Event Classification with Multi-step Machine Learning

The usefulness and value of Multi-step Machine Learning (ML), where a task is organized into connected sub-tasks with known intermediate inference goals, as opposed to a single large model learned end-to-end without intermediate sub-tasks, is presented. Pre-optimized ML models are connected and bett...

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Bibliographic Details
Main Authors: Saito Masahiko, Kishimoto Tomoe, Kaneta Yuya, Itoh Taichi, Umeda Yoshiaki, Tanaka Junichi, Iiyama Yutaro, Sawada Ryu, Terashi Koji
Format: Article
Language:English
Published: EDP Sciences 2021-01-01
Series:EPJ Web of Conferences
Online Access:https://www.epj-conferences.org/articles/epjconf/pdf/2021/05/epjconf_chep2021_03036.pdf