TY - GEN
T1 - Modeling 911 emergency events in cuenca-ecuador using geo-spatial data
AU - Robles, Pablo
AU - Tello, Andrés
AU - Zúñiga-Prieto, Miguel
AU - Solano-Quinde, Lizandro
N1 - Publisher Copyright:
© Springer Nature Switzerland AG 2019.
PY - 2019
Y1 - 2019
N2 - We present several techniques for modeling emergency events using data from 911 emergency calls in the city of Cuenca-Ecuador. We apply three types of models. First, we use a probabilistic description of events using Gaussian kernels based on both, regular segmentation and mixture models, to represent the spatial distribution of occurrences. Second, we verify the qualitative relation of the clusters obtained with our kernel model with respect to the geo-political organization of the city. Finally, we develop an emergency model using a large dataset corresponding to the period January 1st 2015 through December 31st 2016 and test various data mining algorithms for prediction purposes. We verify the usefulness of our approach experimentally.
AB - We present several techniques for modeling emergency events using data from 911 emergency calls in the city of Cuenca-Ecuador. We apply three types of models. First, we use a probabilistic description of events using Gaussian kernels based on both, regular segmentation and mixture models, to represent the spatial distribution of occurrences. Second, we verify the qualitative relation of the clusters obtained with our kernel model with respect to the geo-political organization of the city. Finally, we develop an emergency model using a large dataset corresponding to the period January 1st 2015 through December 31st 2016 and test various data mining algorithms for prediction purposes. We verify the usefulness of our approach experimentally.
KW - 911 calls
KW - Emergency calls
KW - GMM
KW - Kernel models
UR - https://www.scopus.com/pages/publications/85059782858
U2 - 10.1007/978-3-030-05532-5_43
DO - 10.1007/978-3-030-05532-5_43
M3 - Contribución a la conferencia
AN - SCOPUS:85059782858
SN - 9783030055318
T3 - Communications in Computer and Information Science
SP - 564
EP - 577
BT - Technology Trends - 4th International Conference, CITT 2018, Revised Selected Papers
A2 - Botto-Tobar, Miguel
A2 - D’Armas, Mayra
A2 - Zúñiga Sánchez, Miguel
A2 - Zúñiga-Prieto, Miguel
A2 - Pizarro, Guillermo
PB - Springer Verlag
T2 - 4th International Conference on Technology Trends, CITT 2018
Y2 - 29 August 2018 through 31 August 2018
ER -