Smartstat: Teori, Contoh, Tutorial Statistik dan Perancangan Percobaan

Statistical Methods and Inference

• Descriptive Statistics and Exploratory Data Analysis
• Probability and Sampling Distributions
• Estimation of Parameters
• Testing of Hypothesis
• Tests of Significance
• Correlation and Regression
• Concepts and Application of Linear Models
• Analysis of Variance, Analysis of  Covariance and Multivariate Analysis of Variance

Design of Experiments

• Fundamentals of Design of Experiments
• Incomplete Block Designs
• Row-Column Designs
• Multiple Comparison Procedures
• Nested Block Designs
• Block Designs with Nested Rows and Columns
• Combined Analysis of Data
• Change-Over Designs
• Designs for Factorial Experiments
• Fractional Factorial Plans
• Response Surface Designs
• Experiments with Mixtures

Sampling Techniques

• Fundamentals of Survey Sampling
• Sampling in Field Experiments
• Optimal Controlled Sampling Designs
• Variance Estimation from Complex Surveys using Balanced Repeated Replication

Diagnostics and Remedial Measures

• Diagnostics and Remedial Measures
• Regression Diagnostics
• Outliers in Designed Experiments
• Non-Parametric Tests
• Robust Regression