[VSAONLINE] November 18th, 20:00GMT. Ole-Christoffer Granmo, University of Agder, Norway
Evgeny Osipov
Dear all,
Welcome to next VSAONLINE webinar!
On Monday November 18th at 20:00 GMT Ole-Christoffer Granmo from University of Agder, Norway.
will give talk “Exploring Effects of Hyperdimensional Vectors for Tsetlin Machines”.
Date: November 18th, 2024
Time: 20:00 GMT
Zoom: https://ltu-se.zoom.us/j/65564790287
Abstract : Tsetlin machines (TMs) have been successful in several application domains, operating with high efficiency on Boolean representations of the input data. However, Booleanizing complex data structures such as sequences, graphs, images, signal spectra, chemical compounds, and natural language is not trivial. In this paper, we propose a hypervector (HV) based method for expressing arbitrarily large sets of concepts associated with any input data. Using a hyperdimensional space to build vectors drastically expands the capacity and flexibility of the TM. We demonstrate how images, chemical compounds, and natural language text are encoded according to the proposed method, and how the resulting HV-powered TM can achieve significantly higher accuracy and faster learning on well-known benchmarks. Our results open up a new research direction for TMs, namely how to expand and exploit the benefits of operating in hyperspace, including new booleanization strategies, optimization of TM inference and learning, as well as new TM applications.
Evgeny Osipov
Dear all a last minute reminder about the upcoming VSAONLINE webinar in 15 minutes!
See you online,
Evgeny
--
You received this message because you are subscribed to the Google Groups "VSACommunity" group.
To unsubscribe from this group and stop receiving emails from it, send an email to
vsacommunity...@googlegroups.com.
To view this discussion visit
https://groups.google.com/d/msgid/vsacommunity/GVZP280MB00414E5DAE59863F3FE93C7C9B5A2%40GVZP280MB0041.SWEP280.PROD.OUTLOOK.COM.