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Detalhes da oferta da disciplina
Referências bibliográficas
Links úteis
Scripts, notas e documentos
Histórico das Aulas do Curso
Avaliações
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Discussão

AF-722: Modelagem e análise de dados experimentais com o programa computacional R

Detalhes da oferta da disciplina

Professor: Walmes Marques Zeviani, (LEG: Laboratório de Estatística e Geoinformação)
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

Silva, Diniz & Bortoluzzi - Minicurso de Estatística Básica: Introdução ao R;
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:
- 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: (previsto)
- Regressão combinada com variáveis categóricas ou regressão na análise de variância;
- Análise de covariância;
- Regressão não linear.
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

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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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elkhier, 2024/03/18 23:05

مؤسسة لخير لعزل الاسطح بالرياض: تقديم حلول فعالة لمنع تسرب المياه وتحقيق العزل الحراري

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gotonewlife, 2024/03/18 22:35

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arkan alshaamil, 2024/03/18 22:19

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speed Way, 2024/03/18 21:58

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cleaner4me, 2024/03/18 21:00

شركة كلينر لخدمات التنظيف بالرياض: الخيار المثالي للحصول على منزل نظيف ومرتب

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ajie2023, 2023/03/23 04:35

Rodolfo, 2023/03/19 22:52

William, 2023/03/09 02:22

Barbara, 2022/11/24 06:54

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Parker, 2022/11/08 09:02

Rodolfo, 2022/11/04 23:56

Catalina, 2022/11/04 21:37

Lauren, 2022/11/03 00:42

Rodrigo Toledo Coutinho, 2014/08/12 23:00

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.

Natália M. S. Gonzales e Rubia L. D. Lima, 2014/08/08 13:45

Segue link com os dados do arquivo, o script da análise e o html.

http://www.datafilehost.com/d/ea54f728

Att.,

Rubia e Natália

Natália M. S. Gonzales e Rubia L. D. Lima, 2014/08/08 13:45

Segue link com os dados do arquivo, o script da análise e o html.

http://www.datafilehost.com/d/ea54f728

Att.,

Rubia e Natália

Alexandre Dinnys Roese, 2014/08/08 13:05

Segue link com dados, script e arquivo de saída da terceira avaliação: http://www.datafilehost.com/d/0c4f624e

Alexandre

Joyce Nascimento, 2014/08/08 12:05

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

Rodrigo Geroni Mendes Nascimento, 2014/08/08 11:40

Prezados,

Encaminho o trabalho final da disciplina.

http://www.datafilehost.com/d/260143e2

At.

Rodrigo Geroni

Natalia Bedrij, 2014/05/29 15:24

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

Lury Forero, 2014/05/18 19:55

Profe Walmes, Segue em anexo a solução dos exercícios. Acredito ainda falta algum aprimoramento e estou no processo. http://www.datafilehost.com/d/a400bc5b

Rodrigo Geroni Mendes Nascimento, 2014/05/16 10:09

Prezado Prof. Walmes,

Depois de muito tempo, encaminho o trabalho 2 todo executado.

http://www.datafilehost.com/d/0a6732ff

Atenciosamente

Rubia Luciane Dominschek Lima, 2014/05/11 21:01

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

Joyce Nascimento, 2014/05/09 14:14

Prof. Walmes

A análise ficou incompleta. Queria tentar fazer novamente.

Segue link: http://www.datafilehost.com/d/364e15d5

Att.

Karina Maria Vieira Cavalieri, 2014/05/08 17:56

Olá Walmes, fiz três exercícios, desculpe a demora. Segue o link para o trabalho http://www.datafilehost.com/d/67da9966

Karina.

Natália Marcondes dos Santos Gonzales, 2014/05/08 16:38

Segue a resolução da atividade 2 (versão corrigida): http://www.datafilehost.com/d/67fecf4f

Aline Yabusame Utima, 2014/05/07 16:55

Arquivo com a solução dos 3 estudos de caso: http://www.datafilehost.com/d/0d1e710b

Rubia Luciane Dominschek Lima, 2014/05/06 03:29

Segue link para download dos arquivos da avaliação 2, desta vez com as análises completas dos três exercícios. http://www.datafilehost.com/d/e7dcf78a

Thales Baggio Portugal, 2014/05/05 22:47

Segue em anexo arquivo da avaliação 2: http://www.datafilehost.com/d/c85856bb

Leonardo Deiss, 2014/05/05 19:29

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

Marcos Paladini, 2014/05/05 11:25

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

Rubia Luciane Dominschek Lima, 2014/04/25 12:07

Segue link com arquivos da segunda avaliação. A Análise está incompleta, segue resolução até onde consegui. http://www.datafilehost.com/d/5e8b898d

Aline Yabusame Utima, 2014/04/25 12:05

Avaliação 2 - Estudo de caso 1: http://www.datafilehost.com/d/f052eef8

Édina Cristiane Pereira Lopes, 2014/04/25 11:57

Segue o link da tentativa de resolver os exercícios: http://www.datafilehost.com/d/47a9f3b8

Leonardo Deiss, 2014/04/25 11:53

http://www.datafilehost.com/d/b7b15c84

Joyce Nascimento, 2014/04/25 11:38

Link para ex.02 http://www.datafilehost.com/d/913a3a69

Marcos Paladini, 2014/04/25 10:55

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

Natália Marcondes dos Santos Gonzales, 2014/04/25 10:51

Segue o link para download dos arquivos da Avaliação 2: http://www.datafilehost.com/d/a75835e8

Natalia Bedrij, 2014/04/25 02:43

O link do trabalho é http://www.datafilehost.com/d/cc56ecad

Santiago José Elías Velazco, 2014/04/25 02:41

Anexo a seguir o link para baixar os exercíos de regressão

http://www.datafilehost.com/d/9b7d3a68

Att

Rodrigo Toledo Coutinho, 2014/04/25 01:59

Olá prof. segue link para o trabalho: http://www.datafilehost.com/d/33592a5e

Vamos que vamos!!

abs., rodrigo t. coutinho.

Alexandre Dinnys Roese, 2014/04/22 13:41

O link para download dos arquivos da Avaliação 2 - Regressão Linear Simples e Múltipla, segue abaixo: http://www.datafilehost.com/d/1b69282e

Alexandre

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