loading
Papers Papers/2022 Papers Papers/2022

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Fidel López-Saca ; José Castro-López ; Josué Figueroa-González and Silvia Beatriz González-Brambila

Affiliation: Universidad Autónoma Metropolitana, Mexico

Keyword(s): Data Mining, Clustering, Social Studies, Home Classification, Elderly.

Abstract: This paper presents a new home classification using a data mining approach and clustering algorithms. It focus in sociological characteristics. Data was obtained from a survey used in the research project "The Dwelling of Older Adults in the Central City" that is part of a larger research project entitled "Habitat and Centrality". This survey has 3,000 registers and 294 columns. From this, we selected 30 columns that were categorized in 4: gender, if at least one child exists, if a partner exists, and if there are one or more elder. Elder were 64 or more, following Mexican guidelines. Classification was performed with 6 clustering algorithms, and evaluated by silhouette and Dunn. The proposed classification is 10 clusters, that more adequately represent the type of families from a sociological point of view.

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 18.116.63.236

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:
López-Saca, F.; Castro-López, J.; Figueroa-González, J. and González-Brambila, S. (2017). Determining a New Home Classification - A Data Mining Approach. In Proceedings of the 6th International Conference on Data Science, Technology and Applications - KDCloudApps; ISBN 978-989-758-255-4; ISSN 2184-285X, SciTePress, pages 415-420. DOI: 10.5220/0006487704150420

@conference{kdcloudapps17,
author={Fidel López{-}Saca. and José Castro{-}López. and Josué Figueroa{-}González. and Silvia Beatriz González{-}Brambila.},
title={Determining a New Home Classification - A Data Mining Approach},
booktitle={Proceedings of the 6th International Conference on Data Science, Technology and Applications - KDCloudApps},
year={2017},
pages={415-420},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006487704150420},
isbn={978-989-758-255-4},
issn={2184-285X},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Data Science, Technology and Applications - KDCloudApps
TI - Determining a New Home Classification - A Data Mining Approach
SN - 978-989-758-255-4
IS - 2184-285X
AU - López-Saca, F.
AU - Castro-López, J.
AU - Figueroa-González, J.
AU - González-Brambila, S.
PY - 2017
SP - 415
EP - 420
DO - 10.5220/0006487704150420
PB - SciTePress