Explainable AI and Different Types of Graphs 

by Carolyn Huston (CSIRO Data61)

Abstract:

There is a gap in explainable models and the ability of communities and contexts of application to understand and use so-called ‘explainable’ methods and models. This is contrary to ethical and responsible innovation goals which emphasize explainability, contestability, transparency, interpretability and similar as being necessary to building responsible AI systems which incorporate such models.

In this talk, we will examine several approaches to graph building and affiliated summary metrics in the context of electrical networks, exploring how two different approaches, with different associated cognitive models, yield different graphs and different intuitions and mathematical results in this real-world energy context. This discussion around graph building and intuition is intended to be interactional with the audience!

Getting to SSA Vic & Tas July event (Monash Caulfield Building K)

For those of you arriving in person, here are some options:

Driving:

• Visitor Parking: Limited visitor parking is available at Building J (880 Dandenong Road). Payment can be made using the CellOPark app.
• On-Street Parking: There are some 2-hour (2P) and ticketed on-street parking spots available on Sir John Monash Drive and Dandenong Road. These spots are restricted either until 4 PM or 6 PM.

Public Transport:

• Metro Trains: Building K is a short 3-minute walk from Caulfield Station.
• Tram: Tram #3 stops nearby.
• Bus: Bus 624 also provides easy access to the venue.

For a detailed map and precise directions to Building K, please use this link.