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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Medizin Allg. & Lexika Machine Learning in Medicine - Cookbook
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Machine Learning in Medicine - Cookbook
Ton J. Cleophas, Aeilko H. Zwinderman (Broschiert, Englisch)
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Beschreibung
The amount of data in medical databases doubles every 20 months, and physicians are at a loss to analyze them. Also, traditional methods of data analysis have difficulty to identify outliers and patterns in big data and data with multiple exposure / outcome variables and analysis-rules for surveys and questionnaires, currently common methods of data collection, are, essentially, missing.… Obviously, it is time that medical and health professionals mastered their reluctance to use machine learning and the current 100 page cookbook should be helpful to that aim. It covers in a condensed form the subjects reviewed in the 750 page three volume textbook by the same authors, entitled “Machine Learning in Medicine I-III” (ed. by Springer, Heidelberg, Germany, 2013) and was written as a hand-hold presentation and must-read publication. It was written not only to investigators and students in the fields, but also to jaded clinicians new to the methods and lacking time to read the entire textbooks. General purposes and scientific questions of the methods are only briefly mentioned, but full attention is given to the technical details. The two authors, a statistician and current president of the International Association of Biostatistics and a clinician and past-president of the American College of Angiology, provide plenty of step-by-step analyses from their own research and data files for self-assessment are available at extras.springer.com. From their experience the authors demonstrate that machine learning performs sometimes better than traditional statistics does. Machine learning may have little options for adjusting confounding and interaction, but you can add propensity scores and interaction variables to almost any machine learning method. 53,49 €
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Technische Daten
Erscheinungsdatum
14.01.2014
Sprache
Englisch
EAN
9783319041803
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
SpringerBriefs in Statistics
Sonderedition
Nein
Autor
Ton J. Cleophas, Aeilko H. Zwinderman
Seitenanzahl
137
Einbandart
Broschiert
Schlagwörter
Computer science, Data mining, Machine learning, SPSS Modeler, SPSS statistical software
Thema-Inhalt
MB - Medizin, allgemein
PBT - Wahrscheinlichkeitsrechnung und Statistik
UX - Angewandte Informatik
UYQP - Mustererkennung
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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