Intelligent data analysis: from data gathering to data comprehension
"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...
Gespeichert in:
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| Format: | Elektronisch E-Book |
| Sprache: | Englisch |
| Veröffentlicht: |
Hoboken, NJ
John Wiley & Sons, Inc.
2020
|
| Schriftenreihe: | The Wiley series in intelligent signal and data processing
|
| Schlagwörter: | |
| Links: | https://learning.oreilly.com/library/view/-/9781119544456/?ar |
| Zusammenfassung: | "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"-- |
| Beschreibung: | Includes bibliographical references and index. - Online resource; title from digital title page (viewed on July 28, 2020) |
| Umfang: | 1 Online-Ressource |
| ISBN: | 9781119544487 1119544483 9781119544463 1119544467 1119544440 9781119544449 9781119544456 |
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| spelling | Intelligent data analysis from data gathering to data comprehension edited by Deepak Gupta, Siddhartha Bhattacharyya, Ashish Khanna, Kalpna Sagar Hoboken, NJ John Wiley & Sons, Inc. 2020 ©2020 1 Online-Ressource Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier The Wiley series in intelligent signal and data processing Includes bibliographical references and index. - Online resource; title from digital title page (viewed on July 28, 2020) "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"-- Data mining Computational intelligence Exploration de données (Informatique) Intelligence informatique Gupta, Deepak active 2015-2016 HerausgeberIn edt 9781119544456 Erscheint auch als Druck-Ausgabe 9781119544456 |
| spellingShingle | Intelligent data analysis from data gathering to data comprehension Data mining Computational intelligence Exploration de données (Informatique) Intelligence informatique |
| title | Intelligent data analysis from data gathering to data comprehension |
| title_auth | Intelligent data analysis from data gathering to data comprehension |
| title_exact_search | Intelligent data analysis from data gathering to data comprehension |
| title_full | Intelligent data analysis from data gathering to data comprehension edited by Deepak Gupta, Siddhartha Bhattacharyya, Ashish Khanna, Kalpna Sagar |
| title_fullStr | Intelligent data analysis from data gathering to data comprehension edited by Deepak Gupta, Siddhartha Bhattacharyya, Ashish Khanna, Kalpna Sagar |
| title_full_unstemmed | Intelligent data analysis from data gathering to data comprehension edited by Deepak Gupta, Siddhartha Bhattacharyya, Ashish Khanna, Kalpna Sagar |
| title_short | Intelligent data analysis |
| title_sort | intelligent data analysis from data gathering to data comprehension |
| title_sub | from data gathering to data comprehension |
| topic | Data mining Computational intelligence Exploration de données (Informatique) Intelligence informatique |
| topic_facet | Data mining Computational intelligence Exploration de données (Informatique) Intelligence informatique |
| work_keys_str_mv | AT guptadeepak intelligentdataanalysisfromdatagatheringtodatacomprehension |