thesis.pdf (5.59 MB)
Download file

Tidy tools for supporting fluent workflow in temporal data analysis

Download (5.59 MB)
thesis
posted on 02.12.2019, 06:44 authored by YIRU WANG
There are three original contributions for the analysis of temporal data, such as pedestrian counts, airline traffic, and economic indicators. The first new technique is for visualising data using a calendar layout, to study daily human activity. The second contribution is a new data abstraction which streamlines transformation, visualisation, and modelling. This is a data pluming infrastructure. The third contribution is to equip analysts with exploratory and explanatory tools for understanding missing patterns in time, in preparation for modelling. Three software packages are provided for practical use.

History

Campus location

Australia

Principal supervisor

Dianne Helen Cook

Additional supervisor 1

Rob J Hyndman

Year of Award

2019

Department, School or Centre

Econometrics and Business Statistics

Additional Institution or Organisation

CSIRO Data61

Course

Doctor of Philosophy

Degree Type

DOCTORATE