There is something needed to be done, I am stuck with this endogeneity problem playing with my variables; can't change the regression model and can't remove the endogeneity problem
#Research #IndexCreation #PrincipalComponentAnalysis #Regression

When our life is flooded with tons of incoming information, how can one distill what really matters? Of course, using dimensional reduction! 😁 In this lecture, Prof. Rodriguez Garcia explores this exact topic, focusing on Principal Component Analysis (PCA) and multidimensional scaling. He unpacks the intricacies of PCA as a linear transformation method and its role in reducing dimensionality while addressing challenges such as the identification of significant components and the implications of data lying in hyperplanes.

You're also welcome to explore various multidimensional scaling methods presented in the lecture and their applications in nonlinear dimensional reduction and intrinsic dimensionality estimation.

📽️ Don't miss the chance to watch this Abdus Salam International Centre for Theoretical Physics (ICTP) #OpenAccess lecture for free and engage in discussions with Prof. Rodriguez Garcia and the Enabla community: https://enabla.com/pub/1107/about

#DimensionalReduction #PrincipalComponentAnalysis #DataScience #MultidimensionalScaling #OpenScience #ICTP

Ecological modeling, biogeography, and phenotypic analyses setting the tiger cats’ hyperdimensional niches reveal a new species - Scientific Reports

Recently, the tiger-cat species complex was split into Leopardus tigrinus and Leopardus guttulus, along with other proposed schemes. We performed a detailed analysis integrating ecological modeling, biogeography, and phenotype of the four originally recognized subspecies—tigrinus, oncilla, pardinoides, guttulus—and presented a new multidimensional niche depiction of the species. Species distribution models used > 1400 records from museums and photographs, all checked for species accuracy. Morphological data were obtained from institutional/personal archives. Spotting patterns were established by integrating museum and photographic/camera-trap records. Principal component analysis showed three clearly distinct groups, with the Central American specimens (oncilla) clustering entirely within those of the Andes, namely the pardinoides group of the cloud forests of the southern Central-American and Andean mountain chains (clouded tiger-cat); the tigrinus group of the savannas of the Guiana Shield and central/northeastern Brazil (savanna tiger-cat); and the guttulus group in the lowland forests of the Atlantic Forest domain (Atlantic Forest tiger-cat). This scheme is supported by recent genetic analyses. All species displayed different spotting patterns, with some significant differences in body measurements/proportions. The new distribution presented alarming reductions from the historic range of − 50.4% to − 68.2%. This multidimensional approach revealed a new species of the elusive and threatened tiger-cat complex.

Nature
commentary on Aristotle's Categories running to some 9 000 words. Most of this text was recovered in early 2009 by applying #principalcomponentanalysis to the three color bands (red, green, and blue) of fluorescent light generated by ultraviolet illumination
commentary on Aristotle's Categories running to some 9 000 words. Most of this text was recovered in early 2009 by applying #principalcomponentanalysis to the three color bands (red, green, and blue) of fluorescent light generated by ultraviolet illumination