Dr Davide Pigoli


Applied Statistics


In Michaelmas term 2016 and Lent term 2017 I am teaching the Part III Applied Statistics course.


Bibliography




The fourth example class and the revision class will be on May, 18th between 2pm and 4pm in MR5 (AL.02).



Example sheets: example sheet 1, example sheet 2, example sheet 3, example sheet 4 .


Data for the first practical: girls birthweight data, tumour growth data, full birthweight data. Data for the second practical: Seeds data, insurance data, surgery data, Data for the third practical: manufacturing data.

Data for the fourth practical: epidemiology data, data for the fifth practical: signature acceleration data, data for the sixth practical: ozone data, crimes data, data for the seventh practical: Biodiversity data, school data, data for the eighth practical: production data, epilepsy data, growth data, data for the nineth practical: longitudinal data, waiting times, sales data, data for the tenth practical: call center data, arma time series , orders data, data for the twelth practical: fluoride data, radioactivity data .



Texts of the practicals: Practical 1, practical 2, practical 3, practical 4, practical 5, practical 6, practical 7, practical 8, practical 9, practical 10, practical 11, practical 12.



Solutions of the practicals: Practical 1 , practical 2 , practical 3 , practical 4, practical 5, practical 6, practical 7, practical 8, practical 9, practical 10, practical 11, practical 12.


Lecture Notes:

Generalized linear model, overdispersion and zero-inflated models, non parametric regression,

additive models, mixed effects models, time series, geostatistics.