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  • 1
    Online Resource
    Online Resource
    Cham : Springer International Publishing | Cham : Springer
    UID:
    (DE-604)BV046747530
    Format: 1 Online-Ressource (VIII, 157 p. 33 illus., 24 illus. in color)
    Edition: 1st ed. 2020
    ISBN: 9783030457990
    Series Statement: Intelligent Systems Reference Library 176
    Additional Edition: Erscheint auch als Druck-Ausgabe ISBN 978-3-030-45798-3
    Additional Edition: Erscheint auch als Druck-Ausgabe ISBN 978-3-030-45800-3
    Additional Edition: Erscheint auch als Druck-Ausgabe ISBN 978-3-030-45801-0
    Language: English
    URL: Volltext  (URL des Erstveröffentlichers)
    Library Location Call Number Volume/Issue/Year Availability
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  • 2
    Online Resource
    Online Resource
    Cham : Springer International Publishing AG
    UID:
    (DE-627)1770487913
    Format: 1 online resource (163 pages)
    ISBN: 9783030457990
    Series Statement: Intelligent Systems Reference Library v.176
    Content: Intro -- Preface -- Contents -- 1 Elements of Probability Theory -- 1.1 Probability Space -- 1.2 Conditional Probability, Independence and Bernoulli Trials -- 1.3 Theorem of Total Probability, Bayes Theorem and Applications -- 1.4 Random Variable and Probability Distribution -- 1.4.1 A Concept of Random Variable -- 1.4.2 A Discrete Random Variable -- 1.4.3 A Continuous Random Variable -- 1.4.4 Parameters of Random Variable -- 1.4.5 Examples of Discrete Probability Distributions -- 1.4.6 Examples of Continuous Probability Distributions -- 1.5 Two or More Random Variables -- 1.5.1 Two Discrete Random Variables -- 1.5.2 Two Continuous Random Variables -- 1.5.3 Independent Random Variables -- 1.5.4 Expectations, Covariance and Correlation -- 1.5.5 Examples of Multidimensional Distributions -- 1.5.6 Conditional Expectation -- 1.6 Limit Theorems -- 1.7 Pseudorandom Number Generation -- 1.8 Computer Simulations of Random Events -- Bibliography -- 2 Descriptive and Inferential Statistics -- 2.1 Preliminary Concepts -- 2.2 Descriptive Statistics -- 2.2.1 Tabular and Pictorial Methods -- 2.2.2 Summary Measures of Frequency Distribution -- 2.3 Fundamental Sampling Distributions -- 2.4 Estimation -- 2.4.1 Point Estimation -- 2.4.2 Interval Estimation -- 2.4.3 Bootstrap Estimation -- 2.4.4 Nonparametric Density Estimation -- 2.5 Tests of Hypotheses -- 2.5.1 General Concepts -- 2.5.2 Parametric Tests -- 2.5.3 Nonparametric Tests -- 2.5.4 P-Values in Hypothesis Tests -- 2.5.5 Permutation Tests -- Bibliography -- 3 Linear Regression and Correlation -- 3.1 Simple Linear Regression Model -- 3.1.1 Estimation of the Parameters -- 3.1.2 Analysis of Variance and the Accuracy of Fit -- 3.1.3 Prediction -- 3.2 Multiple Linear Regression -- 3.3 Correlation -- Bibliography -- Appendix A Permutations, Variations, Combinations -- Appendix B An Introduction to R.
    Note: Description based on publisher supplied metadata and other sources
    Additional Edition: 9783030457983
    Additional Edition: Erscheint auch als Druck-Ausgabe 9783030457983
    Language: English
    Library Location Call Number Volume/Issue/Year Availability
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  • 3
    Online Resource
    Online Resource
    Cham : Springer International Publishing | Cham : Imprint: Springer
    UID:
    (DE-627)1699180261
    Format: 1 Online-Ressource(VIII, 157 p. 33 illus., 24 illus. in color.)
    Edition: 1st ed. 2020.
    ISBN: 9783030457990
    Series Statement: Intelligent Systems Reference Library 176
    Content: Elements of Probability Theory -- Descriptive and Inferential Statistics -- Linear Regression and Correlation.
    Content: This book strikes a healthy balance between theory and applications, ensuring that it doesn’t offer a set of tools with no mathematical roots. It is intended as a comprehensive and largely self-contained introduction to probability and statistics for university students from various faculties, with accompanying implementations of some rudimentary statistical techniques in the language R. The content is divided into three basic parts: the first includes elements of probability theory, the second introduces readers to the basics of descriptive and inferential statistics (estimation, hypothesis testing), and the third presents the elements of correlation and linear regression analysis. Thanks to examples showing how to approach real-world problems using statistics, readers will acquire stronger analytical thinking skills, which are essential for analysts and data scientists alike. .
    Additional Edition: 9783030457983
    Additional Edition: 9783030458003
    Additional Edition: 9783030458010
    Additional Edition: Erscheint auch als Druck-Ausgabe 9783030457983
    Additional Edition: Erscheint auch als Druck-Ausgabe 9783030458003
    Additional Edition: Erscheint auch als Druck-Ausgabe 9783030458010
    Language: English
    URL: Cover
    Library Location Call Number Volume/Issue/Year Availability
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  • 4
    Online Resource
    Online Resource
    Cham : Springer International Publishing | Cham : Springer
    UID:
    (DE-602)b3kat_BV046747530
    Format: 1 Online-Ressource (VIII, 157 p. 33 illus., 24 illus. in color)
    Edition: 1st ed. 2020
    ISBN: 9783030457990
    Series Statement: Intelligent Systems Reference Library 176
    Additional Edition: Erscheint auch als Druck-Ausgabe ISBN 978-3-030-45798-3
    Additional Edition: Erscheint auch als Druck-Ausgabe ISBN 978-3-030-45800-3
    Additional Edition: Erscheint auch als Druck-Ausgabe ISBN 978-3-030-45801-0
    Language: English
    URL: Volltext  (URL des Erstveröffentlichers)
    Library Location Call Number Volume/Issue/Year Availability
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  • 5
    Online Resource
    Online Resource
    Cham : Springer International Publishing | Cham : Springer International Publishing AG
    UID:
    (DE-603)464971810
    Format: 1 Online-Ressource (VIII, 157 Seiten) , 33 illus., 24 illus. in color.
    Edition: 1st ed. 2020
    ISBN: 9783030457990 , 3030457990
    Series Statement: Intelligent Systems Reference Library 176
    Additional Edition: Erscheint auch als Druck-Ausgabe Stapor, Katarzyna Introduction to Probabilistic and Statistical Methods with Examples in R Cham : Springer International Publishing, 2020 9783030457983
    Additional Edition: 9783030457983
    Additional Edition: 9783030458003
    Additional Edition: 9783030458010
    Language: English
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  • 6
    Online Resource
    Online Resource
    Cham : Springer International Publishing
    UID:
    (DE-605)HT020468489
    Format: 1 Online-Ressource (VIII, 157 p. 33 illus., 24 illus. in color)
    Edition: 1st ed. 2020
    ISBN: 9783030457990
    Series Statement: Intelligent Systems Reference Library 176
    Additional Edition: Printed edition 9783030457983
    Additional Edition: Printed edition 9783030458003
    Additional Edition: Printed edition 9783030458010
    Language: English
    Library Location Call Number Volume/Issue/Year Availability
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  • 7
    Online Resource
    Online Resource
    Cham : Springer | Ann Arbor : ProQuest
    UID:
    (DE-603)479582068
    Format: 1 Online-Ressource (viii, 157 Seiten)
    ISBN: 9783030457990
    Series Statement: Intelligent systems reference library volume 176
    Additional Edition: 9783030457983
    Language: English
    Library Location Call Number Volume/Issue/Year Availability
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