Handling Missing Data in a Tree Species Catalog Proposed for Reforesting Mexico City

Héctor Javier Vázquez; Mihaela Juganaru-Mathieu

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Paper

Handling Missing Data in a Tree Species Catalog Proposed for Reforesting Mexico City

Topics: Data Analytics; Structured Data Analysis and Statistical Methods

In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 0IC3K, 457-464, 2014 , Rome, Italy

Authors: Héctor Javier Vázquez ¹ and Mihaela Juganaru-Mathieu ²

Affiliations: ¹ Universidad Autonoma Metropolitana, Mexico ; ² Ecole Nationale Supérieure des Mines, France

Keyword(s): Data Mining, Handling Missing Attribute, Multiple Correspondence Analysis, Clustering.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Business Analytics ; Data Analytics ; Data Engineering ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Structured Data Analysis and Statistical Methods ; Symbolic Systems

Abstract: In this paper we present an application of handling missing attribute values for some data about urban forest in Mexico City. The missing attribute values are about pollution tolerance of the trees, around 42% of our observations are incomplete. Classical methods are non applicable without introducing noise. Our proposal is to use successive steps of multiple correspondance analysis. The estimations values are validated with a clustering approach. The complete data can be used for a variety of future applications.

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Paper citation in several formats:

Vázquez, H. and Juganaru-Mathieu, M. (2014). Handling Missing Data in a Tree Species Catalog Proposed for Reforesting Mexico City. In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2014) - KDIR; ISBN 978-989-758-048-2; ISSN 2184-3228, SciTePress, pages 457-464. DOI: 10.5220/0005158404570464

@conference{kdir14,
author={Héctor Javier Vázquez. and Mihaela Juganaru{-}Mathieu.},
title={Handling Missing Data in a Tree Species Catalog Proposed for Reforesting Mexico City},
booktitle={Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2014) - KDIR},
year={2014},
pages={457-464},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005158404570464},
isbn={978-989-758-048-2},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval (IC3K 2014) - KDIR
TI - Handling Missing Data in a Tree Species Catalog Proposed for Reforesting Mexico City
SN - 978-989-758-048-2
IS - 2184-3228
AU - Vázquez, H.
AU - Juganaru-Mathieu, M.
PY - 2014
SP - 457
EP - 464
DO - 10.5220/0005158404570464
PB - SciTePress