{"id":4970,"date":"2019-09-18T16:41:44","date_gmt":"2019-09-18T16:41:44","guid":{"rendered":"https:\/\/www.midomenech.com.br\/?p=4970"},"modified":"2024-11-27T16:51:04","modified_gmt":"2024-11-27T19:51:04","slug":"transformacao-de-dados-na-regressao-linear","status":"publish","type":"post","link":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/","title":{"rendered":"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear"},"content":{"rendered":"\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t

\u00a0 Regress\u00e3o Linear \u00e9 uma t\u00e9cnica estat\u00edstica muito \u00fatil, mas que exige paci\u00eancia e perseveran\u00e7a de que a utiliza. Veja o exemplo abaixo, h\u00e1 uma vari\u00e1vel de sa\u00edda (y) e quatro vari\u00e1veis de entrada (x1, x2, x3 e x4). O modelo de regress\u00e3o realizado no Minitab (Estat\\Regress\u00e3o\\Regress\u00e3o\\Ajuste de Modelo de Regress\u00e3o) mais simples \u00e9:<\/p>\n

<\/p>\n

<\/p>\n

y\u00a0\u00a0\u00a0\u00a0 =\u00a0\u00a0\u00a0\u00a0 -621,6 +\u00a033,16\u00a0x1 +\u00a04,272\u00a0x2 +\u00a04,126\u00a0x3 +\u00a014,1\u00a0x4<\/em><\/p>\n

<\/p>\n

<\/p>\n

\u00a0 O coeficiente de determina\u00e7\u00e3o (R2<\/sup>\u00a0ajustado) \u00e9 82,34%. Que maravilha!\u00a0Calma! N\u00e3o comemore ainda. Os gr\u00e1ficos dos res\u00edduos mostram que o modelo n\u00e3o \u00e9 bom. Note que os pontos no gr\u00e1fico superior direito formam uma curva, indicando que o modelo n\u00e3o \u00e9 o correto.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\"image\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t

\u00a0 A primeira solu\u00e7\u00e3o nesse caso \u00e9 incluir termos quadr\u00e1ticos (por exemplo, x12<\/sup>) e termos de intera\u00e7\u00e3o (x1*x2). Depois de retirar os termos n\u00e3o significativos, temos o seguinte modelo:<\/p>\n

<\/p>\n

<\/p>\n

Y = 1036 -65,5 x1 -16,64 x2 -14,34 x3 +0,0803 x22<\/sup>\u00a0+0,04786 x32<\/sup>\u00a0+0,544 x1.x2 +0,795 x1.x3 +0,10246 x2.x3<\/em><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\"\"\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t

\u00a0 O coeficiente de determina\u00e7\u00e3o aumenta para 96,7% e os gr\u00e1ficos de res\u00edduos melhoram um pouco. Mas o modelo ficou complicado, n\u00e3o? Equa\u00e7\u00e3o comprida, com x ao quadrado, x1 multiplicando x2. A melhor solu\u00e7\u00e3o \u00e9 seguir a dica de Box e Draper: \u201cquando o quociente entre o valor m\u00e1ximo e m\u00ednimo da vari\u00e1vel resposta for maior do que 4-5, pense em transformar a resposta para obter um modelo mais simples (parcimonioso)\u201d. Neste caso o quociente entre o m\u00e1ximo (830) e o m\u00ednimo (34) \u00e9 24 (= 830\/24). Pode-se aplicar a transforma\u00e7\u00e3o de Box-Cox aos valores de y no Minitab (Estat\\Cartas de Controle\\ Transforma\u00e7\u00f5es de Box-Cox). A transforma\u00e7\u00e3o escolhida tem l igual a zero e o modelo de regress\u00e3o fica:\u00a0<\/p>\n

<\/p>\n

<\/p>\n

ln(y)\u00a0\u00a0\u00a0\u00a0 =\u00a0\u00a0\u00a0\u00a0 1,1136 +\u00a00,15940\u00a0x1 +\u00a00,021402\u00a0x2 +\u00a00,021928\u00a0x3<\/em><\/p>\n

<\/p>\n

<\/p>\n

\u00a0O coeficiente de determina\u00e7\u00e3o agora \u00e9 97% e os res\u00edduos est\u00e3o bem comportados.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\"\"\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t

\u00a0 Portanto, a melhor equa\u00e7\u00e3o \u00e9:<\/p>\n

<\/p>\n

<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t

<\/p>\n

<\/p>\n

<\/p>\n

<\/p>\n

<\/p>\n

<\/p>\n

<\/p>\n

<\/figure>\n

<\/p>\n

<\/p>\n

<\/p>\n

<\/p>\n

<\/figure>\n
<\/figure>\n

<\/p>\n

<\/p>\n

\"\"<\/figure>\n

<\/p>\n

<\/p>\n

<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t

N\u00e3o \u00e9 uma equa\u00e7\u00e3o linear, mas \u00e9 uma equa\u00e7\u00e3o muito mais simples.\u00a0Portanto, n\u00e3o tenha pressa ao aplicar a t\u00e9cnica de Regress\u00e3o Linear e n\u00e3o acredite cegamente no valor de R2<\/sup>. Respire fundo e explore outros modelos.<\/p>\n

<\/p>\n

<\/p>\n

Refer\u00eancia:<\/strong><\/p>\n

<\/p>\n

<\/p>\n

George E. P. Box and Norman R. Draper (1987). Empirical Model-Building and Response Surfaces Ed. Wiley. ISBN-10: 0471810339.<\/p>\n

<\/p>\n

<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t

\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\"Manoel\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t

Manoel Telhada<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t

Master Black Belt, consultor e instrutor da MI Domenech<\/h4>\n\t\t\t\t\t<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t\n\t\t\t<\/i>\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t
<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t
<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\"\"\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t

Leia Mais!<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\n\t\t\t
\"Fazendo<\/div>\n\t\t<\/a>\n\t\t\t\t
\n\t\t\t\t

\n\t\t\t\n\t\t\t\tFazendo funcionar o Pensamento Estat\u00edstico – Parte 2\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t
\n\t\t\t\t\t\n\t\t\t31 de janeiro de 2025\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t

H\u00e1 tr\u00eas artigos sobre Pensamento Estat\u00edstico:\u00a0Parte I. Conceitos sobre Pensamento Estat\u00edstico: explica os tr\u00eas princ\u00edpios que comp\u00f5em o pensar estatisticamente.\u00a0Parte II. Fazendo funcionar o Pensamento<\/p>\n\t\t<\/div>\n\t\t\n\t\t\n\t\t\tSAIBA MAIS \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t

\n\t\t\t\t\n\t\t\t
\"\"<\/div>\n\t\t<\/a>\n\t\t\t\t
\n\t\t\t\t

\n\t\t\t\n\t\t\t\tConceitos do Pensamento Estat\u00edstico – Parte 1\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t
\n\t\t\t\t\t\n\t\t\t31 de janeiro de 2025\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t

H\u00e1 tr\u00eas artigos sobre Pensamento Estat\u00edstico:\u00a0 Parte I. Conceitos sobre Pensamento Estat\u00edstico: explica os tr\u00eas princ\u00edpios que comp\u00f5em o pensar estatisticamente.\u00a0 Parte II. Fazendo funcionar<\/p>\n\t\t<\/div>\n\t\t\n\t\t\n\t\t\tSAIBA MAIS \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t

\n\t\t\t\t\n\t\t\t
\"Sorrindo<\/div>\n\t\t<\/a>\n\t\t\t\t
\n\t\t\t\t

\n\t\t\t\n\t\t\t\tSorrindo com LSS e DFLSS Estilo Startup (Curva do sorriso)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t
\n\t\t\t\t\t\n\t\t\t15 de janeiro de 2025\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t

\u00a0 \u00a0A vida das empresas n\u00e3o \u00e9 moleza neste mundo atual de incertezas e mudan\u00e7as aceleradas. A \u00fanica certeza \u00e9 que a batalha pelos clientes<\/p>\n\t\t<\/div>\n\t\t\n\t\t\n\t\t\tSAIBA MAIS \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t

\n\t\t\t\t\n\t\t\t
\"Brainstorming<\/div>\n\t\t<\/a>\n\t\t\t\t
\n\t\t\t\t

\n\t\t\t\n\t\t\t\tBrainstorming 2.0: turbine sua criatividade e produza mais ideias!\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t
\n\t\t\t\t\t\n\t\t\t20 de dezembro de 2024\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t

\u00a0 Voc\u00ea j\u00e1 deve ter participado de reuni\u00f5es gerenciais ou reuni\u00f5es de grupos de melhoria nas quais se apresenta um problema e se solicitam ideias<\/p>\n\t\t<\/div>\n\t\t\n\t\t\n\t\t\tSAIBA MAIS \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t

\n\t\t\t\t\n\t\t\t
\"\"<\/div>\n\t\t<\/a>\n\t\t\t\t
\n\t\t\t\t

\n\t\t\t\n\t\t\t\tMudan\u00e7a Cultural e Melhoria Cont\u00ednua\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t
\n\t\t\t\t\t\n\t\t\t19 de novembro de 2024\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t

Uma afirma\u00e7\u00e3o comum sobre mudan\u00e7a cultural \u00e9 que leva tempo. As vezes se menciona que se precisa de pelo menos 10 anos para que a<\/p>\n\t\t<\/div>\n\t\t\n\t\t\n\t\t\tSAIBA MAIS \u00bb\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

\u00a0 Regress\u00e3o Linear \u00e9 uma t\u00e9cnica estat\u00edstica muito \u00fatil, mas que exige paci\u00eancia e perseveran\u00e7a de que a utiliza. Veja o exemplo abaixo, h\u00e1 uma vari\u00e1vel de sa\u00edda (y) e quatro vari\u00e1veis de entrada (x1, x2, x3 e x4). O modelo de regress\u00e3o realizado no Minitab (EstatRegress\u00e3oRegress\u00e3oAjuste de Modelo de Regress\u00e3o) mais simples \u00e9: y\u00a0\u00a0\u00a0\u00a0 […]<\/p>\n","protected":false},"author":1,"featured_media":7024,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"yoast_head":"\nTransforma\u00e7\u00e3o de dados na Regress\u00e3o Linear - MI Domenech<\/title>\n<meta name=\"description\" content=\"Regress\u00e3o Linear \u00e9 uma t\u00e9cnica estat\u00edstica muito \u00fatil, mas que exige paci\u00eancia e perseveran\u00e7a de que a utiliza.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear - MI Domenech\" \/>\n<meta property=\"og:description\" content=\"Regress\u00e3o Linear \u00e9 uma t\u00e9cnica estat\u00edstica muito \u00fatil, mas que exige paci\u00eancia e perseveran\u00e7a de que a utiliza.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/\" \/>\n<meta property=\"og:site_name\" content=\"MI Domenech\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/midomenechleanseissigma\/\" \/>\n<meta property=\"article:published_time\" content=\"2019-09-18T16:41:44+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-27T19:51:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Transformacao-de-dados-na-Regressao-Linear.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1145\" \/>\n\t<meta property=\"og:image:height\" content=\"500\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin_midomenech\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin_midomenech\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/\"},\"author\":{\"name\":\"admin_midomenech\",\"@id\":\"https:\/\/www.midomenech.com.br\/#\/schema\/person\/c97f65523fb19e30105e0c170ac04a81\"},\"headline\":\"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear\",\"datePublished\":\"2019-09-18T16:41:44+00:00\",\"dateModified\":\"2024-11-27T19:51:04+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/\"},\"wordCount\":393,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.midomenech.com.br\/#organization\"},\"articleSection\":[\"Sem Categoria\"],\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/\",\"url\":\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/\",\"name\":\"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear - MI Domenech\",\"isPartOf\":{\"@id\":\"https:\/\/www.midomenech.com.br\/#website\"},\"datePublished\":\"2019-09-18T16:41:44+00:00\",\"dateModified\":\"2024-11-27T19:51:04+00:00\",\"description\":\"Regress\u00e3o Linear \u00e9 uma t\u00e9cnica estat\u00edstica muito \u00fatil, mas que exige paci\u00eancia e perseveran\u00e7a de que a utiliza.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/#breadcrumb\"},\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"In\u00edcio\",\"item\":\"https:\/\/www.midomenech.com.br\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.midomenech.com.br\/#website\",\"url\":\"https:\/\/www.midomenech.com.br\/\",\"name\":\"MI Domenech\",\"description\":\"Melhoria e inova\u00e7\u00e3o em Lean Seis Sigma\",\"publisher\":{\"@id\":\"https:\/\/www.midomenech.com.br\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.midomenech.com.br\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pt-BR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.midomenech.com.br\/#organization\",\"name\":\"MI Domenech\",\"url\":\"https:\/\/www.midomenech.com.br\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\/\/www.midomenech.com.br\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2020\/09\/MID-LOGO-1200x300-1.png\",\"contentUrl\":\"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2020\/09\/MID-LOGO-1200x300-1.png\",\"width\":1200,\"height\":300,\"caption\":\"MI Domenech\"},\"image\":{\"@id\":\"https:\/\/www.midomenech.com.br\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.instagram.com\/mid_leansixsigma\/\",\"https:\/\/www.linkedin.com\/company\/15081840\",\"https:\/\/www.youtube.com\/channel\/UCM_NH5h28dk5b5YrakUpeZQ\",\"https:\/\/www.facebook.com\/midomenechleanseissigma\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.midomenech.com.br\/#\/schema\/person\/c97f65523fb19e30105e0c170ac04a81\",\"name\":\"admin_midomenech\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\/\/www.midomenech.com.br\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/19c8aa2fdaa959ac31a60c75333c98a6?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/19c8aa2fdaa959ac31a60c75333c98a6?s=96&d=mm&r=g\",\"caption\":\"admin_midomenech\"},\"url\":\"https:\/\/www.midomenech.com.br\/author\/admin_midomenech\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear - MI Domenech","description":"Regress\u00e3o Linear \u00e9 uma t\u00e9cnica estat\u00edstica muito \u00fatil, mas que exige paci\u00eancia e perseveran\u00e7a de que a utiliza.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/","og_locale":"pt_BR","og_type":"article","og_title":"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear - MI Domenech","og_description":"Regress\u00e3o Linear \u00e9 uma t\u00e9cnica estat\u00edstica muito \u00fatil, mas que exige paci\u00eancia e perseveran\u00e7a de que a utiliza.","og_url":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/","og_site_name":"MI Domenech","article_publisher":"https:\/\/www.facebook.com\/midomenechleanseissigma\/","article_published_time":"2019-09-18T16:41:44+00:00","article_modified_time":"2024-11-27T19:51:04+00:00","og_image":[{"width":1145,"height":500,"url":"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2019\/09\/Transformacao-de-dados-na-Regressao-Linear.png","type":"image\/png"}],"author":"admin_midomenech","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"admin_midomenech","Est. tempo de leitura":"6 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/#article","isPartOf":{"@id":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/"},"author":{"name":"admin_midomenech","@id":"https:\/\/www.midomenech.com.br\/#\/schema\/person\/c97f65523fb19e30105e0c170ac04a81"},"headline":"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear","datePublished":"2019-09-18T16:41:44+00:00","dateModified":"2024-11-27T19:51:04+00:00","mainEntityOfPage":{"@id":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/"},"wordCount":393,"commentCount":0,"publisher":{"@id":"https:\/\/www.midomenech.com.br\/#organization"},"articleSection":["Sem Categoria"],"inLanguage":"pt-BR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/","url":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/","name":"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear - MI Domenech","isPartOf":{"@id":"https:\/\/www.midomenech.com.br\/#website"},"datePublished":"2019-09-18T16:41:44+00:00","dateModified":"2024-11-27T19:51:04+00:00","description":"Regress\u00e3o Linear \u00e9 uma t\u00e9cnica estat\u00edstica muito \u00fatil, mas que exige paci\u00eancia e perseveran\u00e7a de que a utiliza.","breadcrumb":{"@id":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/#breadcrumb"},"inLanguage":"pt-BR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.midomenech.com.br\/transformacao-de-dados-na-regressao-linear\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"In\u00edcio","item":"https:\/\/www.midomenech.com.br\/"},{"@type":"ListItem","position":2,"name":"Transforma\u00e7\u00e3o de dados na Regress\u00e3o Linear"}]},{"@type":"WebSite","@id":"https:\/\/www.midomenech.com.br\/#website","url":"https:\/\/www.midomenech.com.br\/","name":"MI Domenech","description":"Melhoria e inova\u00e7\u00e3o em Lean Seis Sigma","publisher":{"@id":"https:\/\/www.midomenech.com.br\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.midomenech.com.br\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"pt-BR"},{"@type":"Organization","@id":"https:\/\/www.midomenech.com.br\/#organization","name":"MI Domenech","url":"https:\/\/www.midomenech.com.br\/","logo":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/www.midomenech.com.br\/#\/schema\/logo\/image\/","url":"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2020\/09\/MID-LOGO-1200x300-1.png","contentUrl":"https:\/\/www.midomenech.com.br\/wp-content\/uploads\/2020\/09\/MID-LOGO-1200x300-1.png","width":1200,"height":300,"caption":"MI Domenech"},"image":{"@id":"https:\/\/www.midomenech.com.br\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.instagram.com\/mid_leansixsigma\/","https:\/\/www.linkedin.com\/company\/15081840","https:\/\/www.youtube.com\/channel\/UCM_NH5h28dk5b5YrakUpeZQ","https:\/\/www.facebook.com\/midomenechleanseissigma\/"]},{"@type":"Person","@id":"https:\/\/www.midomenech.com.br\/#\/schema\/person\/c97f65523fb19e30105e0c170ac04a81","name":"admin_midomenech","image":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/www.midomenech.com.br\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/19c8aa2fdaa959ac31a60c75333c98a6?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/19c8aa2fdaa959ac31a60c75333c98a6?s=96&d=mm&r=g","caption":"admin_midomenech"},"url":"https:\/\/www.midomenech.com.br\/author\/admin_midomenech\/"}]}},"_links":{"self":[{"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/posts\/4970"}],"collection":[{"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/comments?post=4970"}],"version-history":[{"count":3,"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/posts\/4970\/revisions"}],"predecessor-version":[{"id":9018,"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/posts\/4970\/revisions\/9018"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/media\/7024"}],"wp:attachment":[{"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/media?parent=4970"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/categories?post=4970"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.midomenech.com.br\/wp-json\/wp\/v2\/tags?post=4970"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}