Querying Neural Networks

Associate Professor Ana Ozaki presents a new approach for extracting rules, expressed in Horn logic, from neural network models.

When

27. September.

Time: 14:00 - 14:30


What

FREE AND OPEN FOR ALL TO ATTEND

We present a new approach for extracting rules, expressed in Horn logic, from neural network models. The approach is based on the exact learning model, in which a learner interacts with a teacher (the neural network model) via queries and counterexamples in order to learn an abstract target concept. We employ Angluin’s algorithm for learning Horn theories with membership and equivalence queries and evaluate the approach empirically. Our experimental results for extracting Horn theories use a dataset in the domain of ophthalmic optics and a synthetic one.

 

This event is a part of the Media City Bergen Future Week, 27 September - 1 October. 50+ events will be taking place inside the Media City Bergen building, Oslo and Stavanger - all focused on topics that challenge our common future as it is driven and shaped by technology.
 
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Where

UIB, MCB Main Entrance, 2nd floor
Lars Hilles gate 30
5008 Bergen

Organizer

The University of Bergen and Media City Bergen