loading
Papers

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Andreas D. Lattner 1 ; Tjorben Bogon 2 and Ingo J. Timm 3

Affiliations: 1 Goethe University Frankfurt, Germany ; 2 Goethe University Frankfurt and University of Trier, Germany ; 3 University of Trier, Germany

ISBN: 978-989-8425-40-9

Keyword(s): Significance estimation, Simulation control, Statistical tests, Machine learning.

Related Ontology Subjects/Areas/Topics: Agents ; Artificial Intelligence ; Bioinformatics ; Biomedical Engineering ; Computational Intelligence ; Enterprise Information Systems ; Evolutionary Computing ; Information Systems Analysis and Specification ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Machine Learning ; Methodologies and Technologies ; Operational Research ; Simulation ; Soft Computing ; Symbolic Systems

Abstract: Simulation is widely used in order to evaluate system changes, to perform parameter optimization of systems, or to compare existing alternatives. Assistance systems for simulation studies can support the user by performing monotonous tasks and keeping track of relevant results. In this paper we present an approach to significance estimation in order to estimate, if – and when – statistically significant results are expected for certain investigations. This can be used for controlling simulation runs or providing information to the user for interaction. We introduce two approaches: one for the classification if significance is expected to occur for given samples and another for the prediction of needed replications until significance migh

PDF ImageFull Text

Download
CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 3.227.240.143

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
D. Lattner, A.; Bogon, T. and J. Timm, I. (2011). AN APPROACH TO SIGNIFICANCE ESTIMATION FOR SIMULATION STUDIES.In Proceedings of the 3rd International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, ISBN 978-989-8425-40-9, pages 177-186. DOI: 10.5220/0003187901770186

@conference{icaart11,
author={Andreas D. Lattner. and Tjorben Bogon. and Ingo J. Timm.},
title={AN APPROACH TO SIGNIFICANCE ESTIMATION FOR SIMULATION STUDIES},
booktitle={Proceedings of the 3rd International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,},
year={2011},
pages={177-186},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003187901770186},
isbn={978-989-8425-40-9},
}

TY - CONF

JO - Proceedings of the 3rd International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,
TI - AN APPROACH TO SIGNIFICANCE ESTIMATION FOR SIMULATION STUDIES
SN - 978-989-8425-40-9
AU - D. Lattner, A.
AU - Bogon, T.
AU - J. Timm, I.
PY - 2011
SP - 177
EP - 186
DO - 10.5220/0003187901770186

Login or register to post comments.

Comments on this Paper: Be the first to review this paper.