November 9, 2018 13:37

Abstract

Title: Tropical geometry of Deep Neural Networks

Abstract: We give a review on the paper “Tropical Geometry of Deep Neural Networks”, which is published in ICML 2018.
https://arxiv.org/pdf/1805.07091.pdf

They establish a connection between feedforward neural networks with ReLU activation function and Tropical geometry, which is a field in Mathematics to treat piecewise linear functions. Precisely speaking, they show that the family of such neural networks is equivalent to the family of tropical rational maps.
We start with a brief introduction to Tropical geometry and see their result.

Please feel free to join.

Best regards,
Akiyoshi Sannai

More Information

Date November 13, 2018 (Tue) 10:45 - 12:15
URL https://c5dc59ed978213830355fc8978.doorkeeper.jp/events/82902

Venue

〒103-0027 Nihonbashi 1-chome Mitsui Building, 15th floor, 1-4-1 Nihonbashi,Chuo-ku, Tokyo