Intelligent data analysis : from data gathering to data comprehension / edited by Deepak Gupta, Siddhartha Bhattacharyya, Ashish Khanna, Kalpna Sagar.

"The new tool for analyses is?Intelligent Data Analysis (IDA)?. IDA can be defined as the use of specialized statistical, pattern recognition, machine learning, data abstraction, and visualization tools for analysis of data and discovery of mechanisms that created the data. Such data are typica...

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Bibliographic Details
Other Authors: Gupta, Deepak, active 2015-2016 (Editor)
Format: eBook
Language:English
Published: Hoboken, NJ : John Wiley & Sons, Inc., 2020.
Series:The Wiley series in intelligent signal and data processing
Subjects:
Online Access:Click for online access
Description
Summary:"The new tool for analyses is?Intelligent Data Analysis (IDA)?. IDA can be defined as the use of specialized statistical, pattern recognition, machine learning, data abstraction, and visualization tools for analysis of data and discovery of mechanisms that created the data. Such data are typically complex, meaning that they are characterized by many records, many variables, subtle interactions between variables, or a combination of all three. Engineering, computing sciences, database science, machine learning, and even artificial intelligence are bringing their powers to this newly born data analysis discipline. The main idea underlying the concept of Intelligent Data Analysis is extracting knowledge from a very large amount of data, with a very large amount of variables; data that represents very complex, non-linear, real-life problems. Moreover, IDA can help when starting from the raw data, coping with prediction tasks without knowing the theoretical description of the underlying process, classification tasks of new events based on past ones, or modeling the aforementioned unknown process. Classification, prediction, and modeling are the cornerstones that Intelligent Data Analysis can bring to us"--
Physical Description:1 online resource
Bibliography:Includes bibliographical references and index.
ISBN:9781119544487
1119544483
9781119544463
1119544467
1119544440
9781119544449
Source of Description, Etc. Note:Online resource; title from digital title page (viewed on July 28, 2020).