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**Julio da Motta Singer**\\ | **Julio da Motta Singer**\\ | ||
- | 1o semestre 2017\\ | + | 2o semestre 2019\\ |
Aulas: segundas-feiras, 16:00h a 17:40h e quartas-feiras, 14:00h a 15:40h\\ | Aulas: segundas-feiras, 16:00h a 17:40h e quartas-feiras, 14:00h a 15:40h\\ | ||
- | Sala B-4\\ | + | Sala B-138\\ |
- | Monitor: William Nilson Amorim | + | Monitor: Tuany de Paula Castro |
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* **Bibliografia básica** | * **Bibliografia básica** | ||
- | - Brunner, E., Domhof, S. and Langer, F. (2000). Nonparametric analysis of ordered categorical data in designs with longitudinal observations and small sample sizes. **Biometrical Journal, 42**, 663-675. doi: 10.1002/1521-4036(200010)42:6<663::AID-BIMJ663>3.0.CO;2-7 | + | - Brunner, E., Domhof, S. and Langer, F. (2000). Nonparametric analysis of ordered categorical data in designs with longitudinal observations and small sample sizes. **Biometrical Journal, 42**, 663-675. \\ doi: 10.1002/1521-4036(200010)42:6<663::AID-BIMJ663>3.0.CO;2-7 |
- Brunner, E., Domhof, S. and Langer, F. (2002). **Nonparametric Analysis of Longitudinal Data in Factorial Experiments**. New York: Wiley. | - Brunner, E., Domhof, S. and Langer, F. (2002). **Nonparametric Analysis of Longitudinal Data in Factorial Experiments**. New York: Wiley. | ||
- Crowder, M.J. and Hand, J. (1990). **Analysis of Repeated Measures**. London: Chapman and Hall | - Crowder, M.J. and Hand, J. (1990). **Analysis of Repeated Measures**. London: Chapman and Hall | ||
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- Lindsey, J.K. (1993). **Models for Repeated Measurements**. Oxford: Oxford University Press. | - Lindsey, J.K. (1993). **Models for Repeated Measurements**. Oxford: Oxford University Press. | ||
- Molenberghs, G. and Verbeke, G. (2005). **Models for Discrete Longitudinal Data**. New York: Springer. | - Molenberghs, G. and Verbeke, G. (2005). **Models for Discrete Longitudinal Data**. New York: Springer. | ||
- | - Munzel, U. and Langer, F. (2004). A global view on parametric and nonparametric approaches to the analysis of ordered categorical data. **Biometrical Journal, 46**, 7-18. doi: 10.1002/bimj.200210001 | + | - Munzel, U. and Langer, F. (2004). A global view on parametric and nonparametric approaches to the analysis of ordered categorical data. **Biometrical Journal, 46**, 7-18. \\ doi:10.1002/bimj.200210001 |
- | - Nobre, J.S. and Singer, J.M. (2007). Residual analysis for linear mixed models. **Biometrical Journal, 49**, 863-875. doi:10.1002/bimj.2006.10.341\\ http://www.ime.usp.br/~jmsinger/MAE0610/Mixedmodelresiduals.pdf\\ http://www.ime.usp.br/~jmsinger/MAE0610/Nobre&Singer2007Rcommands.pdf\\ http://www.ime.usp.br/~jmsinger/MAE0610/lmmresid.r | + | - Nobre, J.S. and Singer, J.M. (2007). Residual analysis for linear mixed models. **Biometrical Journal, 49**, 863-875. \\ doi:10.1002/bimj.2006.10.341 |
- | - Nobre, J.S. and Singer, J.M. (2011). Leverage analysis for linear mixed models. **Journal of Applied Statistics, 38,** 1063–1072 \\ doi: 10.1080/02664761003759016 | + | - Nobre, J.S. and Singer, J.M. (2011). Leverage analysis for linear mixed models. **Journal of Applied Statistics, 38,** 1063–1072 \\ doi:10.1080/02664761003759016 |
- Paulino, C.D. e Singer, J.M. (2006). **Análise de dados categorizados**. São Paulo: Blücher | - Paulino, C.D. e Singer, J.M. (2006). **Análise de dados categorizados**. São Paulo: Blücher | ||
- | - Rocha, F.M.M. and Singer, J.M. (2017). Selection of terms in random coefficient regression models. Journal of Applied Statistics (accepted) \\ http://dx.doi.org/10.1080/02664763.2016.1273884 | + | - Rocha, F.M.M. and Singer, J.M. (2018). Selection of terms in random coefficient regression models. **Journal of Applied Statistics, 45**, 225-242. \\ doi:10.1080/02664763.2016.1273884 |
- | - Shah, D.A. and Madden, L.V. (2004). Nonparametric analysis of ordinal data in designed factorial experiments. **Phytopathology, 94**, 33-43. doi: 10.1094/PHYTO.2004.94.1.33 | + | - Shah, D.A. and Madden, L.V. (2004). Nonparametric analysis of ordinal data in designed factorial experiments. **Phytopathology, 94**, 33-43. \\ doi:10.1094/PHYTO.2004.94.1.33 |
- Singer, J.M. and Andrade, D.F. (2000). Analysis of longitudinal data. In **Handbook of Statistics, Volume 18: Bio-Environmental and Public Health Statistics**,\\ eds. P.K. Sen and C.R. Rao. Amsterdam: North Holland, 115-160. | - Singer, J.M. and Andrade, D.F. (2000). Analysis of longitudinal data. In **Handbook of Statistics, Volume 18: Bio-Environmental and Public Health Statistics**,\\ eds. P.K. Sen and C.R. Rao. Amsterdam: North Holland, 115-160. | ||
- | - Singer, J.M., Nobre, J.S. e Rocha, F.M.M. (2018). **Análise de Dados Longitudinais** (versão parcial preliminar).\\ http://www.ime.usp.br/~jmsinger/MAE0610/Singer&Nobre&Rocha2018jun.pdf (<fc #FF0000>NOVO</fc>) | + | - Singer, J.M., Nobre, J.S. e Rocha, F.M.M. (2018). **Análise de Dados Longitudinais** (versão parcial preliminar).\\ http://www.ime.usp.br/~jmsinger/MAE0610/Singer&Nobre&Rocha2018jun.pdf |
- | - Singer, J.M., Poleto, F.Z. and Rosa, P. (2004). Parametric and nonparametric analyses of repeated ordinal categorical data. **Biometrical Journal, 46**, 460-473. doi: 10.1002/bimj.200310045 | + | - Singer, J.M., Poleto, F.Z. and Rosa, P. (2004). Parametric and nonparametric analyses of repeated ordinal categorical data. **Biometrical Journal, 46**, 460-473. \\ doi: 10.1002/bimj.200310045 |
- | - Singer, J.M., Rocha, F.M.M. and Nobre, J.S. (2016). Graphical tools for detecting departures from linear mixed model assumptions and some remedial measures. **International Satistical Review** (accepted).\\ doi:10.1111/insr.12178 | + | - Singer, J.M., Rocha, F.M.M. and Nobre, J.S. (2017). Graphical tools for detecting departures from linear mixed models assumptions and some remedial measures. **International Statistical Review, 85**, 290-324. \\ doi:10.1111/insr.12178 |
+ | - Singer, J.M., Rocha, F.M.M., André, C.D.S. and Zerbini, T. (2019). Fitting mixed models to messy longitudinal data: a case study involving estimation of post mortem intervals. **Brazilian Journal of Probability and Statistics, 33**, 161-183.\\ doi:10.1214/17-BJPS382 | ||
- Verbeke, G. and Molenberghs, G. (2001). **Linear Mixed Models for Longitudinal Data**. New York: Springer. | - Verbeke, G. and Molenberghs, G. (2001). **Linear Mixed Models for Longitudinal Data**. New York: Springer. | ||
- Vonesh, E.F. and Chinchilli, V.M. (1997). **Linear and Nonlinear Models for the Analysis of Repeated Measurements**. New York: Marcel Dekker. | - Vonesh, E.F. and Chinchilli, V.M. (1997). **Linear and Nonlinear Models for the Analysis of Repeated Measurements**. New York: Marcel Dekker. | ||
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* **Avaliação** | * **Avaliação** | ||
- | - **Exercícios** (70%)\\ Grupos de 4 ou 5 alunos. | + | - **Exercícios** |
- | - **Provas** (30%): 26/04 e 21/06 | + | - **Provas** : |
- | - **Reavaliação**: <fc #FF0000>25/07/2017 às 10:00</fc>. | + | - **Reavaliação**: |
* **Listas de exercícios** | * **Listas de exercícios** | ||
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- Os comandos R comentados devem ser enviados por correio eletrônico num arquivo rotulado conforme as indicações acima. | - Os comandos R comentados devem ser enviados por correio eletrônico num arquivo rotulado conforme as indicações acima. | ||
- | * Lista 1 Exercícios 1.4.1, 1.4.2 e 1.4.3 de Singer&Nobre&Rocha2017mar. Entrega em 22/03/2017. | + | * Lista 1 Exercícios |
- | * Lista 2 Exercícios 2.7.3, 2.7.6 e 2.7.7 de Singer&Nobre&Rocha2017abr. Entrega em 19/04/2017. | + | * Lista 2 Exercícios |
- | * Lista 3 Exercícios 2.7.7 e 2.7.10 de Singer&Nobre&Rocha2017mai. Entrega em 24/05/2017. | + | * Lista 3 Exercícios |
- | * Lista 4 Exercício 3.6.1 de Singer&Nobre&Rocha2017junho. Entrega em 28/06/2017. | + | * Lista 4 Exercícios |
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* Comandos e resultados para a análise de perfis do Exemplo 5.5.1 de Singer&Nobre&Rocha2017mai. http://www.ime.usp.br/~jmsinger/MAE0610/exemp551.pdf | * Comandos e resultados para a análise de perfis do Exemplo 5.5.1 de Singer&Nobre&Rocha2017mai. http://www.ime.usp.br/~jmsinger/MAE0610/exemp551.pdf | ||
* Comandos e resultados para a análise de perfis do Exemplo 5.6.1 de Singer&Nobre&Rocha2017mai. http://www.ime.usp.br/~jmsinger/MAE0610/exemp561.pdf | * Comandos e resultados para a análise de perfis do Exemplo 5.6.1 de Singer&Nobre&Rocha2017mai. http://www.ime.usp.br/~jmsinger/MAE0610/exemp561.pdf | ||
- | * Rocha, F.M.M. and Singer, J.M. (2017). Selection of terms in random coefficient regression models. Journal of Applied Statistics (accepted) http://www.ime.usp.br/~jmsinger/MAE0610/Rocha&Singer2017JAS.pdf | + | |