Springer Handbook of Engineering Statistics, 2nd Edition
- Length: 1175 pages
- Edition: 2
- Language: English
- Publisher: Springer
- Publication Date: 2023-05-22
- ISBN-10: 1447175026
- ISBN-13: 9781447175025
- Sales Rank: #0 (See Top 100 Books)
In today’s global and highly competitive environment, continuous improvement in the processes and products of any field of engineering is essential for survival. This book gathers together the full range of statistical techniques required by engineers from all fields. It will assist them to gain sensible statistical feedback on how their processes or products are functioning and to give them realistic predictions of how these could be improved. The handbook will be essential reading for all engineers and engineering-connected managers who are serious about keeping their methods and products at the cutting edge of quality and competitiveness.
Cover Front Matter Part 1. Fundamental Statistics and Its Applications 1. Basic Statistics 2. Generalized Statistical Distributions 3. Statistics for Reliability Modeling 4. Functional Data Analysis 5. Symmetric Geometric Skew Normal Regression Model 6. Statistical Analysis of Modern Reliability Data 7. Mathematical Reliability Aspects of Multivariate Probability Distributions 8. Introduction to Stochastic Processes 9. Progressive Censoring Methodology 10. Warranty Policies: Analysis and Perspectives Part 2. Process Monitoring and Improvement 11. Statistical Methods for Quality and Productivity Improvement 12. Chain Sampling 13. Six Sigma 14. Statistical Models for Monitoring the High-Quality Processes 15. Statistical Management and Modeling for Demand Spare Parts 16. D-Efficient Mixed-Level Foldover Designs for Screening Experiments 17. Censored Data Prediction Based on Model Selection Approaches 18. Monitoring Coefficient of Variation Using CUSUM Control Charts 19. Change-Point-Based Statistical Process Controls Part 3. Reliability Models and Survival Analysis 20. Reliability Characteristics and Optimization of Warm Standby Systems 21. Importance and Sensitivity Analysis on Complex Repairable Systems and Imprecise System Reliability 22. Hardware and Software Reliability, Verification, and Testing 23. OSS Reliability Analysis and Project Effort Estimation Based on Computational Intelligence 24. Vulnerability Discovery Analysis in Software Reliability and Related Optimization Problems 25. Software Reliability Modeling and Prediction 26. Statistical Maintenance Modeling 27. Continuous-Time Predictive Maintenance Modeling with Dynamic Decision Framework 28. Stochastic Redundant Replacement Maintenance Models Part 4. Advanced Statistical Methods and Modeling 29. Confidence Distribution and Distribution Estimation for Modern Statistical Inference 30. Logistic Regression Tree Analysis 31. Detecting Outliers and Influential and Sensitive Observations in Linear Regression 32. Statistical Methodologies for Analyzing Genomic Data 33. Genetic Algorithms and Their Applications 34. Deterministic and Stochastic DCA for DC Programming 35. Inference for Coherent Systems with Weibull Components Under a Simple Step-Stress Model 36. Bivariate Distributions with Singular Components 37. Bayesian Models Part 5. Statistical Computing and Data Mining 38. Data Mining Methods and Applications 39. Statistical Methods for Tensor Data Analysis 40. Random Forests for Survival Analysis and High-Dimensional Data 41. Probability Inequalities for High-Dimensional Time Series Under a Triangular Array Framework 42. Statistical Machine Learning 43. Covariance Estimation via the Modified Cholesky Decomposition 44. Statistical Learning 45. Bayesian Survival Analysis in the Presence of Monotone Likelihoods 46. Multivariate Modeling with Copulas and Engineering Applications Part 6. Applications in Engineering Statistics 47. Environmental Risks Analysis Using Satellite Data 48. Probabilistic Models for Reliability Analysis Using Safe-Life and Damage Tolerance Methods 49. Application of Cognitive Architecture in Multi-Agent Financial Decision Support Systems 50. Reliability of Electronic Packaging 51. Accelerated Life Testing 52. Accelerated Life Testing Data Analyses for One-Shot Devices 53. Tangent Space Approximation in Geometric Statistics 54. Statistical Modeling of Discrete Choices for Human Behaviors 55. Weighted Voting Systems 56. Image Registration, Rigid Bodies, and Unknown Coordinate Systems Back Matter
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