Topological epidemiological data analysis
ACM Digital Health Conference 2015
18-20 May, Firenze, Italy.
Abstract. Influenzanet is a system to monitor the activity of influenza-like-illness (ILI) with the aid of internet volunteers. Topological data analysis [TDA] examines the structure of data and provides important contribution to the development of medicine, studying properties of a continuous space by the analysis of a discrete sample of it. Using TDA we analyse the topology of Influenzanet data identifying noise and distinguishing higher dimension features. This is done both in terms of the overall structure of a disease as well as its evolution. It provides a way to test agreement at a global scale arising from standard local models.