Applications of Discriminative Dimensionality Reduction

Barbara Hammer; Andrej Gisbrecht; Alexander Schulz

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Paper

Applications of Discriminative Dimensionality Reduction

Topics: Classification; Embedding and Manifold Learning; Neural Networks

In Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods ICPRAM - Volume 1, 33-41, 2013 , Barcelona, Spain

Authors: Barbara Hammer ; Andrej Gisbrecht and Alexander Schulz

Affiliation: Bielefeld University, Germany

Keyword(s): Dimensionality Reduction, Fisher Information Metric, Classifier Visualization, Evaluation.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Classification ; Computational Intelligence ; Embedding and Manifold Learning ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Theory and Methods

Abstract: Discriminative nonlinear dimensionality reduction aims at a visualization of a given set of data such that the information contained in the data points which is of particular relevance for a given class labeling is displayed. We link this task to an integration of the Fisher information, and we discuss its difference from supervised classification. We present two potential application areas: speed-up of unsupervised nonlinear visualization by integration of prior knowledge, and visualization of a given classifier such as an SVM in low dimensions.

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Paper citation in several formats:

Hammer, B.; Gisbrecht, A. and Schulz, A. (2013). Applications of Discriminative Dimensionality Reduction. In Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM; ISBN 978-989-8565-41-9; ISSN 2184-4313, SciTePress, pages 33-41. DOI: 10.5220/0004245300330041

@conference{icpram13,
author={Barbara Hammer. and Andrej Gisbrecht. and Alexander Schulz.},
title={Applications of Discriminative Dimensionality Reduction},
booktitle={Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM},
year={2013},
pages={33-41},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004245300330041},
isbn={978-989-8565-41-9},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods - ICPRAM
TI - Applications of Discriminative Dimensionality Reduction
SN - 978-989-8565-41-9
IS - 2184-4313
AU - Hammer, B.
AU - Gisbrecht, A.
AU - Schulz, A.
PY - 2013
SP - 33
EP - 41
DO - 10.5220/0004245300330041
PB - SciTePress