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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Elektronik, Elektro- und Nachrichtentechnik Probability, Random Variables, and Data Analytics with Engineering Applications
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Probability, Random Variables, and Data Analytics with Engineering Applications
P. Mohana Shankar (Gebundene Ausgabe, Englisch)
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Beschreibung
This book bridges the gap between theory and applications that currently exist in undergraduate engineering probability textbooks. It offers examples and exercises using data (sets) in addition to traditional analytical and conceptual ones. Conceptual topics such as one and two random variables, transformations, etc. are presented with a focus on applications. Data analytics related portions of… the book offer detailed coverage of receiver operating characteristics curves, parametric and nonparametric hypothesis testing, bootstrapping, performance analysis of machine vision and clinical diagnostic systems, and so on. With Excel spreadsheets of data provided, the book offers a balanced mix of traditional topics and data analytics expanding the scope, diversity, and applications of engineering probability. This makes the contents of the book relevant to current and future applications students are likely to encounter in their endeavors after completion of their studies. A full suite of classroom material is included. A solutions manual is available for instructors. Bridges the gap between conceptual topics and data analytics through appropriate examples and exercises; Features 100's of exercises comprising of traditional analytical ones and others based on data sets relevant to machine vision, machine learning and medical diagnostics; Intersperses analytical approaches with computational ones, providing two-level verifications of a majority of examples and exercises. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
09.02.2021
Sprache
Englisch
EAN
9783030562588
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
P. Mohana Shankar
Seitenanzahl
473
Auflage
1st edition 2021
Einbandart
Gebundene Ausgabe
Schlagwörter
Engineering Probability, Random variables, Engineering Statistics, Hypothesis testing, Data Analytics, Decision theory, Error rates, Receiver Operating Characteristics, Chi square testing, Bootstrapping, P-values
Thema-Inhalt
TJK - Nachrichtententechnik, Telekommunikation
TBJ - Mathematik für Ingenieure
PBT - Wahrscheinlichkeitsrechnung und Statistik
PBWL - Stochastik
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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