From 7672185cdf5af2c416ab08d97532c99d7ea225d6 Mon Sep 17 00:00:00 2001 From: limasfernanda Date: Wed, 24 Jul 2024 23:28:58 -0300 Subject: [PATCH 1/3] =?UTF-8?q?Adicionando=20informa=C3=A7=C3=A3o=20sobre?= =?UTF-8?q?=20clustering?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- 4.1 Clustering/README.md | 36 ++++++++++++++++++++++++++++++++++++ 4.1 Clustering/cluster1.PNG | Bin 0 -> 15036 bytes 4.1 Clustering/cluster2.PNG | Bin 0 -> 15139 bytes 3 files changed, 36 insertions(+) create mode 100644 4.1 Clustering/cluster1.PNG create mode 100644 4.1 Clustering/cluster2.PNG diff --git a/4.1 Clustering/README.md b/4.1 Clustering/README.md index b6ea4d8..ec17ca1 100644 --- a/4.1 Clustering/README.md +++ b/4.1 Clustering/README.md @@ -1 +1,37 @@ # Clustering + +Clustering é uma técnica de agrupamento de conjuntos de elementos, onde elementos encontrem similares entre eles e formem um gurpo. + +Para o quê serve os agrupamentos? + +✔ Encontrar padrões
+✔ Segmentação (clientes, imagens)
+✔ Detecção de anomalias
+✔ Análise exploratória + +Um dos clusters mais conhecido é o K-means + +## Kmeans + +O K-means é um algoritmo classificador de baixo custo de processamento. O k-means agrupa determinadas características apresentadas ao programa em cluster utilizando ferramentas denominadas de centroides. Os centroides são pontos centrais +inicializados em conjunto com os valores das características apresentadas ao programa. + + +Os clusters irão dividir entre si as características inseridas no algoritmo. A Figura 1 ilustra as características de um K-means utilizando características de valores randômicos. + +![Figura 1](./cluster1.png) + + + + +Os itens representados por bolinhas pretas são as características do sistema. Os +itens coloridos em forma de cruz, são os centroides. A divisão das características entre os centroides ocorre por intermédio da distância Euclidiana entre os centroides e as características apresentadas. A Figura 2 apresenta a classificação das características apresentadas na Figura 1 após 7 iterações. + +![Figura 2](./cluster2.png) + + +
+ +### Referência +KANUNGO, T; et al; An efficient K-means clustering algorithm: analysis and +implementation, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, No. 7, 2002. \ No newline at end of file diff --git a/4.1 Clustering/cluster1.PNG b/4.1 Clustering/cluster1.PNG new file mode 100644 index 0000000000000000000000000000000000000000..4bf0a6693f971aafcb32afc097b0d7568ecd862d GIT binary patch literal 15036 zcmaL82{e>__&07FjD3v|#vZa|Uo&K1C)u+`vW8?&7$GHlLMVjD64|ovLTDkBBt#`k zlHGgVp7-~j^Pcnnzt1^yp2pnw%st=xdtKLOn|Ko=ZE6ZO3IYNGYF!;o9037gIy`j9 zN#QS8;)goLUKjjP@RCF`ab2pBMP3QujyF%6A;jJArHbnpOVW2 z1d67*n(Agjb}Ns_GMO$m-DaUc%xuf6ndacPt>K}KH&(JHzfmWiQW7|&cs&V4d7}RwyWITl z-=BUz-k0XLzTvvLt=@EfnMdt#yC7`6hlOzGOT^($@#g9m``*M;9$Rz_a%mK3#pgEl z8Qt-WgE5pWL!3TUzTdQTv!qLFJtmB9?ybm`T2$tmm6;p%Fo>=l-KILp!z^r;M60%M z;yu%RHL;tkfBx5G&D$~y@!((8eT4=Or54FCz8a-T`R|@x6xkWHKYW7Q`8#3nGWO*B z3zxwY{+l%QK3_6Y1&v?7P8V_c_xtn4=fE!mo6GMO9@yU;YyQ@IFSRFu<>!}kGiR^7 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Clustering/README.md index ec17ca1..a616e91 100644 --- a/4.1 Clustering/README.md +++ b/4.1 Clustering/README.md @@ -34,4 +34,9 @@ itens coloridos em forma de cruz, são os centroides. A divisão das caracterís ### Referência KANUNGO, T; et al; An efficient K-means clustering algorithm: analysis and -implementation, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, No. 7, 2002. \ No newline at end of file +implementation, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, No. 7, 2002. + +
+Autora: + +[Fernanda Lima](https://www.linkedin.com/in/limasfernanda/) From 65323e04234defa5edcea33e3ecdf763ad6ec9c4 Mon Sep 17 00:00:00 2001 From: limasfernanda Date: Mon, 29 Jul 2024 16:06:16 -0300 Subject: [PATCH 3/3] Aprimorando readme clustering --- 4.1 Clustering/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/4.1 Clustering/README.md b/4.1 Clustering/README.md index a616e91..928d804 100644 --- a/4.1 Clustering/README.md +++ b/4.1 Clustering/README.md @@ -37,6 +37,7 @@ KANUNGO, T; et al; An efficient K-means clustering algorithm: analysis and implementation, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, No. 7, 2002.
+ Autora: [Fernanda Lima](https://www.linkedin.com/in/limasfernanda/)