Fuente: elaboración propia.
Gráfico =
2
Dendograma de gases
Fuente: elaboración propia.
El gráfico 2 muestra el agrupamiento de=
las
variables, jerarquizando sus valores de acuerdo a los valores de la matriz
correlación. Con ello se establecen tres nuevas dimensiones.
Nombramiento de=
las
dimensiones
Dimensión
1->
Indicador de Gasas de Quema de Combustibles Fósiles =3D IGQF
Dimensió=
n 2
->
Indicador de Gases de Producción Química =3D IGPQ =3D
Dimensió=
n 3
->
Indicador de Gases de Concentración de C02 =3D IGCT
De tal manera, que IGQF=
span>
+ IGPQ + IGCT son
dimensiones que producen efectos negativos; es decir, la forma en que estos
aumenten, las infecciones respiratorias graves aumentaran.
En la Figura 3 se observa el graso de peso que
tienen las dimensiones creadas, el Indicador de Gasas de Quema de Combustib=
les
Fósiles se presenta como el de mayor peso.
Gráfico =
3
Grado de peso de las dimensiones
Fuente: elaboración propia.
Formulaci&oacut=
e;n
del modelo de correlación canónica
En esta sección, ya creados las tres
dimensiones de gases (IGQF , IGPQ ,
IGCT ), a partir de la técnica multivaria=
ble
escalamiento multidimensional. Se parte para aplicar una correlación
canónica, para relacionar los indicadores IGQF<=
/span>,
IGPQ e IGCT y el se=
ctor
económico con tres tipos de enfermedades:
Variables
dependientes
Y1 =
Infecciones respiratorias agudas
Y2
Covid-19
Y3 =
Otras enfermedades respiratorias
Variables
independientes
X1 Sector económico
IGQF (Gases por quema de combustibles
fósiles)
IGPQ (Gases de producción
química)
La expresión general de la
correlación canónica se presenta como:
Y 1 <=
/m:sSub>=3D f (=
m:r>IGQF ,
IGPQ , X 1 <=
/m:sSub>) <=
/m:oMathPara>Y 2 <=
/m:sSub>=3D f (=
m:r>IGQF ,
IGPQ , X 1 <=
/m:sSub>) <=
/m:oMathPara>Y 3 <=
/m:sSub>=3D f (=
m:r>IGQF ,
IGPQ , X 1 <=
/m:sSub>) <=
/m:oMathPara>El análi=
sis
de correlación canónica es un tipo de análisis
estadístico lineal de múltiples variables. Analiza la
relación multidimensional entre múltiples variables independi=
entes
y múltiples variables dependientes (Pérez=
,
2004)
Cada función canónica se basa en=
la
correlación entre dos valores teóricos canónicos, un v=
alor
teórico para las variables dependientes y otro para las variables
independientes.
Los objetivos del método son:
<=
span
style=3D'mso-list:Ignore'>●<=
span
style=3D'mso-list:Ignore'>●<=
span
style=3D'mso-list:Ignore'>●G =
m:sSubPr>y <=
m:sub>1 , <=
m:sSubPr> =
m:sSubPr>y <=
m:sub>2 ,…, <=
m:sSub> =
m:sSubPr>y <=
m:sub>n =3D F <=
/i> =
m:sSubPr>x <=
m:sub>1 , <=
m:sSubPr> =
m:sSubPr>x <=
m:sub>2 ,…, <=
m:sSub> =
m:sSubPr>x <=
m:sub>n W 1 <=
/m:sSub>=3D <=
m:sSubPr> a 11 =
X 1 <=
/m:sSub>+ a 12 =
X 2 <=
/m:sSub>+…+ a 1 p <=
/i>X p <=
/m:sSub>V 1 <=
/m:sSub>=3D <=
m:sSubPr> b 11 =
Y 1 <=
/m:sSub>+ b 12 =
Y 2 <=
/m:sSub>+…+ b 1 q <=
/i>Y q <=
/m:sSub>a 11 ,…, a 1 p=
=
y =
=
span>
(11)
Tal que es máximo <=
/p>
Donde:
y son llamadas variables canón=
icas y
es la correlación entre ella=
s,
llamada correlación canónica.
En la figura 6, se observa que las variables
independientes Y1 (Infecciones Respiratorias Ag=
udas
“IRA”, Y2 (COVID-19), y Y3 (Otras
enfermedades respiratorias “OER ”), =
tienen
una correlación significativa entre ellas; esto significa que, aumen=
tan
o disminuyen al mismo tiempo, esto puede ser debido a la calidad del aire y=
al
tipo de sector económico de la región. Del mismo modo, las en=
fermedades
respiratorias están moderadamente correlacionadas con los indicadore=
s IGQF (Gases por quema de combustibles fósiles =
e IGPQ (Gases de producción química), pue=
s en
la Zona Metropolitana de Tula, es una región que tiene asentado en su
territorio una refinería, una termoeléctrica, industrias
cementeras, manufactureras, y actividad agroindustrial, e inciden en la
aparición de enfermedades respiratorias. La dimensión IGCT (Gases relacionados con concentración de =
Monoxico de Carbono), no está significativamen=
te
relacionada con las enfermedades respiratorias, como lo está las otr=
as
dimensiones IGQF e IGPQ.
Asimismo, las variables dependientes Y1 , Y2 y <=
span
class=3DSpellE>Y3 , están relacionadas con la variable dependi=
ente X1 (Sector económico “Primario, Secundari=
o y
Terciario”), en el caso de la zona metropolitana de Tula predomina el
sector secundario pues es industrial, y la población está
expuesta a la calidad del aire.
Gráfico =
4
Matriz de correlación
Fuente: elaboración propia.
El gráfico 4 muestra el nivel de
correlación entre las variables dependientes y las variables
independientes, entre las que se encuentran las nuevas dimensiones creadas.=
RESULTADOS
La salida de R, de la variable dependiente Y1 (Infecciones respiratorias agudas) es explicada po=
r las
variables independientes: IGQF , IGPQ
y X1 , se interpreta lo siguiente (Figura 5):
Los tres coeficientes son significativos, pues=
son
menores a (p < 0.001) (Kutner , Nachtsheim ,
Neter , & Li, Applied=
span>
linear statistical models<=
/span>,
2004).
Se puede ver que la variable IGQF
tiene un coeficiente[2] <=
![endif]>
de 131.34, es decir, por cada unidad que aumente IGQF<=
/span>,
Y1 aumentará en promedio 131.34 unidades,
manteniendo IGPQ y X1
constantes.
La variable IGPQ t=
iene
un coeficiente de 319.22, por cada unidad que aumenta =
IGPQ ,
Y1 aumenta en promedio 319.22 unidades, manteni=
endo IGQF y X1 constantes.
La variable X1 tie=
ne un
coeficiente de 186.67, por cada unidad que aumenta X1<=
/span>,
Y1 aumenta en promedio 186.67 unidades, manteni=
endo IGQF e IGPQ constantes. <=
o:p>
Los p-value son
estadísticamente significativos, ya que son menores a (< 0.05): <=
span
class=3DSpellE>IGQF (4.66e -07), IGPQ (1.31e -08) y X1 (1.70e -10). =
El modelo tiene una variabilidad del 48.2% en =
Y1 , se explica por las variables independientes. Por =
tanto,
el modelo es explicado en un 48.2% por la variable correspondiente a Infecc=
iones
Respiratorias Agudas (Y1 ) y las variables Indic=
ador
de gases por quema de combustibles fósiles (IGQ=
F ),
Indicador de gases por producción química (IGPQ )
y el sector económico (X1 ).
IGPQ tiene más alto el coeficiente; =
es
decir, es la variable con mayor efecto en Y1 continuado por la variab=
le IGQF y X1 .
Figura 1=
o:p>
Corrida en Y1
Fuente: elaboración propia.
En la Figura 1 =
se
observa que, la variable dependiente Y2 (Covid-19), es explicada por las
variables independientes: IGQF , IGPQ
y X1 , se interpreta lo siguiente: =
span>
Los tres coeficientes son significativos, pues=
son
menores a (p < 0.001) (Kutner , Nachtsheim ,
Neter , & Li, Applied=
span>
linear statistical models<=
/span>,
2004).
Se puede ver que la variable IGQF
tiene un coeficiente[3] <=
![endif]>
de 11.455, es decir, por cada unidad que aumente IGQF<=
/span>,
Y1 aumentará en promedio 11.455 unidades,
manteniendo IGPQ y X1
constantes.
La variable IGPQ t=
iene
un coeficiente de 24.220, por cada unidad que aumenta =
IGPQ ,
Y 2 aumenta en promedio 24.220 unidades, manteniendo I=
GQF
y X1 constantes.
La variable X1 tie=
ne un
coeficiente de 11.736, por cada unidad que aumenta X1<=
/span>,
Y1 aumenta en promedio 11.736 unidades, manteni=
endo IGQF e IGPQ constantes. <=
o:p>
Los p-value son
estadísticamente significativos, ya que son menores a (< 0.05): <=
span
class=3DSpellE>IGQF (8.40e -13), IGPQ (1.10e -12) y X1 (1.13e -11).
El modelo tiene una variabilidad del 59.7% en =
Y2,
se explica por las variables independientes. A efecto, el modelo es explica=
do
en un 59.7% por la variable correspondiente a Covid-19 (Y1 )
y las variables Indicador de gases por quema de combustibles fósiles=
(IGQF ), Indicador de gases por producción
química (IGPQ ) y el sector económ=
ico (X1 ).
IGPQ tiene más alto el coeficiente; =
es
decir, es la variable con mayor efecto en Y2
continuado por la variable X1 y posterior IGQF<=
/span>.
Figura 2=
o:p>
Corrida en Y2
Fuente: elaboración propia.
En la figura 2 se muestra que, la variable
dependiente Y 3 (Otras enfermedades), es explicada por las variables
independientes: IGQF , IGPQ=
y X1 , se interpreta lo siguiente: =
span>
Los tres coeficientes son significativos, pues=
son
menores a (p < 0.001) (Kutner , Nachtsheim ,
Neter , & Li, Applied=
span>
linear statistical models<=
/span>,
2004).
Se puede ver que la variable IGQF
tiene un coeficiente[4] <=
![endif]>
de 5.4875, es decir, por cada unidad que aumente IGQF<=
/span>,
Y1 aumentará en promedio 5.4875 unidades,
manteniendo IGPQ y X1
constantes.
La variable IGPQ t=
iene
un coeficiente de 13.0195, por cada unidad que aumenta IGPQ ,
Y1 aumenta en promedio 13.0195 unidades, manten=
iendo IGQF y X1 constantes.
La variable X1 tie=
ne un
coeficiente de 5.9363, por cada unidad que aumenta X1<=
/span>,
Y1 aumenta en promedio 5.9363 unidades, manteni=
endo IGQF e IGPQ constantes. <=
o:p>
Los p-value son
estadísticamente significativos, ya que son menores a (< 0.05): <=
span
class=3DSpellE>IGQF (6.77e -11), IGPQ (8.11e -13) y X1 (9.03e -11).
El modelo tiene una variabilidad del 57.1% en =
Y3 , se explica por las variables independientes. A ef=
ecto,
el modelo es explicado en un 57.1% por la variable correspondiente a Otras
enfermedades respiratorias (Y3 ), en y las varia=
bles
Indicador de gases por quema de combustibles fósiles (IGQF ), Indicador de gases por producción
química (IGPQ ) y el sector económ=
ico (X1 ).
IGPQ tiene más alto el coeficiente; =
es
decir, es la variable con mayor efecto en Y2
continuado por la variable X1 y posterior IGQF<=
/span>.
Figura 3=
o:p>
Corrida en Y3
Fuente: elaboración propia.
DISCUSIÓN
Los resultado muestran que al mantener los val=
ores
constantes de las variables IGPQ y X1 , por cada unidad (aumentó de 1) que aumente=
el
Indicador de gases por quema de combustibles fósiles (IGQF ) habrá en promedio 131.34 nuevos casos
registrados de personas con Infecciones respiratorias agudas IRA’s , mientras que al mantener constantes los
valores del IGQF y de X1=
span>,
por cada unidad que aumente el Indicador de gases por producción
química (IGPQ ) se registran en promedio
319.22 nuevos casos de IRA’s (Y1 ) y entre mayor cambie el sector
económico al que pertenece la localidad, (de primario a secundario o=
de
secundario a terciario) aumentarán en promedio 186.67 los registros =
de
enfermos por IRA’s (=
Y1 ),
manteniendo constantes los niveles de los Indicador IG=
QF
y de IGPQ .
En cuanto a la incidencia en el registro de
Covid-19 (Y2), al mantener los valores constantes del Indicador IGPQ y de X1 , por cada un=
idad que
aumente el Indicador de gases por quema de combustibles fósiles (IGQF ) habrá en promedio 11.455 nuevos registro=
s de
personas enfermas, mientras que al mantener constantes los valores del
Indicador IGQF y de X1, por
cada unidad que aumente el Indicador de gases por producción
química (IGPQ ) se registran en promedio =
24.220
nuevos casos de Covid-19 (Y2). Y entre mayor cambie el sector económ=
ico
al que pertenece la localidad, (de primario a secundario o de secundario a
terciario) aumentarán en promedio 11.736 los registros de enfermos p=
or
Covid-19 (Y2), siempre que se mantengan constantes los niveles de los
indicadores IGQF e IGPQ.
En el impacto que tiene el aumento de los GEI en otras enfermedades respiratorias se observa qu=
e al
mantener los valores constantes del IGPQ y de <=
span
class=3DSpellE>X1 , por cada unidad que aumente el Indicador de gases=
por
quema de combustibles fósiles (IGQF ) hab=
rá
en promedio 5.4875 nuevos registros de personas enfermas por Otras enfermed=
ades
respiratorias (Y3 ). Al mantener constantes los
valores del Indicador IGQF y X1 ,
por cada unidad que aumente el Indicador de gases por producción
química (IGPQ ) se registran en promedio
13.0195 nuevos casos de Otras enfermedades respiratorias (Y3 )
en la zona de estudio. También se muestra que entre mayor cambie el
sector económico al que pertenece la localidad, (de primario a
secundario o de secundario a terciario) aumentarán en promedio 5.9363
los registros de enfermos por Otras enfermedades respiratorias (Y3 ), manteniendo constantes los niveles de los indica=
dores IGQF e IGPQ . =
span>
Los resultados implican la base científ=
ica
para atender el problema público con un enfoque multidisciplinario.<=
o:p>
El estudio se puede complementar a futuro al
delimitar a zonas específicas en donde se asienten algunas de las
principales fuentes de emisiones de gases de efecto invernadero, como es el
caso de industrias, tomando en consideración datos de la poblaci&oac=
ute;n
que habita en un área a la redonda, incluso con trabajadores de plan=
ta
del sector industrial.
CONCLUSIÓN
La construcción de un modelo mediante la
combinación del escalamiento multidimensional y el análisis de
correlación canónica ha permitido establecer la relació=
;n
que guarda la emisión de gases efecto invernadero en la incidencia de
enfermedades en los municipios que conforman la Zona Metropolitana de Tula,=
Hgo ., la determinación de las relaciones
canónicas requirió de forma previa la transformación de
los datos mediante la técnica de escalonamiento para homogeneizar los
datos y crear las nuevas variables independientes denominadas indicadores, =
lo
que ha permitido determinar la relación canónica. Los indicad=
ores
construidos tienen una incidencia en el registro de infecciones respiratori=
as
agudas (Y1 ), de Covid-19 (Y2) y de otras enferm=
edades
respiratorias (Y3 ), la predicción del mo=
delo
permite pronosticar un aumento en las enfermedades respiratorias en la
población de la Zona, a medida que aumenta la emisión de gases
efecto invernadero. La afectación de mayor impacto se observa median=
te
la relación que guarda el Indicador de Gases de Producción
Química (IGPQ ), seguido del Indicador de=
Gases
por Quema de Combustibles Fósiles (IGQF )=
, en
la incidencia de Infecciones respiratorias agudas. Con ello se evidencia de
forma científica el problema de salud respiratoria que se presenta e=
n la
Zona Metropolitana de Tula, Hgo , debido a la ex=
cesiva
emisión de GEI y cimienta la necesidad de
atender el problema público desde diversas disciplinas.
REFERENCIAS
Agencia de Protección Ambiental de Esta=
dos
Unidos. (2023). Agencia de Protección Ambiental de Estados Unidos.
Cuadras, C. M. (2014). Nuevos Métodos de
Análisis Multivariante.
De la Garza, G, Morales, S y González, =
C.
(2013). Análisis estadístico multivariante, un enfoque
teórico y práctico. Mc Graw Hill.
Hair, J, Anderson, R, Tatham, R y Black, W.
(1999). Análisis
Multivariante, 5a ed. Prentice Hall. =
Lee, H., Yoon, =
HY.
(2024). Impact of ambient temperature on respiratory disease: a case-crosso=
ver
study in Seoul. Respiratory Research ,&=
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73 (2024). https://doi.org/10.1186/s12931 -024-0=
2699-0
Instituto Nacional de Ecología y Cambio
Climático. (2022). Inventario Nacional de Emisiones de Gases y
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México 1990 - 2019. Instituto Nacional de Ecología y Cambio
Climático.
https://www.gob.mx/inecc/articulos/inventario-nacional-de-emisiones-de-gase=
s-y-compuestos-de-efecto-invernadero-inegycei-de-mexico-1990-2019
Instituto Nacional de Estadística y
Geografía. (2017). Anuario Estadístico y Geográfico de
Hidalgo 2017. INEGI. Recuperado de
https://www.inegi.org.mx/contenido/productos/prod_serv/contenidos/espanol/b=
vinegi/productos/nueva_estruc/anuarios_2017/702825095093.pdf
Kutner, M., Nachtsheim=
,
C., Neter , J., & Li, W. (2004). Applied lin=
ear
statistical models. McGraw-Hill/Irwin.
Naciones Unidas. (2015). Acuerdo de Parí=
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lt/files/spanish_paris_agreement.pdf
Organización Mundial de la Salud. (2018=
). COP24 special report :
health and climate =
change Organización Mundial de la Salud.
https://www.who.int/publications/i/item/cop24-special-report-health-climate=
-change
Organización Mundial de la Salud. (2024=
).
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e;n
Mundial de la Salud.
https://www.who.int/es/news-room/fact-sheets/detail/ambient-(outdoor)-air-q=
uality-and-health
Organización Panamericana de la Salud.
(s.f.). Calidad del aire. Organizaion Panameric=
ana de
la Salud. https://www.paho.org /es/temas/calidad=
-aire
Panel Intergubernamental sobre Cambio
Climático. (2023). Cambio Climático 2023, Informe de
síntesis. Resumen para los formuladores de políticas. Ginebra:
IPCC. Recuperado de
https://www.ipcc.ch/report/ar6/syr/downloads/report/IPCC_AR6_SYR_SPM.pdf
Petroleos Mexicanos .
(2025). Pemex Transformación Industrial. PEMEX Base de Datos
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ction=3Dcuadro&cvecua=3DRPROREF
Pérez, C. (2004). Técnicas de
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ER.
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https://www.gob.mx/sener/articulos/programa-de-desarrollo-del-sistema-elect=
rico-nacional-2023-2037
Taha, H. A. (2012). Investigación de
Operaciones. Arkansas: Pearson.
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l
Todo el contenido de LATAM Revista Latinoamericana de Cien=
cias
Sociales y Humanidades , publicados en este sitio está disponible=
s
bajo Licencia Creative =
Commons .
ANEXOS
Código
######-----Modelamiento-----####
library (psych )
library(corrplot )
library(tseries =
)
library(lmtest )=
library(car)
library(nortest =
)
library( =
MASS)
library(faraway)
library(forecast)
library(moments)
library(readxl )=
library(dplyr )<=
o:p>
library(ggplot2 =
)
library( =
GGally )
library( =
Hmisc )
library(corrplot )
library <=
/span>( PerformanceAnalytics )
###---Variables---###
#Y1 =3D Infecciosa=
s
#Y2 =3D Covid =
#Y3 =3D Otras enfe=
rmedades
#G1 =3D Particulas por millón
#G2 =3D Dió=
xido de
azufre
#G3 =3D Dió=
xido de
carbono
#G4 =3D Óxi=
do nitrico y Dióxido nitrógeno <=
/span>
#G5 =3D Metano
#G6 =3D Óxi=
do de
nitrógeno
#X1 =3D Sector (1 =
=3D
Primerio, 2 =3D Secundario, 3 =3D Terciario)
#X2 =3D Municipio =
(1 =3D ATI , 2 =3D ATO, 3 =3D TLAH , 4 =3D TLAX , 5 =3D TULA)
####Trasformado la base a matriz######
Y1 =3D base$Y1
Y2 =3D base$Y2
Y3 =3D base$Y3
G1 =3D log(1+(base$G=
1 ))
G2 =3D sqrt(1+(base$G2 ))
G3 =3D log(1+(base$G3 ))
G4 =3D sqrt(1+(base$G4 ))
G5 =3D log(1+(base$G5 ))
G6 =3D sqrt(1+(base$G6 ))
X1 =3D base$X1
X2 =3D base$X2
matriz=3Dcbind (Y1,Y 2,Y3,G1,G2,G3,G4,G5,G6,X1,X2<=
/span>)
matriz
#Matriz Correlación =
p>
chart.Correlati=
on (matriz, histogram =3D F, pch =3D =
19)
###---ESCALAMIENTO MULTID=
IMENCIONAL
library (magrittr )<=
o:p>
library (dplyr )
library(ggpubr )=
matriz1 <=
/span>=3Dcbind (G1,G=
span>2,G3,G4,G5,G6 )
matriz1
#--Estaradizando l=
os
datos
provMap_s =3Dscale (matriz1 )
provMap_s
#--Creando grupos de variables
print (cor (matriz1 ),2)
X=3D(=
as.dist (1-cor (matriz1 ),2))
X
par(mfcol =3Dc( 1,1))
plot(hclust (as.dist (1-cor (matriz1 ))),main=3D"Dendogra=
ma
de gases")#dendograma
D=3D
(1-cor (matriz1 ))
D
corrplot =
( D, method=3D"number", type=3D"upper=
")
#--Obteniendo <=
span
class=3DSpellE>distancias
provMap_d =3Ddist (provMap_s )
provMap_d
provMap_r =3Dcmdscale ( provMap_d,eig =3DTRUE, k=3D3)
provMap_r
#--coordenadas
A3 =3DprovMap_r$point=
s
A3
#--Cumplimiento de supuestos =
summary (A3 ) #Valor
esperado
C=3Dcor (A3 )
corrplot =
( C, cex =3D1.2 , main =3D"=
;Matriz de
correlación")
V=3Dvar (A3 )
V
corPlot <=
/span>( V, cex =3D 1.2, main =3D &qu=
ot;Matriz de
varianza y covarianzas")
#---Nombrando las dimensiones
IGQF =3DA3 [,1]
#--Indicador de Gasas de Quema de Combistibles
fósiles
IGPQ =3DA3 [,2]
#--Indicador de Gases de Producción Quimica
IGCT =3DA3 [,3]
#--Indicador de Gases de Concentración de C02=
span>
Matriz2 =3D cbind (=
Y1,Y 2,Y3,IGQF,IGPQ,IGCT,X1,X2)
Matriz2
#Matriz Correlación =
p>
chart.Correlati=
on (Matriz2 , histogram =3D F,=
pch =3D 19)
# --- Modelo de infecciones: Y1
=3D f( IGQF , IGPQ , X1 )
# --- Modelo de covid:
Y2 =3D f( IGQF , IGPQ , X1 )
# --- Modelo de otras enfermedades: Y3 =3D f( IGQF ,
IGPQ , X1 )
##--CORRELACIÓN CA=
NONICA
library <=
/span>( CCA) =
library <=
/span>( MVN )
library <=
/span>( CCP )
library (candisc )
Matriz3 =3D cbind (=
Y1,Y 2,Y3,IGQF,IGPQ,X1 )
Matriz3
#-explorando datos
head( Matriz3 <=
/span>)
#--separando los conjuntos X e Y
X =3D Matriz3 [,c ("IGQF ","=
;IGPQ ","X1 "=
)]
Y =3D Matriz3 [,c ("Y1 ","Y=
2","Y3 ")]
#--correlación can=
onica
matcor (X,Y )$XYcor
#--normalidad multivariada para X =
span>
mvn ( data =3D as.data.frame (X), univariateTest=
=3D "SW")$univariateNormality
mvn ( data =3D as.data.frame =
(X), mvnTest =3D "hz "=
;)$multivariateNormality
#--normalidad multivariada para Y =
span>
mvn ( data =3D as.data.frame (Y), univariateTest=
=3D "SW")$univariateNormality
mvn ( data =3D as.data.frame =
(Y), mvnTest =3D "hz "=
;)$multivariateNormality
#--construcción de parametros
cca1 =3D cancor =
(X,Y )
cca1
cca1$cor
# Evaluar significancia de las correlaciones
canónicas
p.asym =
span>(cca1$cor , nrow (X), ncol (X), ncol (Y))
#--visualización de la relación =
canonica
data =3D cbind ( X, Y)
data
modelo =3D lm( cbind (Y1 , Y2, Y3 )
~ 0+IGQF+IGPQ+X1 , data =3D as.data.frame (data))
summary (modelo)
candisc_result =3D candisc (modelo)
plot ( candisc_result , which =3D 1)
[1] Autora de corresponde=
ncia.
[2] Los coeficientes repre=
sentan
el cambio esperado en Y1 por unidad =
de
aumento en la variable correspondiente, manteniendo las otras constantes (<=
span
class=3DSpellE>Kutner , Nachtsheim , Neter , & Li, 2004).
[3] Los coeficientes repre=
sentan
el cambio esperado en Y2 por unidad de aumento en la variable
correspondiente, manteniendo las otras constantes (Kut=
ner ,
Nachtsheim , Neter , =
&
Li, 2004).
[4] Los coeficientes repre=
sentan
el cambio esperado en Y3 por unidad =
de
aumento en la variable correspondiente, manteniendo las otras constantes (<=
span
class=3DSpellE>Kutner , Nachtsheim , Neter , & Li, 2004).
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LATAM Revista Latinoamericana de Cien=
cias
Sociales y Humanidades, Asunción, Paraguay.
ISSN
en línea: 2789-3855, octubre, 2025, Volumen VI, Número 5 p =
span>1692 .
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