Home // CENTRIC 2018, The Eleventh International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services // View article

Preprocessing Data for Machine-Learning Algorithms to Provide User Guidance

Authors:
Sascha Lang
Valentin Plenk

Keywords: human machine interfaces; special-purpose machines; production machines; case based reasoning

Abstract:
In our previous work, we proposed a system which makes complex production machines more user-friendly by giving the recommendations to the operator. So, we assist the user working with a complex production machine. The recommen- dations are presented like: ”In the last 10 occurrences of this event the operators performed the following keystrokes”. While working on the project, we had problems with retrieving the correct recommendations from our knowledge base. Meanwhile, we gathered more data from our project partners. Now, we dive deeper into this data in order to improve our solutions. This work describes methods to preprocess the data. This preprocessing should help us building up the knowledge base. To achieve this automatically, we do not want to know much about the machine and the production process itself.

Pages: 32 to 41

Copyright: Copyright (c) IARIA, 2018

Publication date: October 14, 2018

Published in: conference

ISSN: 2308-3492

ISBN: 978-1-61208-670-5

Location: Nice, France

Dates: from October 14, 2018 to October 18, 2018