Probability and Statistics
This book is designed for engineering students studying for the core paper on probability and statistics. The topics have been dealt in a coherent manner, supported by illustrations for better compre¬hension. Each chapter is replete with examples and exercises. The book also has numerous Multiple Ch...
Autor principal: | |
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Autor Corporativo: | |
Formato: | Libro electrónico |
Idioma: | Inglés |
Publicado: |
Noida :
Pearson India
2015.
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Edición: | 1st ed |
Colección: | Always learning.
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Materias: | |
Ver en Biblioteca Universitat Ramon Llull: | https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009820526506719 |
Tabla de Contenidos:
- Probability and Stastics
- Roadmap to the Syllabus
- Contents
- List of Symbols
- Chapter 1 Probability
- 1.1 Introduction
- 1.2 Sets and Set Operations
- 1.3 Principle of Counting
- 1.4 Permutations and Combinations
- 1.5 Binomial Expansion
- 1.6 Introduction to Probability
- 1.7 Axioms of Probability
- 1.8 Basic Theorems
- 1.9 Conditional Probability and Independent Events
- 1.10 Theorem of Total Probability (or the Rule of Elimination)
- 1.11 Bayes' Theorem or Rule
- Exercises
- Multiple Choice Questions
- Fill in the Blanks
- Chapter 2 Probability Distribution
- 2.1 Introduction
- 2.2 Random Variables
- 2.3 Probability Distribution
- 2.4 Expectation or Mean or Expected Value
- 2.5 Variance and Standard Deviation
- 2.6 Probability Density Functions
- 2.7 Chebyshev's Theorem
- Exercises
- Fill in the Blanks
- Chapter 3 Special Distribution
- 3.1 Introduction
- 3.2 Binomial (Bernoulli) Distribution
- 3.3 Poisson Distribution
- 3.4 Uniform Distribution
- 3.5 Exponential Distribution
- 3.6 Normal Distribution
- Exercises
- Multiple Choice Questions
- Fill in the Blanks
- Chapter 4 Sampling Distributions
- 4.1 Introduction
- 4.2 Population and Sample
- 4.3 Sampling Distribution
- 4.4 Sampling Distribution of Means (σ Known)
- 4.5 Sampling Distribution of Proportions
- 4.6 Sampling Distribution of Differences and Sums
- 4.7 Sampling Distribution of Means (σ Unknown): t-Distribution
- 4.8 Chi-square (χ2) Distribution
- 4.9 Sampling Distribution of Variance s 2
- 4.10 Snedecor's F-Distribution
- 4.11 Fisher's z-Distribution
- Exercises
- Multiple Choice Questions
- Fill in the Blanks
- Chapter 5 Estimation Theory
- 5.1 Introduction
- 5.2 Statistical Inference
- 5.3 Point Estimation
- 5.4 Interval Estimation
- 5.5 Bayesian Estimation
- Exercises
- Fill in the Blanks.
- Chapter 6 Inferences Concerning Means and Proportions
- 6.1 Introduction
- 6.2 Statistical Hypotheses
- 6.3 Tests of Hypotheses and Significance
- 6.4 Type I and Type II Errors
- 6.5 Levels of Significance
- 6.6 Statistical Test of Hypothesis Procedure
- 6.7 Reasoning of Statistical Test of Hypothesis
- 6.8 Inference Concerning Two Means
- Exercises
- Fill in the Blanks
- Chapter 7 Tests of Significance
- 7.1 Introduction
- 7.2 Test for One Mean (Small Sample)
- 7.3 Test for Two Means
- 7.4 Test of Hypothesis
- 7.5 Analysis of r × c Tables (Contingency Tables)
- 7.6 Goodness-of-Fit Test: χ2 Distribution
- 7.7 Estimation of Proportions
- Exercises
- Fill in the Blanks
- Chapter 8 Curve Fitting: Regression and Correlation Analysis
- 8.1 Introduction
- 8.2 Linear Regression
- 8.3 Regression Analysis
- 8.4 Inferences Based on Least Squares Estimation
- 8.5 Multiple Regression
- 8.6 Correlation Analysis
- 8.7 Least Squares Line in Terms of Sample Variances and Covariance
- 8.8 Standard Error of Estimate
- 8.9 Spearman's Rank Correlation
- 8.10 Correlation for Bivariate Frequency Distribution
- Exercises
- Fill in the Blanks
- Chapter 9 Analysis of Variance
- 9.1 Analysis of Variance (ANOVA)
- 9.2 What is ANOVA?
- 9.3 The Basic Principle 0f Anova
- 9.4 Anova Technique
- 9.5 Setting Up Analysis of Variance Table
- 9.6 Shortcut Method For One-Way Anova
- 9.7 Coding Method
- 9.8 Two-Way Anova
- 9.9 Anova in Latin-Square Design
- Exercises
- Chapter 10 Statistical Quality Control
- 10.1 Properties of Control Charts
- 10.2 Shewhart Control Charts for Measurements
- 10.3 Shewhart Control Charts for Attributes
- 10.4 Tolerance Limits
- 10.5 Acceptance Sampling
- 10.6 Two-stage Acceptance Sampling
- Exercises
- Chapter 11 Queueing Theory
- 11.1 Introduction
- 11.2 Queues or Waiting Lines.
- 11.3 Elements of a Basic Queueing System
- 11.4 Description of a Queueing System
- 11.5 Classification of Queueing Systems
- 11.6 Queueing Problem
- 11.7 States of Queueing Theory
- 11.8 Probability Distribution in Queueing Systems
- 11.9 Kendall's Notation for Representing Queueing Models
- 11.10 Basic Probabilistic Queueing Models
- Exercises
- Fill in the Blanks
- Appendix A: Test Based on Normal Distributions
- Appendix B: Statistical Tables
- Appendix C: Basic Results
- Additional Solved Problems
- Index.