<div dir="ltr"><div>Ecacarva,</div><div><br></div><div>Boa noite.</div><div><br></div><div>Ecacarva,</div><div><br></div><div>Tudo depende dos seus dados. Uma vez fiz uns teste para os pacotes Amelia, VIM e mi (Imputação múltipla), e observei que amelia tinha os melhores ajustes, achei interessante pois esperava que o mi tivesse os melhores ajustes. Entretanto, acabei usando os dados desbalanceados mesmo, como tinha dados longitudinais fiz a análise como um modelo misto. Isso é fácil de você testar. Crie um banco de dados exclua alguns valores e teste qual desse métodos te da os melhores ajustes. Segue alguns artigos falando sobre dados faltantes.</div><div><br></div><div><a href="http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3016756/">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3016756/</a><br></div><a href="http://www.statisticalhorizons.com/wp-content/uploads/MissingDataByML.pdf">http://www.statisticalhorizons.com/wp-content/uploads/MissingDataByML.pdf</a><br><div><br></div><div>Att.,</div><div><br></div><div>Alisson</div></div><div class="gmail_extra"><br><div class="gmail_quote">2016-04-14 21:39 GMT-03:00 ecacarva [via R-br] <span dir="ltr"><<a href="mailto:ml-node+s2285057n4665950h86@n4.nabble.com" target="_blank">ml-node+s2285057n4665950h86@n4.nabble.com</a>></span>:<br><blockquote class="gmail_quote" style="margin:0 0 0 .8ex;border-left:1px #ccc solid;padding-left:1ex">

        <div dir="ltr">Valeu pessoal ! Vou analisar e testar o máximo nos meus dados.<div><br></div><div>Alisson, fiquei especialmente interessado em tratar missing com <span style="font-size:12.8px"> </span><span style="font-size:12.8px">modelos mistos generalizados, já que você disse que é um método mais moderno.</span></div><div><span style="font-size:12.8px"><br></span></div><div><span style="font-size:12.8px">Você tem algum exemplo reprodutível ou literatura com exemplos ?</span></div><div><span style="font-size:12.8px"><br></span></div><div><span style="font-size:12.8px">Obrigado</span></div></div><div class="gmail_extra"><br><div class="gmail_quote">Em 14 de abril de 2016 13:07, Jônatan [via R-br] <span dir="ltr"><<a href="http:///user/SendEmail.jtp?type=node&node=4665950&i=0" rel="nofollow" link="external" target="_blank">[hidden email]</a>></span> escreveu:<br><blockquote style="border-left:2px solid #cccccc;padding:0 1em" class="gmail_quote">

        <div dir="ltr">no link abaixo há uma lista de Pacotes do R relacionados a MI, organizada pelo autor do livro Flexible Imputation of Missing Data:<div><a href="http://www.stefvanbuuren.nl/mi/Software.html" rel="nofollow" link="external" target="_blank">http://www.stefvanbuuren.nl/mi/Software.html</a><br></div><div><br></div><div>Att.</div></div><div class="gmail_extra"><br><div class="gmail_quote"><div><div>2016-04-11 11:11 GMT-03:00 Elias Carvalho <span dir="ltr"><<a href="http:///user/SendEmail.jtp?type=node&node=4665948&i=0" rel="nofollow" link="external" target="_blank">[hidden email]</a>></span>:<br></div></div><blockquote style="border-left:2px solid #cccccc;padding:0 1em" class="gmail_quote"><div><div><div dir="ltr">Alguém da lista poderia me da uma dica de como tratar dados missing ?<div><br></div><div>Multiple Imputation seria a técnica mais moderna ?</div><div><br></div><div>Obrigado<span><font color="#888888"><br clear="all"><div><br></div><div><div dir="ltr"><div><div dir="ltr"><div dir="ltr"><div>Elias</div></div></div></div></div></div>
</font></span></div></div>
<br></div></div><span>_______________________________________________<br>
R-br mailing list<br>
<a href="http:///user/SendEmail.jtp?type=node&node=4665948&i=1" rel="nofollow" link="external" target="_blank">[hidden email]</a><br>
<a href="https://listas.inf.ufpr.br/cgi-bin/mailman/listinfo/r-br" rel="nofollow" link="external" target="_blank">https://listas.inf.ufpr.br/cgi-bin/mailman/listinfo/r-br</a><br>
Leia o guia de postagem (<a href="http://www.leg.ufpr.br/r-br-guia" rel="nofollow" link="external" target="_blank">http://www.leg.ufpr.br/r-br-guia</a>) e forneça código mínimo reproduzível.<br></span></blockquote></div><br><br clear="all"><div><br></div>-- <br><div><div dir="ltr"><div><div dir="ltr"><div><font size="2" style="font-family:arial">###############################################################</font><br><span style="font-family:arial;font-size:small">##  </span><span style="font-size:11px;text-align:center;background-color:rgb(239,239,239);color:rgb(150,150,150);font-family:Verdana,Arial,Helvetica,sans-serif;line-height:13px">Jônatan Dupont Tatsch</span></div><div><span style="font-family:arial;font-size:small">##  </span><span style="color:rgb(150,150,150);font-family:Verdana,Arial,Helvetica,sans-serif;font-size:10.909090995788574px;line-height:12.997159004211426px;text-align:center;background-color:rgb(239,239,239)">Professor do Departamento de Física</span><font face="arial" style="font-size:small"><br></font></div><div><span style="font-family:arial;font-size:small">## </span><span style="font-family:arial;font-size:small"> </span><span style="color:rgb(150,150,150);font-family:Verdana,Arial,Helvetica,sans-serif;font-size:10.9090909957886px;line-height:12.9971590042114px;text-align:center;background-color:rgb(239,239,239)">Coordenador Substituto do Programa de Pós-Graduação em Meteorologia (PPGMET)</span><br></div><div><span style="font-size:small;font-family:arial">##  </span><span style="color:rgb(150,150,150);font-family:Verdana,Arial,Helvetica,sans-serif;font-size:10.909090995788574px;line-height:12.997159004211426px;text-align:center;background-color:rgb(239,239,239)">Centro de Ciências Exatas e Naturais (CCNE)</span><br></div><div><span style="font-size:small;font-family:arial">##  </span><span style="color:rgb(150,150,150);font-family:Verdana,Arial,Helvetica,sans-serif;font-size:10.909090995788574px;line-height:12.997159004211426px;text-align:center;background-color:rgb(239,239,239)">Universidade Federal de Santa Maria - UFSM</span></div><div><span style="font-family:arial;font-size:small">##  </span><span style="font-size:11px;text-align:center;background-color:rgb(239,239,239);color:rgb(150,150,150);font-family:Verdana,Arial,Helvetica,sans-serif;line-height:13px">Faixa de Camobi, Prédio 13 - Campus UFSM - </span><span style="font-size:11px;text-align:center;background-color:rgb(239,239,239);color:rgb(150,150,150);font-family:Verdana,Arial,Helvetica,sans-serif;line-height:13px">Santa Maria, RS, Brasil - 97105-900</span><br></div><div style="font-family:arial;font-size:small">##  <span style="font-size:11px;text-align:center;background-color:rgb(239,239,239);color:rgb(150,150,150);font-family:Verdana,Arial,Helvetica,sans-serif;line-height:13px">Telefone: <a href="tel:%2B55%2855%2933012083" value="<a href="tel:%2B555533012083" value="+555533012083" target="_blank">+555533012083</a>" target="_blank"><a href="tel:%2B55%2855%2933012083" value="+555533012083" target="_blank">+55(55)33012083</a></span><br></div><div style="font-family:arial;font-size:small">##  <span style="font-size:11px;text-align:center;background-color:rgb(239,239,239);color:rgb(150,150,150);font-family:Verdana,Arial,Helvetica,sans-serif;line-height:13px"><a href="http://www.ufsm.br/meteorologia" rel="nofollow" link="external" target="_blank">www.ufsm.br/meteorologia</a></span></div><div style="font-family:arial;font-size:small">###############################################################</div></div></div></div></div>
</div><span>
<br>_______________________________________________
<br>R-br mailing list
<br><a href="http:///user/SendEmail.jtp?type=node&node=4665948&i=2" rel="nofollow" link="external" target="_blank">[hidden email]</a>
<br><a href="https://listas.inf.ufpr.br/cgi-bin/mailman/listinfo/r-br" rel="nofollow" link="external" target="_blank">https://listas.inf.ufpr.br/cgi-bin/mailman/listinfo/r-br</a><br>Leia o guia de postagem (<a href="http://www.leg.ufpr.br/r-br-guia" rel="nofollow" link="external" target="_blank">http://www.leg.ufpr.br/r-br-guia</a>) e forne�a c�digo m�nimo reproduz�vel.

        
        
        
        <br>
        <br>
        <hr noshade size="1" color="#cccccc">
        </span><div style="color:#444;font:12px tahoma,geneva,helvetica,arial,sans-serif"><span>
                <div style="font-weight:bold">If you reply to this email, your message will be added to the discussion below:</div>
                </span><a href="http://r-br.2285057.n4.nabble.com/R-br-Dados-Missing-tp4665933p4665948.html" rel="nofollow" link="external" target="_blank">http://r-br.2285057.n4.nabble.com/R-br-Dados-Missing-tp4665933p4665948.html</a>
        </div><div><div>
        <div style="color:#666;font:11px tahoma,geneva,helvetica,arial,sans-serif;margin-top:.4em;line-height:1.5em">
                
                To unsubscribe from R-br, <a rel="nofollow" link="external">click here</a>.<br>
                <a href="http://r-br.2285057.n4.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml" rel="nofollow" style="font:9px serif" link="external" target="_blank">NAML</a>
        </div></div></div></blockquote></div><br><br clear="all"><div><br></div>-- <br><div><div dir="ltr"><div><div dir="ltr"><div dir="ltr">Best regards... 8^)<br><br>“<span style="font-size:12.8px">The mind that is open to new ideas never come back</span><div><span style="font-size:12.8px">to its original size</span>”  <i style="margin:0px;padding:0px;border:0px;font:inherit;vertical-align:baseline;color:rgb(51,51,51);font-family:Arial,Verdana,sans-serif;line-height:21px;background-color:rgb(255,255,255)">Albert Einstein</i><span style="font-size:13px;color:rgb(51,51,51);font-family:Arial,Verdana,sans-serif;line-height:21px;background-color:rgb(255,255,255)"> </span><br><br><br>_____________________________________________<br>Prof. Elias César Araújo de Carvalho<br>CV: <a href="http://lattes.cnpq.br/4248328961021251" rel="nofollow" link="external" target="_blank">http://lattes.cnpq.br/4248328961021251</a><br></div></div></div></div></div></div>
</div>
<br>_______________________________________________
<br>R-br mailing list
<br><a href="http:///user/SendEmail.jtp?type=node&node=4665950&i=1" rel="nofollow" link="external" target="_blank">[hidden email]</a>
<br><a href="https://listas.inf.ufpr.br/cgi-bin/mailman/listinfo/r-br" rel="nofollow" link="external" target="_blank">https://listas.inf.ufpr.br/cgi-bin/mailman/listinfo/r-br</a><br>Leia o guia de postagem (<a href="http://www.leg.ufpr.br/r-br-guia" rel="nofollow" link="external" target="_blank">http://www.leg.ufpr.br/r-br-guia</a>) e forne�a c�digo m�nimo reproduz�vel.

        
        
        <div style="margin-top:1em;color:#666666;font-size:11px">
                                Ecacarva
                        </div>
        <br>
        <br>
        <hr noshade size="1" color="#cccccc">
        <div style="color:#444;font:12px tahoma,geneva,helvetica,arial,sans-serif">
                <div style="font-weight:bold">If you reply to this email, your message will be added to the discussion below:</div>
                <a href="http://r-br.2285057.n4.nabble.com/R-br-Dados-Missing-tp4665933p4665950.html" target="_blank">http://r-br.2285057.n4.nabble.com/R-br-Dados-Missing-tp4665933p4665950.html</a>
        </div>
        <div style="color:#666;font:11px tahoma,geneva,helvetica,arial,sans-serif;margin-top:.4em;line-height:1.5em">
                
                To unsubscribe from R-br, <a href="http://r-br.2285057.n4.nabble.com/template/NamlServlet.jtp?macro=unsubscribe_by_code&node=3357982&code=YWxpc3Nvbi5sdWNyZWNpb0BnbWFpbC5jb218MzM1Nzk4MnwxMDk0NDY4OTU4" target="_blank">click here</a>.<br>
                <a href="http://r-br.2285057.n4.nabble.com/template/NamlServlet.jtp?macro=macro_viewer&id=instant_html%21nabble%3Aemail.naml&base=nabble.naml.namespaces.BasicNamespace-nabble.view.web.template.NabbleNamespace-nabble.view.web.template.NodeNamespace&breadcrumbs=notify_subscribers%21nabble%3Aemail.naml-instant_emails%21nabble%3Aemail.naml-send_instant_email%21nabble%3Aemail.naml" rel="nofollow" style="font:9px serif" target="_blank">NAML</a>
        </div></blockquote></div><br><br clear="all"><div><br></div>-- <br><div class="gmail_signature"><div dir="ltr"><span style="color:rgb(34,34,34);font-family:arial,sans-serif;font-size:13px;font-style:normal;font-variant:normal;font-weight:normal;letter-spacing:normal;line-height:normal;text-align:start;text-indent:0px;text-transform:none;white-space:normal;word-spacing:0px;display:inline!important;float:none;background-color:rgb(255,255,255)">Alisson Lucrecio da Costa</span></div></div>
</div>