From 660cd76ffc3ecd82759332da297c124151c59e33 Mon Sep 17 00:00:00 2001 From: haotian <2421912570@qq.com> Date: Sat, 8 Feb 2025 16:16:30 +0800 Subject: [PATCH] =?UTF-8?q?=E6=B7=BB=E5=8A=A0--requirements.md=E4=B8=AD?= =?UTF-8?q?=E6=B7=BB=E5=8A=A0=E7=AE=97=E6=B3=95?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- doc/requirements.md | 28 +++++++++++++++++++++++++++- 1 file changed, 27 insertions(+), 1 deletion(-) diff --git a/doc/requirements.md b/doc/requirements.md index b44e43b..47746cb 100644 --- a/doc/requirements.md +++ b/doc/requirements.md @@ -45,11 +45,19 @@ E --> F[预测服务] classification_algorithms = [ "逻辑回归", "支持向量机(SVM)", + "支持向量数据描述(SVDD)", + "决策树", "随机森林", "XGBoost", + "AdaBoost", + "CatBoost", "LightGBM", "朴素贝叶斯", + "高斯朴素贝叶斯", + "多项式朴素贝叶斯", + "伯努利朴素贝叶斯", "K近邻(KNN)", + "加权K近邻", "多层感知机(MLP)", "梯度提升决策树(GBDT)", "深度神经网络(DNN)" @@ -60,12 +68,16 @@ classification_algorithms = [ ```python regression_algorithms = [ "线性回归", + "多项式回归", "岭回归", "Lasso回归", - "弹性网络", + "弹性网络回归", "支持向量回归(SVR)", + "决策树回归", "随机森林回归", "XGBoost回归", + "AdaBoost回归", + "CatBoost回归", "LightGBM回归", "多层感知机回归" ] @@ -75,6 +87,9 @@ regression_algorithms = [ ```python clustering_algorithms = [ "K均值(K-Means)", + "K-Means++", + "层次化K-Means", + "模糊C均值(FCM)", "层次聚类", "DBSCAN", "高斯混合模型(GMM)", @@ -96,8 +111,15 @@ timeseries_algorithms = [ ```python dimensionality_reduction = [ "主成分分析(PCA)", + "独立主成分分析(ICA)", "线性判别分析(LDA)", "t-SNE", + "局部线性嵌入(LLE)", + "自编码(AE)", + "奇异值分解(SVD)", + "多维缩放(MDS)", + "非负矩阵分解(NMF)" + "自组织映射(SOM)", "UMAP" ] ``` @@ -107,6 +129,10 @@ dimensionality_reduction = [ recommendation_algorithms = [ "深度协同过滤(DeepCF)", "神经矩阵分解(NeuMF)", + "KNN", + "朴素贝叶斯", + "K-Means", + "非负矩阵分解(NMF)" "Wide & Deep" ] ```