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