This repository contains python codes for mathematical modeling.

Each algorithm/model is described in a Jupyter notebook. It is recommended to download notebooks and view them locally because math formula cannot be rendered correctly on Github.

For now, this repo contains following algorithms/models:

• 元胞自动机 Cellular Automata
• 综合评价与决策算法 Comprehensive Evaluation & Decision-Making Method
  • 层次分析法 Analytic Hierarchy Process
  • 数据包络分析 Data Envelopment Analysis
  • 模糊综合评判法 Fuzzy Comprehensive Evaluatino Method
  • 灰色关联分析 Grey Relational Analysis
  • 理想解法 TOPSIS
• 微分方程 Differential Equation
  • 常微分方程 Ordinary Differential Equation
  • 传染病模型 Epidemic Models
• 图论 Graph Theory
• 插值和拟合 Interpolation and Fitting
  • 插值 Interpolation
  • 拟合 Fitting
• 数学规划 Mathematical Programming
  • 整数规划 Integer Programming
  • 线性规划 Linear Programming
  • 非线性规划 Nonlinear Programming
• 数理统计 Mathematical Statistics
  • 统计推断 Statistics Inference
  • 方差分析 Analysis of Variance
  • 回归分析 Regression Analysis
• 现代优化算法 Modern Optimization Algorithms
  • 蚁群算法 Ant Colony Algorithm
  • 遗传算法 Genetic Algorithm
  • 粒子群算法 Particle Swarm Optimization
  • 模拟退火 Simulated Annealing
• 多元分析 Multivariate Analysis
  • 聚类分析 Cluster Analysis
  • 主成分分析 Principal Component Analysis
  • t-SNE
• 预测模型 Predict Model
  • 灰色预测模型 Grey Model