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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
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: (previsto)
- Regressão linear simples;
- Regressão polinomial;
- Regressão múltipla;
- Regressão combinada com variáveis categóricas;
- Análise de covariância;
- 11/04
- 18/04
- 25/04
- 02/05
- 09/05
- 16/05
- 23/05
- 30/05
- 06/06
Avaliações
Links para download de arquivos dos participantes
Passos para disponibilizar arquivos
- Subir os arquivos (preferencialmente *.txt para dados) site datafilehost;
- Seguir as etapas caixas numeradas da figura abaixo: 1 - escolher o arquivo, 2 - fazer upload, 3 - copiar o link para colar na mensagem e 4 - em caso de erro use o link para deletar o arquivo;
- Junto ao link para o arquivo coloque informações sobre o mesmo livro do qual foi retirado, página, número da tabela, nomenclatura das variáveis, contexto, objetivos da análise, unidade de medida das variáveis. As caixas numeradas indicam: 1 - identificação do remetente, 2 - mensagem contendo informações básicas e link para download, 3 - preenchimento de código de segurança e 4 - para concluir com o envio da mensagem.
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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