loading
Documents

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Tom Gedeon and Anthony Oakden

Affiliation: The Australian National University, Australia

ISBN: 978-989-758-120-5

Keyword(s): Extreme Learning Machines, Cascade Correlation, Shallow Cascade, Simple Cascade, Full Cascade, Cascade Extreme Learning Machine, Cascade ELM.

Related Ontology Subjects/Areas/Topics: Formal Methods ; Neural Nets and Fuzzy Systems ; Simulation and Modeling

Abstract: We compare extreme learning machines with cascade correlation on a standard benchmark dataset for comparing cascade networks along with another commonly used dataset. We introduce a number of hybrid cascade extreme learning machine topologies ranging from simple shallow cascade ELM networks to full cascade ELM networks. We found that the simplest cascade topology provided surprising benefit with a cascade correlation style cascade for small extreme learning machine layers. Our full cascade ELM architecture achieved high performance with even a single neuron per ELM cascade, suggesting that our approach may have general utility, though further work needs to be done using more datasets. We suggest extensions of our cascade ELM approach, with the use of network analysis, addition of noise, and unfreezing of weights.

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 34.238.189.171

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:
Gedeon, T.; Gedeon, T.; Oakden, A. and Oakden, A. (2015). Extreme Learning Machines with Simple Cascades.In Proceedings of the 5th International Conference on Simulation and Modeling Methodologies, Technologies and Applications - Volume 1: SIMULTECH, ISBN 978-989-758-120-5, pages 271-278. DOI: 10.5220/0005539502710278

@conference{simultech15,
author={Tom Gedeon. and Tom Gedeon. and Anthony Oakden. and Anthony Oakden.},
title={Extreme Learning Machines with Simple Cascades},
booktitle={Proceedings of the 5th International Conference on Simulation and Modeling Methodologies, Technologies and Applications - Volume 1: SIMULTECH,},
year={2015},
pages={271-278},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005539502710278},
isbn={978-989-758-120-5},
}

TY - CONF

JO - Proceedings of the 5th International Conference on Simulation and Modeling Methodologies, Technologies and Applications - Volume 1: SIMULTECH,
TI - Extreme Learning Machines with Simple Cascades
SN - 978-989-758-120-5
AU - Gedeon, T.
AU - Gedeon, T.
AU - Oakden, A.
AU - Oakden, A.
PY - 2015
SP - 271
EP - 278
DO - 10.5220/0005539502710278

Login or register to post comments.

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