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hello,大家好!这几天是全国大学生数学建模竞赛的比赛时间,首先预祝各位参赛的同学能够取得好成绩。今天,网上浏览到不少关于这次比赛的ABC题的思路及分析,但我们团队始终坚信授人以鱼不如授人以渔。所以,今天给各位分享一个我们愿意称之为史上最强的MATLAB学习网站:https://yarpiz.com/
这个网站不仅有高质量的MATLAB源代码,而且还有对应的讲解视频,可谓是一应俱全。
网站内容分为6部分:
1)Metaheuristics(元启发式算法)
2)Machine Learning(机器学习)
3)Multiobjective Optimization(多目标优化)
4)Fuzzy Systems(模糊系统)
5)Applications(应用)
6)Tutorials(视频教程)
每部分所包含的具体内容如下,链接为每篇文章所对应的MATLAB源代码或视频教程:
01 | Metaheuristics(元启发式算法)
1.Practical Genetic Algorithms in Python and MATLAB – Video Tutorial(遗传算法)
https://yarpiz.com/632/ypga191215-practical-genetic-algorithms-in-python-and-matlab
2.YPEA: Yarpiz Evolutionary Algorithms(YPEA工具箱)
https://yarpiz.com/477/ypea-yarpiz-evolutionary-algorithms
3.Python implementation of Particle Swarm Optimization(粒子群算法)
https://yarpiz.com/463/ypea127-python-implementation-particle-swarm-optimization-pso
4.Particle Swarm Optimization (PSO) in MATLAB — Video Tutorial
(粒子群算法)
https://yarpiz.com/440/ytea101-particle-swarm-optimization-pso-in-matlab-video-tutorial
5.Cultural Algorithm (CA) in MATLAB(文化算法)
https://yarpiz.com/425/ypea125-cultural-algorithm
6.Real-Coded Simulated Annealing (SA) in MATLAB(模拟退火算法)
https://yarpiz.com/421/ypea106-real-coded-simulated-annealing
7.Artificial Bee Colony in MATLAB(人工蜂群算法)
https://yarpiz.com/297/ypea114-artificial-bee-colony
8.Bees Algorithm (BeA) in MATLAB(蜜蜂算法)
https://yarpiz.com/315/ypea115-bees-algorithm
9.Firefly Algorithm (FA) in MATLAB(萤火虫算法)
https://yarpiz.com/259/ypea112-firefly-algorithm
10.Invasive Weed Optimization (IWO) in MATLAB(野草算法)
https://yarpiz.com/251/ypea119-invasive-weed-optimization
11.Imperialist Competitive Algorithm (ICA) in MATLAB(帝国竞争算法)
https://yarpiz.com/247/ypea118-imperialist-competitive-algorithm
12.Tabu Search (TS) in MATLAB(禁忌搜索)
https://yarpiz.com/243/ypea116-tabu-search
13.Biogeography-Based Optimization (BBO) in MATLAB(生物地理优化算法)
https://yarpiz.com/239/ypea113-biogeography-based-optimization
14.CMA-ES in MATLAB(协方差矩阵自适应进化策略)
https://yarpiz.com/235/ypea108-cma-es
15.Differential Evolution (DE) in MATLAB(进化差分)
https://yarpiz.com/231/ypea107-differential-evolution
16.Simulated Annealing in MATLAB(模拟退火)
https://yarpiz.com/223/ypea105-simulated-annealing
17.Harmony Search in MATLAB(和声搜索)
https://yarpiz.com/92/ypea117-harmony-search
18.Teaching-Learning-based Optimization in MATLAB(教与学优化算法)
https://yarpiz.com/83/ypea111-teaching-learning-based-optimization
19.Shuffled Complex Evolution in MATLAB
https://yarpiz.com/80/ypea110-shuffled-complex-evolution
20.Shuffled Frog Leaping Algorithm in MATLAB(蛙跳算法)
https://yarpiz.com/71/ypea109-shuffled-frog-leaping-algorithm
21.ACO for Continuous Domains in MATLAB(蚁群算法)
https://yarpiz.com/67/ypea104-acor
22.Ant Colony Optimization in MATLAB(蚁群算法)
https://yarpiz.com/53/ypea103-ant-colony-optimization
23.Particle Swarm Optimization in MATLAB(粒子群算法)
https://yarpiz.com/50/ypea102-particle-swarm-optimization
24.Binary and Real-Coded Genetic Algorithms in MATLAB(遗传算法)
https://yarpiz.com/23/ypea101-genetic-algorithms
02 | Machine Learning(机器学习)
1.Principal Component Analysis (PCA) in Python and MATLAB — Video Tutorial(主成分分析)
https://yarpiz.com/622/yppca191211-principal-component-analysis-in-python-and-matlab-video-tutorial
2.Linear Discriminant Analysis (LDA) in MATLAB(线性判别分析)
https://yarpiz.com/430/ypml114-linear-discriminant-analysis
3.Time-Series Prediction using GMDH in MATLAB(时间序列预测)
https://yarpiz.com/323/ypml120-time-series-prediction-using-gmdh
4.Feature Selection using Metaheuristics and EAs(特征选择)
https://yarpiz.com/306/ypml122-evolutionary-feature-selection
5.Group Method of Data Handling (GMDH) in MATLAB(数据处理的分组方法)
https://yarpiz.com/263/ypml113-gmdh
6.DBSCAN Clustering in MATLAB(聚类)
https://yarpiz.com/255/ypml110-dbscan-clustering
7.FP-Growth Association Rule Mining in MATLAB(关联规则挖掘)
https://yarpiz.com/98/ypml116-fp-growth
8.Apriori Association Rule Mining in MATLAB(关联规则挖掘)
https://yarpiz.com/89/ypml115-apriori
9.Neural Gas and GNG Networks in MATLAB(神经网络)
https://yarpiz.com/77/ypml111-neural-gas-network
10.Evolutionary Data Clustering in MATLAB(聚类)
https://yarpiz.com/64/ypml101-evolutionary-clustering
03 | Multiobjective Optimization(多目标优化)
1.NSGA-III: Non-dominated Sorting Genetic Algorithm, the Third Version
https://yarpiz.com/456/ypea126-nsga3
2.Classic and Intelligent Portfolio Optimization in MATLAB
https://yarpiz.com/456/ypea126-nsga3
3.MOEA/D in MATLAB
https://yarpiz.com/95/ypea124-moead
4.PESA-II in MATLAB
https://yarpiz.com/86/ypea123-pesa2
5.Strength Pareto Evolutionary Algorithm 2 in MATLAB
https://yarpiz.com/74/ypea122-spea2
6.Multi-Objective PSO in MATLAB
https://yarpiz.com/59/ypea121-mopso
7.NSGA-II in MATLAB
https://yarpiz.com/56/ypea120-nsga2
04 | Fuzzy Systems(模糊系统)
1.Time-Series Prediction using ANFIS in MATLAB(自适应神经模糊系统)
https://yarpiz.com/327/ypfz102-time-series-prediction-using-anfis
2.Evolutionary ANFIS Training in MATLAB(自适应神经模糊系统)
https://yarpiz.com/319/ypfz104-evolutionary-anfis-training
3.Fuzzy PID Controller in MATLAB and Simulink(模糊PID控制)
https://yarpiz.com/311/ypfz103-fuzzy-pid
4.Nonlinear Regression using ANFIS(自适应神经模糊系统)
https://yarpiz.com/301/ypfz101-nonlinear-regression-using-anfis
05 | Applications(应用)
1.Intelligent Image Color Reduction and Quantization(图像处理)
https://yarpiz.com/413/ypap117-color-reduction-and-quantization
2.Minimum Spanning Tree using PSO, ICA and FA(最小生成树)
https://yarpiz.com/407/ypap116-minimum-spanning-tree
3.Optimal Robot Path Planning using PSO in MATLAB(机器人路径规划)
https://yarpiz.com/403/ypap115-path-planning
4.Data Envelopment Analysis (DEA) in MATLAB(数据包络分析)
https://yarpiz.com/399/ypap114-data-envelopment-analysis
5.Economic Dispatching using PSO and Nested PSO(经济调度)
https://yarpiz.com/395/ypap113-economic-dispatching
6.Classic and Intelligent Portfolio Optimization in MATLAB(投资组合优化)
https://yarpiz.com/391/ypap112-portfolio-optimization
7.Optimal Inventory Control using PSO in MATLAB(库存控制)
https://yarpiz.com/387/ypap111-inventory-control
8.p-Hub Location Allocation Problem in MATLAB(枢纽选址问题)
https://yarpiz.com/383/ypap110-hub-location-allocation
9.Facility Layout Design and Location Allocation in MATLAB(设施布局设计及位置配置)
https://yarpiz.com/378/ypap109-layout-design
10.Capacitated Vehicle Routing Problem (VRP) using SA(容量受限的车辆路径问题)
https://yarpiz.com/372/ypap108-vehicle-routing-problem
11.Parallel Machine Scheduling using Simulated Annealing(并行机调度)
https://yarpiz.com/367/ypap107-parallel-machine-scheduling
12.Bin Packing Problem using GA, PSO, FA, and IWO(装箱问题)
https://yarpiz.com/363/ypap105-bin-packing-problem
13.Quadratic Assignment Problem (QAP) using GA, PSO and FA(二次分配问题)
https://yarpiz.com/359/ypap104-quadratic-assignment-problem
06 | Tutorials(视频教程)
1.Numerical Root Finding Methods in Python and MATLAB – Video Tutorial
(求根法)
https://yarpiz.com/645/yprf191221-numerical-root-finding-methods-in-python-and-matlab
2.Practical Genetic Algorithms in Python and MATLAB – Video Tutorial(遗传算法)
https://yarpiz.com/632/ypga191215-practical-genetic-algorithms-in-python-and-matlab
3.Principal Component Analysis (PCA) in Python and MATLAB — Video Tutorial(主成分分析)
https://yarpiz.com/622/yppca191211-principal-component-analysis-in-python-and-matlab-video-tutorial
4.Numerical Computations in MATLAB — Video Tutorial(数值计算)
https://yarpiz.com/572/numerical-computations-in-matlab-video-tutorial
5.Optimization in MATLAB — Video Tutorial(优化算法综述)
https://yarpiz.com/569/yptnm190520-s20-22-optimization-video-tutorial
6.Numerical Solution of Differential Equations in MATLAB — Video Tutorial(求解微分方程)
https://yarpiz.com/565/yptnm190520-s17-19-numerical-solution-of-differential-equations-video-tutorial
7.Working with Polynomials in MATLAB — Video Tutorial(多项式)
https://yarpiz.com/562/yptnm190520-s16-working-with-polynomials-video-tutorial
8.Integration and Differentiation in MATLAB — Video Tutorial(微分与积分)
https://yarpiz.com/557/yptnm190520-s12-15-integration-and-differentiation-video-tutorial
9.Interpolation in MATLAB — Video Tutorial(插值)
https://yarpiz.com/553/yptnm190520-s07-11-interpolation-video-tutorial
10.Eigenvalues and Eigenvectors in MATLAB — Video Tutorial(特征值和特征向量)
https://yarpiz.com/548/yptnm190520-s05-06-eigenvalues-and-eigenvectors-video-tutorial
11.Root Finding in MATLAB — Video Tutorial(求根法)
https://yarpiz.com/541/yptnm190520-s01-04-root-finding
12.Least Squares in Python, JavaScript and MATLAB — Video Tutorial(最小二乘法)
https://yarpiz.com/534/yptls190514-least-squares-in-python-javascript-and-matlab
13.How to Solve Difference Equations? — Video Tutorial(差分方程)
https://yarpiz.com/527/yptdeq190520-how-to-solve-difference-equations
14.Runge-Kutta Method in Python and MATLAB — Video Tutorial(龙格-库塔方法)
https://yarpiz.com/523/yptdeq190515-runge-kutta-rk4-in-python-and-matlab
15.Linear Programming in MATLAB — Video Tutorial(线性规划)
https://yarpiz.com/516/yptlp190516-linear-programmin-in-matlab-linprog
16.Particle Swarm Optimization (PSO) in MATLAB — Video Tutorial(粒子群算法)
https://yarpiz.com/440/ytea101-particle-swarm-optimization-pso-in-matlab-video-tutorial
优化算法交流地分类整理了yarpiz的所有MATLAB代码,各位可微信扫描二维码提取代码:
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