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Model Fitting and Regression in MATLAB
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Classroom Contents
Statistics
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- 1 Binomial Distribution
- 2 Negative Binomial Distribution
- 3 Geometric Distribution
- 4 Hypergeometric Distribution
- 5 Two Sample T-Test and Type-1 Error
- 6 What Does a 95% Confidence Interval Mean? Part 1
- 7 What Does a 95% Confidence Interval Mean? Part 2
- 8 Creating a Scatter Plot using Regression Analysis
- 9 Model Fitting and Regression in MATLAB
- 10 Linear Regression: Meaning of p-Values for the Slope and Intercept
- 11 Linear Regression: Meaning of Confidence Intervals for Slope and Intercept
- 12 Regression Fitting in Excel-1
- 13 Regression Fitting in Excel-2
- 14 Multiple Regression in Excel
- 15 Non-Linear Regression Introduction
- 16 Non-Linear Regression/POLYMATH
- 17 The Meaning of an F-Test
- 18 Implementing an F-Test in MATLAB and Excel
- 19 The Meaning of a One-Way ANOVA
- 20 One-Way ANOVA in Excel
- 21 Simple One-Way ANOVA in MATLAB
- 22 The Meaning of a Two-Factor ANOVA
- 23 Meaning of Student's t-Distribution (Simulation)
- 24 Calculating Confidence Intervals
- 25 Histogram in Excel
- 26 Simple Linear Regression (Simulation)
- 27 Aliasing - Sound (Interactive Simulation)
- 28 ANOVA Visualization (Interactive Simulation)
- 29 Nonlinear Transformations (Interactive Simulation)
- 30 Central Limit Theorem (Interactive Simulation)
- 31 Square Wave (Interactive Simulation)
- 32 P-Value From Test Statistic (Interactive Simulation)
- 33 Introduction to Nonlinear Regression
- 34 Non-linear Regression for Kinetic Data
- 35 Non-linear Regression for Kinetic Data Using POLYMATH
- 36 Linear Regression for Kinetic Data
- 37 Linear Regression for Kinetic Data Using POLYMATH
- 38 Determining Michaelis-Menten Kinetics Parameters Using Nonlinear Regression
- 39 Nonlinear Regression to Determine Michaelis-Menten Kinetics Parameters Using POLYMATH
- 40 Nonlinear Regression to Determine Michaelis-Menten Kinetics Parameters Using Excel Solver
- 41 Nonlinear Regression to Determine Confidence Limits for Michaelis-Menten Kinetics Parameters - Excel
- 42 How to Determine Activation Energy Using Nonlinear Regression
- 43 Determine Activation Energy Using Nonlinear Regression with POLYMATH
- 44 Determine Activation Energy Using Nonlinear Regression with Excel Solver
- 45 Calculate 95% Confidence Intervals for Nonlinear Regression in Excel Part 1
- 46 Calculate 95% Confidence Intervals for Nonlinear Regression in Excel Part 2
- 47 Determine Kinetic Parameters for Data from Isothermal Plug Flow Reactor Part 1: Overview
- 48 Determine Kinetic Parameters for Data from Isothermal Plug Flow Reactors Part 2: Excel Calculations
- 49 Determine Kinetic Parameters for Data from Isothermal Plug Flow Reactors Part 3: Excel Spreadsheet
- 50 Determine Kinetic Parameters for Data from Isothermal Plug Flow Reactors Part 4: Confidence Limits
