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Tabela de conteúdos
AF-722: Modelagem e análise de dados experimentais com o programa computacional R
Detalhes da oferta da disciplina
- Curso: Aberto para alunos de pós-graduação.
- Pré-requisito: Estatística Experimental.
- Período: 2014, 1 trimestre.
- Local: UFPR, Campus I - Agrárias.
- Horário: Sexta-feira, 14h00-17h00.
- Atendimento da monitoria:
- Vanessa Sehaber: Qua 9h00-12h00, LEG - Centro Politécnico (mapa);
- Henrique Laureano: Qui 14h00-17h00, LEMID - Agrárias;
- Cartão de referência: Guia rápido do usuário R - tradução por Conrado Oliveira (ex-aluno).
Referências bibliográficas
Tutoriais curtos
- Souza, Peternelli & Mello - Software Livre R: aplicação estatística, www2.ufersa.edu.br/portal/view/uploads/setores/137/Apostilas e Tutoriais - R Project/Apostila R - GenMelhor.pdf
- Fundamentos da linguagem;
- Estatística básica e análise gráfica;
- Modelos de regressão;
- Estatística Experimental.
- [2009, techreport | www]
- Ribeiro Júnior, P. J. (2009). Introdução ao Ambiente Estatístico R.
- [2002, techreport | www]
- Faraway, J. J. (2002). Practical Regression and Anova using {R}.
- [2011, book | www]
- Logan, M. (2011). Biostatistical Design and Analysis Using R: A Practical Guide Wiley.
- [2005, book]
- Faraway, J. J. (2005). Linear models with R Chapman \& Hall/{CRC}.
- [2005, book | www]
- Faraway, J. J. (2005). Extending the Linear Model with R: Generalized Linear, Mixed Effects and Nonparametric Regression Models Taylor \& Francis.
- [2001, book | www]
- Schabenberger, O., & Pierce, F. J. (2001). Contemporary Statistical Models for the Plant and Soil Sciences Taylor \& Francis.
- [2013, book | www]
- Dean, A. M., & Voss, D. (2013). Design and Analysis of Experiments Springer New York.
- [2002, book]
- Venables, W. N., & Ripley, B. D. (2002). Modern applied statistics with S Birkhäuser.
- [2011, book | www]
- Hay-Jahans, C. (2011). An R Companion to Linear Statistical Models Taylor \& Francis.
- [2011, book | www]
- Matloff, N., & Matloff, N. S. (2011). The Art of R Programming: A Tour of Statistical Software Design No Starch Press.
- [2009, book]
- Everitt, B. S., & Hothorn, T. (2009). A Handbook of Statistical Analyses Using R, Second Edition (2 ed.) Chapman \& Hall.
- [2008, book]
- Dalgaard, P. (2008). Introductory Statistics with R (2nd ed.) Springer.
- [2008, book]
- Dobson, A. J., & Barnett, A. (2008). An Introduction to Generalized Linear Models, Third Edition (3 ed.) Chapman and {Hall/CRC}.
- [2008, book]
- Ritz, C., & Streibig, J. C. (2008). Nonlinear Regression with R (1 ed.) Springer.
- [2008, book]
- Sarkar, D. (2008). Lattice: Multivariate Data Visualization with R (1 ed.) Springer.
- [2005, book]
- Murrell, P. (2005). R Graphics (1 ed.) Chapman and {Hall/CRC}.
Links úteis
Download e instalação do R e editores
Cartões de referência para regressão
Regressão e medidas de diagnóstico
R e Markdown
- Using knitr in RStudio (Markdown and LaTeX) feito pelo desenvolvedor do Knitr, Yihui (video);
Scripts, notas e documentos
Histórico das Aulas do Curso
Abaixo o histórico de atividades realizadas em classe e atividades extra classe aplicadas.
- 14/03:
- Aula inicial, estrutura do curso, referências bibliográficas, horários, etc;
- Fundamentos do planejamento de experimento: experimentos vs estudos observacionais, repetição vs replicação, métodos de controle local;
- Modelo estatístico para representar os experimentos planejados, componentes e pressupostos do modelo, formas de estender o modelo;
- Falácias comuns à estatística experimental.
- 21/03:
- Fatores qualitativos e quantitativos;
- Fatores de efeito fixo e aleatório;
- Tipos de arranjos experimentais: fatorial completo/incompleto/fracionado, classificação hierárquica;
- Modelos estatísticos associados aos experimentos em DIC, DBC e DQL;
- Tipos de parametrização: zera 1º ou último nível, soma zero, Helmert;
- Usando o computador para casualizar unidades experimentais;
- Prática com o R para análise de experimentos em DIC, DBC e DQL.
- 28/03:
- Experimentos com amostragem dentro de parcelas;
- Modelos lineares de efeitos mistos;
- Prática com o R para análise de experimento em DQL 11x11 com 4 amostras por parcela;
- Análise dos resíduos e transformação da resposta (proporção amostral) por meio da família Box-Cox;
- 04/04:
- Regressão linear simples, polinomial e múltipla;
- Medidas de diagnóstico e avaliação dos pressupostos;
- Bandas de confiança e predição;
- Método stepwise para seleção de modelos;
- 11/04:
- Teste de Wald para hipóteses lineares;
- Análise de covariância.
- 25/04: (previsto)
- Regressão não linear.
- 02/05: (previsto)
- Experimentos com mais de um fator;
- 09/05
- 16/05
- 23/05
- 30/05
- 06/06
Avaliações
Delineamento em DIC, DBC e DQL
- Ainda a definir método de avaliação;
Regressão linear simples e múltipla
- Fazer os exercícios do livro Applied Statistics and Probability for Engineers (5th) (download) (senha: ASPE5th);
- A solução dos exercícios deve ser em forma de tutorial conforme o exemplo em arquivo *.Rmd disponível no diretório de arquivos do Curso;
- A tabela com o nome dos alunos e respectivos exercício encontra-se abaixo do código R usado para aleatorizá-los;
- Os dados para os exercícios estão disponíveis no diretório walmes/data/MontgomeryASPE5th/;
- Veja na sessão links úteis dessa página páginas de documentação do Markdown, do Knitr e tutoriais em vídeo;
- Assim que concluído, o arquivo *.Rmd e o diretório contendo as figuras devem ser comprimidos para aquivo *.zip ou equivalente e hospedado no datafilehost. O link para download dos arquivos deve ser fornecido em uma caixa de discussão ao final dessa página. O último nome do acadêmico deve obrigatoriamente ser usado como nome dos arquivos (ex: zeviani.Rmd, zeviani.zip).
- O prazo para envio é até às 12h00 do dia 25/04.
##----------------------------------------------------------------------------- u <- c("Coutinho", "Gonzales", "Velazco", "Lopes", "Utima", "Nascimento", "Portugal", "Deiss", "Rickli", "Lima", "Forero", "Pinotti", "Paladini", "Witt", "Cavalieri", "Procopiuk", "Triches", "Roese", "Bedrij", "Nazareno") e11 <- c("11.10", "11.11", "11.12", "11.13", "11.14", "11.15", "11.17", "11.35", "11.3", "11.4", "11.5", "11.60", "11.6", "11.70", "11.71", "11.72", "11.73", "11.74", "11.76", "11.78", "11.79", "11.7", "11.80", "11.81", "11.82", "11.83", "11.85", "11.86", "11.87", "11.88", "11.8", "11.90", "11.91", "11.92", "11.94", "11.95", "11.96", "11.9") e12 <- c("12.100", "12.104", "12.10", "12.11", "12.12", "12.13", "12.14", "12.16", "12.17", "12.18", "12.19", "12.5", "12.6", "12.72", "12.73", "12.74", "12.75", "12.7", "12.8", "12.96", "12.97", "12.98", "12.99", "12.9") ## Sorteando. set.seed(12345) s11 <- c(sample(u, length(e11)-length(u)), sample(u, length(u))) s12 <- c(sample(u, length(e12)-length(u)), sample(u, length(u))) ## Juntando e ordenando. exerc <- data.frame(aluno=c(s11, s12), ex=c(e11, e12)) exerc <- exerc[with(exerc, order(aluno, ex)),] nm <- max(table(exerc$aluno)) ## Deixando no formato amplo. e <- as.data.frame(do.call(rbind, lapply(split(exerc, exerc$aluno), function(i){ v <- vector(mode="character", length=nm) v[seq_along(i$ex)] <- as.character(i$ex) v <- c(as.character(i$aluno[1]), v) v }))) names(e) <- c("Aluno", sprintf("Ex%i", 1:(ncol(e)-1))) e[,-1] Ex1 Ex2 Ex3 Ex4 Bedrij 11.72 11.78 12.12 Cavalieri 11.10 11.94 12.10 12.13 Coutinho 11.5 11.90 12.17 Deiss 11.14 11.9 12.11 12.98 Forero 11.4 11.81 12.7 Gonzales 11.60 11.91 12.74 Lima 11.70 11.82 12.72 Lopes 11.74 11.76 12.73 Nascimento 11.6 11.7 12.16 Nazareno 11.71 11.92 12.19 Paladini 11.86 12.100 12.97 Pinotti 11.73 11.95 12.6 Portugal 11.35 11.8 12.99 Procopiuk 11.13 11.80 12.18 Rickli 11.3 11.79 12.5 Roese 11.85 12.8 Triches 11.11 11.83 12.75 Utima 11.17 11.88 12.14 Velazco 11.15 11.87 12.104 12.9 Witt 11.12 11.96 12.96 Romano 11.13 11.79 12.72 ##-----------------------------------------------------------------------------
Links para download de arquivos dos participantes
Passos para disponibilizar arquivos em upload no DataFileHost.
Discussão
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Boa noite prof. me desculpe a demora. segue endereço para o trabalho: http://www.datafilehost.com/d/a441f96b
obrigado. grande abraço e vamos que vamos.
Segue link com os dados do arquivo, o script da análise e o html.
http://www.datafilehost.com/d/ea54f728
Att.,
Rubia e Natália
Segue link com os dados do arquivo, o script da análise e o html.
http://www.datafilehost.com/d/ea54f728
Att.,
Rubia e Natália
Segue link com dados, script e arquivo de saída da terceira avaliação: http://www.datafilehost.com/d/0c4f624e
Alexandre
Caro Prof. Valmes
Segue o trabalho final da disciplina, também aproveitei para melhorar o segundo trabalho (exercício 2) caso possa considerar.
Atenciosamente,
Joyce Nascimento
http://www.datafilehost.com/d/caaa2bf9
Prezados,
Encaminho o trabalho final da disciplina.
http://www.datafilehost.com/d/260143e2
At.
Rodrigo Geroni
Prof Walmes, Na hora de salvar os arquivos cometi um erro, encaminho novamente o link da solução corregida dos exercícios do trabalho 2. atenciosamente http://www.datafilehost.com/d/5726d705
Profe Walmes, Segue em anexo a solução dos exercícios. Acredito ainda falta algum aprimoramento e estou no processo. http://www.datafilehost.com/d/a400bc5b
Prezado Prof. Walmes,
Depois de muito tempo, encaminho o trabalho 2 todo executado.
http://www.datafilehost.com/d/0a6732ff
Atenciosamente
Prof Walmes,
Estou incluindo uma nova versão do trabalho, apenas porque fiz pequenas correções nos gráficos, e corrigi o erro em um gráfico do estudo de caso 3.
Segue novo link: http://www.datafilehost.com/d/4823dbd8
Prof. Walmes
A análise ficou incompleta. Queria tentar fazer novamente.
Segue link: http://www.datafilehost.com/d/364e15d5
Att.
Olá Walmes, fiz três exercícios, desculpe a demora. Segue o link para o trabalho http://www.datafilehost.com/d/67da9966
Karina.
Segue a resolução da atividade 2 (versão corrigida): http://www.datafilehost.com/d/67fecf4f
Arquivo com a solução dos 3 estudos de caso: http://www.datafilehost.com/d/0d1e710b
Segue link para download dos arquivos da avaliação 2, desta vez com as análises completas dos três exercícios. http://www.datafilehost.com/d/e7dcf78a
Segue em anexo arquivo da avaliação 2: http://www.datafilehost.com/d/c85856bb
http://www.datafilehost.com/d/c125b960
Estudo de caso 1 - Desgaste de atrito do aço leve e a viscosidade do óleo Estudo de caso 2 - Influência da umidade e o nível de estresse na taxa de deformação e tempo para falha Estudo de caso 3 - Raio-x na inspeção de circuitos integrados
Walmes,
Segue anexo o arquivo do Avaliação 02 - ela está com problemas, mas foi o que consegui. Vou continuar tentando e melhorar.
http://www.datafilehost.com/d/b65fa22c
Abs
Segue link com arquivos da segunda avaliação. A Análise está incompleta, segue resolução até onde consegui. http://www.datafilehost.com/d/5e8b898d
Avaliação 2 - Estudo de caso 1: http://www.datafilehost.com/d/f052eef8
Segue o link da tentativa de resolver os exercícios: http://www.datafilehost.com/d/47a9f3b8
http://www.datafilehost.com/d/b7b15c84
Link para ex.02 http://www.datafilehost.com/d/913a3a69
Walmes,
segue o link do trabalho - 02,
http://www.datafilehost.com/d/484d3dec
mas …
- após muito trabalho consegui rodar o primeiro exercício, - mas não consegui ajustar a discussão,
Vamos que vamos.
Abs,
Marcos Paladini
Segue o link para download dos arquivos da Avaliação 2: http://www.datafilehost.com/d/a75835e8
O link do trabalho é http://www.datafilehost.com/d/cc56ecad
Anexo a seguir o link para baixar os exercíos de regressão
http://www.datafilehost.com/d/9b7d3a68
Att
Olá prof. segue link para o trabalho: http://www.datafilehost.com/d/33592a5e
Vamos que vamos!!
abs., rodrigo t. coutinho.
O link para download dos arquivos da Avaliação 2 - Regressão Linear Simples e Múltipla, segue abaixo: http://www.datafilehost.com/d/1b69282e
Alexandre