, mixed scale data standardization, interpretation of the solutions, as well as relations between seemingly unrelated concepts: goodness-of-fit functions for classification trees and data standardization, spectral clustering and additive clustering, correlation and visualization of contingency data. The mathematical detail is encapsulated in the so-called “formulation” parts, whereas most material is delivered through “presentation” parts that explain the methods by applying them to small real-world data sets; concise “computation” parts inform of the algorithmic and coding issues. Four layers of active learning and self-study exercises are provided: worked examples, case studies, projects and questions.
Detail Book of Core Concepts in Data Analysis Summarization Correlation and Visualization PDF
- Author : Boris Mirkin
- Release : 07 April 2011
- Publisher : Springer
- ISBN : 0857292862
- Genre : Computers
- Total Page : 390 pages
- Language : English
- PDF File Size : 8,7 Mb
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