Home // CENTRIC 2017, The Tenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services // View article

Scoring of Machine-Learning Algorithms for Providing User Guidance in Special Purpose Machines

Authors:
Valentin Plenk
Sascha Lang
Florian Wogenstein

Keywords: machine-learning; human machine interfaces; special-purpose machines; production machines

Abstract:
We propose a system to make complex production machines more user-friendly by giving the operator recommendations, such as "in the last 10 occurrences of this event the operators performed the following keystrokes". We describe algorithms to generate the recommendations based on data on former user-interaction and process values and to store them in a knowledge base. We also propose algorithms to retrieve recommendations suited to the current process state. We evaluate their performance on simulated data and data gathered from real production machines.

Pages: 7 to 13

Copyright: Copyright (c) IARIA, 2017

Publication date: October 8, 2017

Published in: conference

ISSN: 2308-3492

ISBN: 978-1-61208-592-0

Location: Athens, Greece

Dates: from October 8, 2017 to October 12, 2017