k-means算法优缺点的相关内容

阿里云文档 2024-12-10

什么是K均值聚类算法（K-Means）

本文介绍了K均值聚类算法（K-Means Clustering Algorithm，以下简称K-Means）相关内容。

文章 2024-03-14 来自：开发者社区

从K-means到高斯混合模型：常用聚类算法的优缺点和使用范围？

一、引言聚类算法是一种无监督学习方法，旨在将相似的数据点分组成为若干个簇，使得同一簇内的数据点相似度高，不同簇之间的相似度低。聚类算法在数据挖掘、模式识别、图像分析等领域具有重要应用。聚类算法的作用在于发现数据的内在结构和规律，将数据进行分组，从而帮助我们理解数据的特征和相互关系。聚类可以用于数据分析，帮助我们发现数据中的规律、异常值和离群点，以及从大量非标记的数据中提取出有...

问答 2022-03-31 来自：开发者社区

K-Means算法的优缺点是什么呀？

共有3条

< 1 >

跳转至： GO

更新时间 2024-03-15 14:27:23

本页面内关键词为智能算法引擎基于机器学习所生成，如有任何问题，可在页面下方点击"联系我们"与我们沟通。

算法您可能感兴趣

产品推荐

{"optioninfo":{"dynamic":"ture","static":"true"},"simplifiedDisplay":"newEdition","newCard":[{"ifIcon":"img","link":"https://img.alicdn.com/tfs/TB1XY8hGYr1gK0jSZFDXXb9yVXa-1740-328.png","icon":"","iconImg":"https://img.alicdn.com/tfs/TB1rLcm1Uz1gK0jSZLeXXb9kVXa-200-200.png","contentLink":"https://www.aliyun.com/product/vcs","title":"视觉计算服务","des":"视觉计算服务Visual Compute Service是一款弹性可伸缩的视觉智能计算服务。提供视觉数据接入、AI算法训练、计算资源调度的能力，通过API支撑开发业务应用，同时帮助开发者提升视觉AI创新效率，专注核心业务创新。","link1":"https://vcs.console.aliyun.com/overview","btn1":"产品控制台","link2":"https://page.aliyun.com/form/act140397117/index.htm?spm=5176.cnvcs.0.0.64807eaa0cdSTd","btn2":"申请开通","btn3":"产品文档","link3":"https://help.aliyun.com/document_detail/112402.html?spm=5176.cnvcs.0.0.64807eaa0cdSTd","infoGroup":[{"infoName":"产品入门","infoContent":{"firstContentName":"快速入门指导","lastContentName":"常见问题","firstContentLink":"https://help.aliyun.com/document_detail/112438.html","lastContentLink":"https://help.aliyun.com/knowledge_detail/112455.html"}},{"infoName":"最新动态","infoContent":{"firstContentLink":"https://www.aliyun.com/product/new?category=18&product=451","firstContentName":"产品最新动态","lastContentLink":"","lastContentName":""}}]}],"card":[],"search":[],"infoCard":[{"bannerUrl":"https://img.alicdn.com/tfs/TB1Xf81a3gP7K4jSZFqXXamhVXa-5169-974.jpg","bannerTitle":"mPaaS 小程序","bannerContent":"源自于支付宝小程序框架，亿级线上业务体量的锤炼，安全性媲美支付宝原生能力。<br>不仅面向自有 App 投放小程序，更可快速构建打包，覆盖支付宝、淘宝、钉钉等应用。","liveButtonName":"查看详情","liveButtonLink":"https://www.aliyun.com/product/mobilepaas/mpaas-miniprogram","contentTitle":"提供即开即用的端上体验","homePageLink":"https://common-buy.aliyun.com/?spm=5176.14673561.J_8751524360.2.56702709BussF3&commodityCode=mpaas_beta#/open","homePageName":"免费试用","linkGroup":[{"linkContent":"发布包大小极致优化，节省流量和存储。"},{"linkContent":"服务迭代不再受发版限制，快速发布，快速迭代。"},{"linkContent":"业务开发效率更加优秀，一次开发，多端运行。"}]}],"title":{"mainTitle":"mPaaS","subtitle":"源自于支付宝小程序框架，亿级线上业务体量的锤炼，安全性媲美支付宝原生能力。不仅面向自有 App 投放小程序，更可快速构建打包，覆盖支付宝、淘宝、钉钉等应用。","linkUrl":"https://www.aliyun.com/product/mobilepaas/mpaas-miniprogram","btnText":"查看详情"},"visual":{"topbg":"https://img.alicdn.com/tfs/TB1bQuBIYH1gK0jSZFwXXc7aXXa-3840-740.gif","icon":"","textColor":"dark"},"dataList":[{"summary":"啦啦啦","author":"wuwu","linksUrl":"#"}],"sceneCard":[],"txt":[]}

{"$env":{"JSON":{}},"$page":{"env":"production"},"$context":{"optioninfo":{"dynamic":"ture","static":"true"},"simplifiedDisplay":"newEdition","newCard":[{"ifIcon":"img","link":"https://img.alicdn.com/tfs/TB1XY8hGYr1gK0jSZFDXXb9yVXa-1740-328.png","icon":"","iconImg":"https://img.alicdn.com/tfs/TB1rLcm1Uz1gK0jSZLeXXb9kVXa-200-200.png","contentLink":"https://www.aliyun.com/product/vcs","title":"视觉计算服务","des":"视觉计算服务Visual Compute Service是一款弹性可伸缩的视觉智能计算服务。提供视觉数据接入、AI算法训练、计算资源调度的能力，通过API支撑开发业务应用，同时帮助开发者提升视觉AI创新效率，专注核心业务创新。","link1":"https://vcs.console.aliyun.com/overview","btn1":"产品控制台","link2":"https://page.aliyun.com/form/act140397117/index.htm?spm=5176.cnvcs.0.0.64807eaa0cdSTd","btn2":"申请开通","btn3":"产品文档","link3":"https://help.aliyun.com/document_detail/112402.html?spm=5176.cnvcs.0.0.64807eaa0cdSTd","infoGroup":[{"infoName":"产品入门","infoContent":{"firstContentName":"快速入门指导","lastContentName":"常见问题","firstContentLink":"https://help.aliyun.com/document_detail/112438.html","lastContentLink":"https://help.aliyun.com/knowledge_detail/112455.html"}},{"infoName":"最新动态","infoContent":{"firstContentLink":"https://www.aliyun.com/product/new?category=18&product=451","firstContentName":"产品最新动态","lastContentLink":"","lastContentName":""}}]}],"card":[],"search":[],"infoCard":[{"bannerUrl":"https://img.alicdn.com/tfs/TB1Xf81a3gP7K4jSZFqXXamhVXa-5169-974.jpg","bannerTitle":"mPaaS 小程序","bannerContent":"源自于支付宝小程序框架，亿级线上业务体量的锤炼，安全性媲美支付宝原生能力。<br>不仅面向自有 App 投放小程序，更可快速构建打包，覆盖支付宝、淘宝、钉钉等应用。","liveButtonName":"查看详情","liveButtonLink":"https://www.aliyun.com/product/mobilepaas/mpaas-miniprogram","contentTitle":"提供即开即用的端上体验","homePageLink":"https://common-buy.aliyun.com/?spm=5176.14673561.J_8751524360.2.56702709BussF3&commodityCode=mpaas_beta#/open","homePageName":"免费试用","linkGroup":[{"linkContent":"发布包大小极致优化，节省流量和存储。"},{"linkContent":"服务迭代不再受发版限制，快速发布，快速迭代。"},{"linkContent":"业务开发效率更加优秀，一次开发，多端运行。"}]}],"title":{"mainTitle":"mPaaS","subtitle":"源自于支付宝小程序框架，亿级线上业务体量的锤炼，安全性媲美支付宝原生能力。不仅面向自有 App 投放小程序，更可快速构建打包，覆盖支付宝、淘宝、钉钉等应用。","linkUrl":"https://www.aliyun.com/product/mobilepaas/mpaas-miniprogram","btnText":"查看详情"},"visual":{"topbg":"https://img.alicdn.com/tfs/TB1bQuBIYH1gK0jSZFwXXc7aXXa-3840-740.gif","icon":"","textColor":"dark"},"dataList":[{"summary":"啦啦啦","author":"wuwu","linksUrl":"#"}],"sceneCard":[],"txt":[]}}

视觉计算服务

视觉计算服务Visual Compute Service是一款弹性可伸缩的视觉智能计算服务。提供视觉数据接入、AI算法训练、计算资源调度的能力，通过API支撑开发业务应用，同时帮助开发者提升视觉AI创新效率，专注核心业务创新。

产品控制台

申请开通

产品文档

产品入门

快速入门指导

常见问题

什么是K均值聚类算法（K-Means）

从K-means到高斯混合模型：常用聚类算法的优缺点和使用范围？

K-Means算法的优缺点是什么呀？

算法k-means相关内容

算法您可能感兴趣

产品推荐