From 69677083d9c902470deeec7a5ead198f40b4e8d3 Mon Sep 17 00:00:00 2001 From: wangyangting Date: Fri, 8 Sep 2017 12:13:44 +0800 Subject: [PATCH] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E5=B1=80=E9=83=A8=E6=9C=80?= =?UTF-8?q?=E4=BC=98=E5=9B=BE=E7=89=87?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- docs/10.k-means聚类.md | 7 +++++-- .../apachecn-kmeans-partial-best-result-1.jpg | Bin 0 -> 57589 bytes 2 files changed, 5 insertions(+), 2 deletions(-) create mode 100644 images/10.KMeans/apachecn-kmeans-partial-best-result-1.jpg diff --git a/docs/10.k-means聚类.md b/docs/10.k-means聚类.md index 100b2fa6..3a94b324 100644 --- a/docs/10.k-means聚类.md +++ b/docs/10.k-means聚类.md @@ -131,8 +131,11 @@ def kMeans(dataSet, k, distMeas=distEclud, createCent=randCent): > 在 kMeans 的函数测试中,可能偶尔会陷入局部最小值(局部最优的结果,但不是全局最优的结果). ### K-Means 聚类算法的缺陷 -在 kMeans 的函数测试中,可能偶尔会陷入局部最小值(局部最优的结果,但不是全局最优的结果). -所以为了克服 KMeans 算法收敛于局部最小值的问题,有更厉害的大佬提出了另一个称为二分K-均值(bisecting K-Means)的算法. +在 kMeans 的函数测试中,可能偶尔会陷入局部最小值(局部最优的结果,但不是全局最优的结果). +局部最小值的的情况如下: +![K-Means 局部最小值1](../images/10.KMeans/apachecn-kmeans-partial-best-result-1.jpg) + +所以为了克服 KMeans 算法收敛于局部最小值的问题,有更厉害的大佬提出了另一个称之为二分K-均值(bisecting K-Means)的算法. ### 二分 K-Means 聚类算法 该算法首先将所有点作为一个簇,然后将该簇一分为二。 diff --git a/images/10.KMeans/apachecn-kmeans-partial-best-result-1.jpg b/images/10.KMeans/apachecn-kmeans-partial-best-result-1.jpg new file mode 100644 index 0000000000000000000000000000000000000000..416b2248f0f43cb995ece12de07a6bc7e589f552 GIT binary patch literal 57589 zcmbrlc|25q7(aT1#@ZyZWSNSRHd(We>YF9mqKKGEvL%Tk%Zw#toe)YgWKWW8B^mo9 zX@tl+!_XvT#xf2wbLO6Y+kL(6U-xw{ui?df&gY!x^DOV@c|Xtae)6cm&U0p#W&j@_ zA8-}^26*GZnSX!%|N8p3$^Wkn{$0##1tf&{nzw25^X&(=N$~MY@bNkU6aerE{?EOE z|MkVUjbA`;J3>fUL=;|7zZ2NT$Irh_fL~BhKmcAH3BL~rNC@uQr*Ue#r2RF-{y-_s z==4G%<G7miw}(xTLhKyyDfn+PeCN z#`hnZ+B-VCx=EjVz6=Zw{TLqkIXX5yLz|uZMgKkjhq3PNx^vvr^{)c4$?*xna|0LP}5$yk#YYY(M=Yy5UF9Dzdh-0^_l|>2|WblB6 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