机器学习常用算法
2020-04-09 17:36:30 182 举报AI智能生成
机器学习常用算法
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聚类算法
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;"> k-Means算法</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">期望最大化算法（Expectation Maximization， EM）</span><br>
关联规则算法
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Apriori算法</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Eclat算法</span><br>
人工神经网络
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">感知器神经网络（Perceptron Neural Network）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">反向传递（Back Propagation）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;"> Hopfield网络</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">自组织映射（Self-Organizing Map, SOM）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">学习矢量量化（Learning Vector Quantization， LVQ）</span><br>
深度学习
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">受限波尔兹曼机（Restricted Boltzmann Machine， RBN）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Deep Belief Networks（DBN）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">卷积网络（Convolutional Network）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">堆栈式自动编码器（Stacked Auto-encoders）</span><br>
降低纬度算法
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">主成份分析（Principle Component Analysis， PCA）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">偏最小二乘回归（Partial Least Square Regression，PLS）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Sammon映射</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">多维尺度（Multi-Dimensional Scaling, MDS）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">投影追踪（Projection Pursuit）</span><br>
集成算法
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Boosting</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">随机森林 Bootstrapped Aggregation（Bagging）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">AdaBoost</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">堆叠泛化（Stacked Generalization， Blending）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">梯度推进机（Gradient Boosting Machine, GBM）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">随机森林（Random Forest）</span><br>
回归算法
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">最小二乘法（Ordinary Least Square）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">逻辑回归（Logistic Regression）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">逐步式回归（Stepwise Regression）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">多元自适应回归样条（Multivariate Adaptive Regression Splines）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">本地散点平滑估计（Locally Estimated Scatterplot Smoothing）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">线性回归（linear regression）</span><br>
基于实例的算法
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">k-Nearest Neighbor(KNN)</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">学习矢量量化（Learning Vector Quantization， LVQ）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">自组织映射算法（Self-Organizing Map ， SOM）</span><br>
正则化算法
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Ridge Regression</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Least Absolute Shrinkage and Selection Operator（LASSO）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">以及弹性网络（Elastic Net）</span><br>
决策树学习
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">分类及回归树（Classification And Regression Tree， CART）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;"> ID3(Iterative Dichotomiser 3)</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">C4.5</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Chi-squared Automatic Interaction Detection(CHAID)</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Decision Stump</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">随机森林（Random Forest）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;"> 多元自适应回归样条（MARS）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">梯度推进机（Gradient Boosting Machine， GBM）</span><br>
贝叶斯方法
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">朴素贝叶斯算法</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">平均单依赖估计（Averaged One-Dependence Estimators， AODE）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">Bayesian Belief Network（BBN）</span><br>
基于核的算法
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">支持向量机（Support Vector Machine， SVM）</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">径向基函数（Radial Basis Function ，RBF)</span><br>
<span style="color: rgb(63, 63, 63); font-family: "microsoft yahei"; font-size: 16px;">线性判别分析（Linear Discriminate Analysis ，LDA)</span><br>
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