Fundamentals 3 min read

Explore 20+ Essential Modeling Articles: From Differential Equations to Machine Learning

This curated list groups recent articles on change and prediction models, covering topics such as war dynamics, population, infectious diseases, differential equations, regression, time‑series analysis, and various machine‑learning techniques, providing quick access to each resource.

Model Perspective
Model Perspective
Model Perspective
Explore 20+ Essential Modeling Articles: From Differential Equations to Machine Learning

To help readers easily find model articles of different categories, this page compiles recent publications on change models and prediction models.

1. Change Models

Model | Change Modeling 01 How to use models to depict war trends?

Model Change Model 02 Population Model

Model Change Model 03 Infectious Disease Model

Model Change Model 04 Predator‑Prey Model

Model Change Model 05 Numerical Solutions of Differential Equations

Model Change Model 06 Numerical Solutions of Differential Equations in Python

Model Change Model 07 Differential Equation Modeling – Object Cooling

Model Change Model 08 Differential Equation Modeling – Micro‑element Analysis Method

Model Change Model 10 Difference Equation – Stability of Difference Equations

Model Change Model 11 Difference Equation – Leslie Equation

2. Prediction Models

2.1 Regression Models

Model Prediction Model 01 Linear Regression

Model Prediction Model 02 Non‑linear Fitting

2.2 Time Series

Model Prediction Model 03 Moving Average Method for Time‑Series Analysis

Model Prediction Model 04 Adaptive Filtering in Time‑Series Modeling

2.3 Machine Learning

Model Prediction Model 05 Machine Learning – Basic Concepts of Classification

Model Prediction Model 06 Machine Learning – Regression and Classification

Model Prediction Model 07 Machine Learning – Naïve Bayes Model

Model Prediction Model 08 Support Vector Machine Model

Model Prediction Model 09 Machine Learning – Confusion Matrix

Model Prediction Model 11 Decision Tree Case Study

2.4 Grey Prediction

Model Prediction Model 12 Concept of Grey Prediction Model

Model Prediction Model 13 Grey Prediction Model – GM(1,1) Forecasting Model

For more model articles, refer to other posts from this public account.

Machine Learningmodelingregressiontime seriesdifferential equations
Model Perspective
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Model Perspective

Insights, knowledge, and enjoyment from a mathematical modeling researcher and educator. Hosted by Haihua Wang, a modeling instructor and author of "Clever Use of Chat for Mathematical Modeling", "Modeling: The Mathematics of Thinking", "Mathematical Modeling Practice: A Hands‑On Guide to Competitions", and co‑author of "Mathematical Modeling: Teaching Design and Cases".

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