<div dir="auto">Vc tem certeza que não está usando a resposta como explicativa, né? Nem usando uma variável categórica com 16 categorias como explicativa.<div dir="auto"><br></div><div dir="auto">Abs</div></div><div class="gmail_extra"><br><div class="gmail_quote">Em 25 de mai de 2017 07:53, "Basilio de Bragança Pereira" <<a href="mailto:basilio@hucff.ufrj.br">basilio@hucff.ufrj.br</a>> escreveu:<br type="attribution"><blockquote class="gmail_quote" style="margin:0 0 0 .8ex;border-left:1px #ccc solid;padding-left:1ex"><div dir="ltr"><div><div>Se N=16 é sua população isso é o que voce tem . É um censo .Não vai fazer inferências nem predições.<br></div>Se a os dados da população estaõ em cima de uma reta isso é o que voce tem.<br></div>Basilio<br></div><div class="gmail_extra"><br><div class="gmail_quote">2017-05-25 6:01 GMT-03:00 Jose Fernandes por (abe) <span dir="ltr"><<a href="mailto:abe@lists.ime.usp.br" target="_blank">abe@lists.ime.usp.br</a>></span>:<br><blockquote class="gmail_quote" style="margin:0 0 0 .8ex;border-left:1px #ccc solid;padding-left:1ex"><div><div style="color:#000;background-color:#fff;font-family:Courier New,courier,monaco,monospace,sans-serif;font-size:13px"><div id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21435"><span></span></div><div></div><div id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21434"> </div><div class="m_-1480871272224896219m_2508270806115512288signature" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21425"><span style="font-style:italic" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21424">José Moniz Fernandes</span><div></div></div><div class="m_-1480871272224896219m_2508270806115512288qtdSeparateBR" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21451"><br><br></div> <div class="m_-1480871272224896219m_2508270806115512288yahoo_quoted" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21454" style="display:block"> <div style="font-family:Courier New,courier,monaco,monospace,sans-serif;font-size:13px" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21453"> <div style="font-family:HelveticaNeue,Helvetica Neue,Helvetica,Arial,Lucida Grande,sans-serif;font-size:16px" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21452"> <div dir="ltr"><font size="2" face="Arial"> Em Quinta-feira, 25 de Maio de 2017 7:59, "Jose Fernandes <a href="mailto:josefer75@yahoo.com.br" target="_blank">josefer75@yahoo.com.br</a> [STAT-MATH]" <<a href="mailto:STAT-MATH@yahoogrupos.com.br" target="_blank">STAT-MATH@yahoogrupos.com.br</a>> escreveu:<br></font></div> <br><br> <div class="m_-1480871272224896219m_2508270806115512288y_msg_container" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21457"><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081"><div id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21456">
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<div class="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt8962087959" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt28812"><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081ygrp-text">
<div></div><div style="color:#000;background-color:#fff;font-family:Courier New,courier,monaco,monospace,sans-serif;font-size:13px" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_21455"><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081"><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_11582"><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_11581" style="color:#000;background-color:#fff;font-family:Courier New,courier,monaco,monospace,sans-serif;font-size:13px"><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_7947"><span id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8127">Bom dia a todos,</span></div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_7947"><span><br clear="none"></span></div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_7947"><span id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8128">A questão de n pequeno quando é uma amostra pode ser aumentada quando é possível, ou seja recolher novos dados. No meu caso é exatamente N=16 (população). Não tenho como aumentar. Gostaria de ter uma solução para isso.</span></div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_7947"><span id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8324">Posso descrever melhor os resultados encontrados:</span></div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_7947"><span id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8430">1- Ao fazer um modelo de regressão linear múltipla encontrei R^2=1 muito estranho (bom isso dá ideia de multicolinearidade e as variáveis explicativas todos altamente significativas, nesse sentido a minha dúvida está em como resolver esse problema uma vez que as variáveis são categóricas?);</span></div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_7947"><span id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8787">2- Os resultados dos resíduos deu esse resultado:</span></div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8691">Warning messages:</div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8692">1: not plotting observations with leverage one:</div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8693"> 1, 3, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16 </div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8694">2: not plotting observations with leverage one:</div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_7947"></div><div dir="ltr" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8695"> 1, 3, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16 </div><div dir="ltr" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8695">3- Alguém conseguiria dar uma ajuda preciosa?</div><div dir="ltr" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8695"><br clear="none"></div><div dir="ltr" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8695">Abraços,</div><div></div><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_7948"> </div><div class="m_-1480871272224896219m_2508270806115512288yiv2033118081signature" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8129"><span id="m_-1480871272224896219m_2508270806115512288yiv2033118081yui_3_16_0_ym19_1_1495673853085_8739" style="font-style:italic">José Moniz Fernandes</span><div></div></div> <div class="m_-1480871272224896219m_2508270806115512288yiv2033118081qtdSeparateBR"><br clear="none"><br clear="none"></div></div></div></div><div id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23021"> <div style="font-family:Courier New,courier,monaco,monospace,sans-serif;font-size:13px" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23020"> <div style="font-family:HelveticaNeue,Helvetica Neue,Helvetica,Arial,Lucida Grande,sans-serif;font-size:16px" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23019"> <div dir="ltr"><font size="2" face="Arial"> Em Quinta-feira, 25 de Maio de 2017 0:12, "<a href="mailto:sznelwar@uol.com.br" target="_blank">sznelwar@uol.com.br</a> [STAT-MATH]" <<a href="mailto:STAT-MATH@yahoogrupos.com.br" target="_blank">STAT-MATH@yahoogrupos.com.br</a>> escreveu:<br clear="none"></font></div> <br clear="none"><br clear="none"> <div class="m_-1480871272224896219m_2508270806115512288yiv2033118081y_msg_container" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23018"><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081"><div id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23017">
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<div class="m_-1480871272224896219m_2508270806115512288yiv2033118081qtdSeparateBR"><br clear="none"><br clear="none"></div><div class="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt9771121904" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt13736"><div id="m_-1480871272224896219m_2508270806115512288yiv2033118081ygrp-text">
<div></div><div><span style="font-size:medium;color:#0000ff">Queria aproveitar esta dúvida, ouvi falar outro dia para n pequeno em regressão fazer o bootstrap nos resíduos como solução. Alguém conhece este assunto e tem eventualmente soluções resolvidas de preferência no R?</span></div>
<div class="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt2705608412" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt08887"><div> </div>
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<div><span style="font-family:'courier new',courier,monaco,monospace,sans-serif"><span style="font-size:13.91px;background-color:#ffffff">Leverage 1 pode ser várias coisas, nenhuma é boa.</span></span>
<div><span style="font-family:'courier new',courier,monaco,monospace,sans-serif"><span style="font-size:13.91px;background-color:#ffffff"> </span></span></div>
<div><span style="font-family:'courier new',courier,monaco,monospace,sans-serif"><span style="font-size:13.91px;background-color:#ffffff">Busquei pelo tema no google e confirmei a suspeita: problemas na formulação do modelo, repare isto;</span></span></div>
<div><span style="font-family:'courier new',courier,monaco,monospace,sans-serif"><span style="background-color:#ffffff"><span style="font-size:13.91px"><a rel="nofollow" shape="rect" href="https://stats.stackexchange.com/a/209042/86418" target="_blank">https://stats.stackexchange.co<wbr>m/a/209042/86418</a></span><br clear="none"></span></span></div>
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<div class="m_-1480871272224896219m_2508270806115512288yiv2033118081gmail_extra" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23016"><br clear="none">
<div class="m_-1480871272224896219m_2508270806115512288yiv2033118081gmail_quote" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23015">Em 24 de mai de 2017 6:29 AM, "Jose Fernandes <a rel="nofollow" shape="rect">josefer75@yahoo.com.br</a> [STAT-MATH]" <<a rel="nofollow" shape="rect">STAT-MATH@yahoogrupos.com.br</a>> escreveu:<br clear="none">
<blockquote class="m_-1480871272224896219m_2508270806115512288yiv2033118081gmail_quote" style="border-left:1px #ccc solid" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23014">
<div style="background-color:#fff" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23013"><span> </span>
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<div style="color:#000;background-color:#fff;font-family:Courier New,courier,monaco,monospace,sans-serif;font-size:13px" id="m_-1480871272224896219m_2508270806115512288yui_3_16_0_ym19_1_1495673853085_23012">
<div id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_242463"><span id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_242480">Bom dia caros,</span></div>
<div id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_242463"><span> </span></div>
<div id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_242463"><span id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_242504">Estou a desenvolver um modelo de regressão linear e encontro todas as categorias das variáveis bastantes significativas e r^quadrado quase um, mas o problema é que ao fazer o gráfico dos resíduos encontro o seguinte problema:</span> gráficos com poucos valores, ou seja não a maioria dos valores e dá:</div>
<div id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_244137">Warning messages:</div>
<div id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_244138">1: not plotting observations with leverage one:</div>
<div id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_244139"> 1, 3, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16 </div>
<div id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_244140">2: not plotting observations with leverage one:</div>
<div dir="ltr" id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_244141"> 1, 3, 6, 7, 8, 9, 10, 11, 13, 14, 15, 16 </div>
<div dir="ltr" id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_244141"> </div>
<div dir="ltr" id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_244141">Abraços,</div>
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<div id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_242528"> </div>
<div class="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899signature" id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_242530"><span id="m_-1480871272224896219m_2508270806115512288yiv2033118081m_-1618162328687533899yui_3_16_0_ym19_1_1495068438866_242532" style="font-style:italic">José Moniz Fernandes</span>
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<div class="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt2705608412" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt66016"><div style="color:#fff;height:0"></div></div></div>
</div><div class="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt9771121904" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt52982"><div class="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt2705608412" id="m_-1480871272224896219m_2508270806115512288yiv2033118081yqt11674"></div></div></div><br clear="none"><br clear="none"></div> </div> </div> </div></div></div></div>
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Enviado por: Jose Fernandes <<a href="mailto:josefer75@yahoo.com.br" target="_blank">josefer75@yahoo.com.br</a>> <hr style="height:2px;border-width:0;color:#e3e3e3;background-color:#e3e3e3">
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<a rel="nofollow" shape="rect" style="text-decoration:none;color:#2d50fd">Responder através da web</a>
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<a rel="nofollow" shape="rect" href="mailto:josefer75@yahoo.com.br?subject=Res%3A%20Re%3A%20%5BSTAT-MATH%5D%20Modela%C3%A7%C3%A3o%20estat%C3%ADstica%20com%20n%20pequeno" style="text-decoration:none;color:#2d50fd" target="_blank">
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<br></blockquote></div><br><br clear="all"><br>-- <br><div class="m_-1480871272224896219gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><span><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><span><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div><div dir="ltr"><div>*Basilio de Bragança Pereira, DIC and PhD(Imperial College),MSc and DL(COPPE) </div><div><span><span><span>Titular Professor (Retired) of Bioestatistics(FM,School of Medicine) and of Applied Statistics(<span>COPPE-Posgraduate School of Engineering).</span></span></span></span><br>*UFRJ-Federal University of Rio de Janeiro </div><div><span></span></div><div>*ICES -Instituto do Coração Edson Saad , HUCFF-University Hospital Clementino Fraga Filho.<br></div><div>*Tel: <a href="tel:(21)%203938-7045" value="+552139387045" target="_blank">55 21 3938-7045</a>/7047/2618</div><div><a href="http://www.po.ufrj.br/basilio/" target="_blank">www.po.ufrj.br/basilio/</a></div><div><br></div><div>*Mail Address:</div><div>Programa de Engenharia de Produção <br>COPPE/UFRJ - Caixa Postal 68507 </div><div>CEP 21941-972 Rio de Janeiro,RJ </div><div>Brazil</div></div></div></div></div></div></div></div></div></div></div></span></div></div></div></div></div></div></div></div></span></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div></div>
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