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Two-way layout factorial experiments of spatial point pattern responses in mineral flotation
Indexado
WoS WOS:000632884400001
Scopus SCOPUS_ID:85103148577
DOI 10.1007/S11749-021-00768-W
Año 2021
Tipo artículo de investigación

Citas Totales

Autores Afiliación Chile

Instituciones Chile

% Participación
Internacional

Autores
Afiliación Extranjera

Instituciones
Extranjeras


Abstract



Factorial experiments are well-understood when the given observations are outcomes of random variables. However, when we observe spatial point patterns in each combination of factors cells, the methodology is much less developed. Motivated by a real problem of locations of bubbles in a mineral flotation experiment where the interest is analysing if the spatial distribution might be affected by frother concentrations and volumetric airflow rates, we develop an approach for statistical testing of two-way factorial experiments for spatial point patterns. We describe the point patterns through the K-function, a second-order summary statistic, and develop a set of new Fisher-based statistics using weighted means. For inference by Monte Carlo, we use random permutations of weighted residuals depending on the null hypothesis. We conduct simulation experiments to demonstrate the performance of the new test statistics and present the results of the real problem.

Revista



Revista ISSN
Test 1133-0686

Métricas Externas



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Disciplinas de Investigación



WOS
Statistics & Probability
Scopus
Statistics And Probability
Statistics, Probability And Uncertainty
SciELO
Sin Disciplinas

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Publicaciones WoS (Ediciones: ISSHP, ISTP, AHCI, SSCI, SCI), Scopus, SciELO Chile.

Colaboración Institucional



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Autores - Afiliación



Ord. Autor Género Institución - País
1 Gonzalez, Jonatan A. - Univ Jaume 1 - España
Universidad Jaume I - España
2 LAGOS-ALVAREZ, BERNARDO MOISES Hombre Universidad de Concepción - Chile
3 Mateu, Jorge Hombre Univ Jaume 1 - España
Universidad Jaume I - España

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Financiamiento



Fuente
Universidad de Concepción
Spanish Ministry of Science and Education
University of Concepci?n
VRID grant from University of Concepcion
Project CORFO, SMI-ICE-CHILE

Muestra la fuente de financiamiento declarada en la publicación.

Agradecimientos



Agradecimiento
We are indebted to Dr Aila Sarkka and Dr Edith Gabriel for their careful comments on an earlier draft. We would like to thank Project CORFO, SMI-ICE-CHILE 13CE12-21844-F1-L1-P3, "Frother Roles Characterization in a Laboratory Mechanical Flotation Cell", for their kindness in providing the data set analysed. Jonatan A. Gonzalez and Jorge Mateu are partially funded by Grant MTM2016-78917-R from the Spanish Ministry of Science and Education. Bernardo Lagos-alvarez thanks VRID Grant 216.014.026-1.0, from University of Concepcion.
We are indebted to Dr Aila Särkkä and Dr Edith Gabriel for their careful comments on an earlier draft. We would like to thank Project CORFO, SMI-ICE-CHILE 13CE12-21844-F1-L1-P3, “Frother Roles Characterization in a Laboratory Mechanical Flotation Cell”, for their kindness in providing the data set analysed. Jonatan A. González and Jorge Mateu are partially funded by Grant MTM2016-78917-R from the Spanish Ministry of Science and Education. Bernardo Lagos-Álvarez thanks VRID Grant 216.014.026-1.0, from University of Concepción.

Muestra la fuente de financiamiento declarada en la publicación.