PDF Handbook of Statistics Data Mining and Data Visualization 0
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Book Details :
Published on: 2005-05-02
Released on: 2005-05-02
Original language:
This book focuses on dealing with large-scale data, a field commonly referred to as data mining. The book is divided into three sections. The first deals with an introduction to statistical aspects of data mining and machine learning and includes applications to text analysis, computer intrusion detection, and hiding of information in digital files. The second section focuses on a variety of statistical methodologies that have proven to be effective in data mining applications. These include clustering, classification, multivariate density estimation, tree-based methods, pattern recognition, outlier detection, genetic algorithms, and dimensionality reduction. The third section focuses on data visualization and covers issues of visualization of high-dimensional data, novel graphical techniques with a focus on human factors, interactive graphics, and data visualization using virtual reality. This book represents a thorough cross section of internationally renowned thinkers who are inventing methods for dealing with a new data paradigm.Key Features:- Distinguished contributors who are international experts in aspects of data mining- Includes data mining approaches to non-numerical data mining including text data, Internet traffic data, and geographic data- Highly topical discussions reflecting current thinking on contemporary technical issues, e.g. streaming data - Discusses taxonomy of dataset sizes, computational complexity, and scalability usually ignored in most discussions- Thorough discussion of data visualization issues blending statistical, human factors, and computational insights· Distinguished contributors who are international experts in aspects of data mining· Includes data mining approaches to non-numerical data mining including text data, Internet traffic data, and geographic data· Highly topical discussions reflecting current thinking on contemporary technical issues, e.g. streaming data · Discusses taxonomy of dataset sizes, computational complexity, and scalability usually ignored in most discussions· Thorough discussion of data visualization issues blending statistical, human factors, and computational insights News - Analytics Data Mining and Data Science Apply to Springboard Data Science Career Track - the first online bootcamp to guarantee you a job in data science or your money back. Hundreds of graduates have ... Statistical Analysis Handbook - The sourcebook for statistics In the subsections of this topic we discuss each of these categories in turn. Where data is obtained as the result of some form of trial experiment or survey ... Topics in Statistical Data Analysis: Revealing Facts from Data Revealing Facts From Data. USA Site. This site offers information on statistical data analysis. It describes time series analysis popular distributions and other ... Text mining - Wikipedia A range of text mining applications in the biomedical literature has been described. One online text mining application in the biomedical literature is PubGene that ... Data acquisition and integration techniques Find data mining methods and techniques including methods for data acquisition and data integration. Learn how to gather from different and types of data sources ... Data - Wikipedia Biological data; Data acquisition; Data analysis; Data cable; Dark data; Data domain; Data element; Data farming; Data governance; Data integrity; Data maintenance 23 Free Data Science Books - Hi. I'm William. 23 free data science books for the aspirational data scientist covering statistics Python machine learning the data science process and more. What is raw data (source data or atomic data ... Raw data (sometimes called source data or atomic data) is data that has not been processed for use. A distinction is sometimes made between data and information to ... Introduction to Data Mining - University of Minnesota Provides both theoretical and practical coverage of all data mining topics. Simple data mining examples and datasets See data mining examples including examples of data mining algorithms and simple datasets that will help you learn how data mining works and how companies can make ...
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