Juan Carlos Correa

ORCID: 0000-0002-9368-4725
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About
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Research Areas
  • Advanced Statistical Process Monitoring
  • Business, Innovation, and Economy
  • Forecasting Techniques and Applications
  • Advanced Statistical Methods and Models
  • Statistical Methods and Inference
  • Genetic Associations and Epidemiology
  • Health and Lifestyle Studies
  • Statistical Methods and Applications
  • Statistical Distribution Estimation and Applications
  • Business, Education, Mathematics Research
  • Agricultural and Food Production Studies
  • Urbanism, Landscape, and Tourism Studies
  • Statistical Methods and Bayesian Inference
  • Organizational Management and Innovation
  • Statistical Methods in Clinical Trials
  • Scientific Measurement and Uncertainty Evaluation
  • Sports Performance and Training
  • Sports and Physical Education Studies
  • Bayesian Methods and Mixture Models
  • Sports injuries and prevention
  • Sensory Analysis and Statistical Methods
  • Archaeological and Historical Studies
  • Bioinformatics and Genomic Networks
  • Regional Development and Innovation
  • Housing Market and Economics

Universidad Nacional de Colombia
2015-2024

Colegio de Estudios Superiores de Administración
2022-2023

University of Cartagena
2020

Consejo Nacional de Investigaciones Científicas y Técnicas
2017

Departamento de Educación
2016

Universidad de Medellín
1995-2015

National University of San Juan
1995-2015

Ansys (Canada)
2015

UCLouvain Saint-Louis Brussels
2014

Saint Louis University Hospital
2014

The hedonic price regressions have mainly been used for inference. In contrast, machine learning employed on big data has a great potential prediction. To contribute to the integration of these two strategies, this article proposes approach regression analysis data, viz. real estate prices, both inferential and predictive purposes. methodology incorporates new procedure selecting variables, called 'incremental sample with resampling' (MINREM). is tested cases. first from web advertisements...

10.1080/09599916.2019.1587489 article EN Journal of Property Research 2019-01-02

Vasicek (1976) proposed an estimator of entropy based on spacings. A new is proposed. This local linear regression. Comparisons between this and Vasicek's are made. The mean square error (MSE) the consistently smaller than MSE estimator.

10.1080/03610929508831626 article EN Communication in Statistics- Theory and Methods 1995-01-01

We propose a new methodology to estimate λ, the parameter of Box-Cox transformation, as well an alternative method determine plausible values for it. The former is accomplished by defining grid λ and further perform normality test on -transformed data. optimum value say * , such that p-value from highest. set determined using inverse probability after plotting p-values against grid. Our illustrated with two real-world data sets. Furthermore, simulation study suggests our improves symmetry,...

10.3389/fams.2015.00012 article EN cc-by Frontiers in Applied Mathematics and Statistics 2015-10-30

The literature on GWAS (genome-wide association studies) data suggests that very large sample sizes (for example, 50,000 cases and controls) may be required to detect significant associations of genomic regions for complex disorders such as Alzheimer's disease (AD). Because the challenges obtaining cohorts, we describe here a novel sequential strategy combines pooling DNA bootstrapping (pbGWAS) in order significantly increase statistical power exponentially reduce expenses. We applied this...

10.1038/mp.2012.81 article EN cc-by-nc-sa Molecular Psychiatry 2012-06-19

Se sabe que sus momentos caracterizan a una distribución. Usando densidades generadas por la distribución se estudia, podemos analizar partes de original estén sombreadas aquellas con altas densidades.

10.18257/raccefyn.23(89).1999.2850 article ES cc-by-nc-sa Revista de la Academia Colombiana de Ciencias Exactas Físicas y Naturales 2024-07-30

Abstract Algorithms, data, and AI (ADA) technologies permeate most societies worldwide because of their proven benefits in different areas life. Governments are the entities charge harnessing ADA above beyond providing government services digitally. have potential to transform way governments develop deliver citizens, citizens engage with governments. Conventional public engagement strategies employed by limited both quality diversity deliberation between citizen governments, for be improve...

10.1007/s44163-022-00023-7 article EN cc-by Discover Artificial Intelligence 2022-03-30

Se describe una nuevo metodo para la deteccion de valores p significativos. Este metodo, basado en el m-esimo estadistico orden distribucion U(0; 1), es adecuado casos los que se realizan m ! 1 pruebas hipotesis independientes y interes determinar aquellas son significativas, controlando falsos positivos, probabilidad error tipo I predeterminada. Adicionalmente, realiza comparacion con algunas  clasicas grafica del prueba diferentes m. Finalmente ilustra uso metodologia dos conjuntos datos...

10.15446/rce.v37n1.44358 article ES cc-by Revista Colombiana de Estadística 2014-07-09

Combined natural convection and radiation in a two-dimensional horizontal annulus filled with radiatively participating gray medium is studied numerically by using control-volume-based finite difference method spectral collocation coupled an influence matrix technique. The mathematical model includes the continuity equation, incompressible Navier-Stokes equations, energy radiative transfer equation (RTE), which modeled P1 differential approximation. Computed results for two Rayleigh numbers,...

10.1115/1.2826023 article EN Journal of Heat Transfer 1999-08-01

In this paper a weather system developed for crop protection in rural areas is presented. The consists of mini stations that are commanded by central station which processes the data collected and based on these, it generates alarms, either falling frost or appearance Zonda winds. system, addition to occurrence winds can predict with several hours advance possible formation, giving farmer very useful tool when having deal such events.

10.1109/rpic.2015.7497072 article EN 2015-10-01

The median, one of the most popular measures central tendency widely-used in statistical practice, is often described as numerical value separating higher half sample from lower half. Despite its popularity and applications, many people are not aware existence several formulas to estimate this parameter. We present results a simulation study comparing classic Harrell & Davis (1982) estimators median for seven continuous distributions. It shown that, relatively latter, estimator...

10.15332/s2027-3355.2014.0001.01 article EN Comunicaciones en Estadística 2014-06-20

Objetivo Elaborar curvas que relacionen el peso al nacer y edad gestacional, sirvan de estándar para la población recién nacidos en Colombia. Métodos Las fueron elaboradas utilizando los pesos producto embarazos finalizaron entre las semanas 22 44. Se elaboraron tres tablas con sus respectivas figuras, regresiones monótonas ajustadas sobre percentiles muestrales calculados diferentes estratos definidos por covariables sexo número semanas. Resultados construyeron porcentuales neonatos a...

10.1590/s0124-00642007000100002 article ES Revista de Salud Pública 2007-03-17

We argue that depending on p-values to reject null hypotheses, including a recent call for changing the canonical alpha level statistical significance from .05 .005, is deleterious finding of new discoveries and progress science. Given blanket variable criterion levels both are problematic, it sensible dispense with testing altogether. There alternatives address study design determining sample sizes much more directly than does; but none tools should replace as magic method giving clear-cut...

10.7287/peerj.preprints.3411v1 preprint EN 2017-11-14

This work aims to propose and argue a new antecedent (critical thinking: CT) of the hard soft dimensions continuous improvement (CI) using text mining perspective. The study employs proposed methodological framework for scientific (nine steps). sample consists 2,213 abstracts articles that address interest constructs in this from title. Three types variables are used: investigation, reference, control. article presents theoretical empirical evidence an original model conformed by six...

10.1080/14783363.2020.1787824 article EN Total Quality Management & Business Excellence 2020-07-09

Elicitation methods aim to build participants' distributions about a parameter of interest. In most elicitation studies this is rarely known in advance and hinders an objective comparison between methods. two experiments, participants were first presented with fixed random sequence images numbers subsequently their subjective percentages one those was elicited. Importantly, the true percentage set advance. The experiment tested whether receiving instructions as method would assist estimating...

10.3389/fpsyg.2019.00862 article EN cc-by Frontiers in Psychology 2019-04-23

Proper inventory planning should incorporate factors changing over time, since static are not robust to this apparent variability. In models of inventories is necessary recognize the great demand uncertainty. This paper reviews state art most significant developments related models, especially those who consider dynamic demands in time. addition, forecasting and some techniques for optimizing analyzed, considering costs service levels, among others. literature review, gaps have been...

10.15446/dyna.v82n190.42828 article EN cc-by-nc-nd DYNA 2015-05-11

La complejidad de las cadenas suministro exige mejores métodos para programar los inventarios una empresa. En este trabajo se presenta comparación entre modelos pronósticos demanda múltiples productos, eligiendo el mejor entre: ARIMA, Suavización exponencial, Regresión Lineal Bayesiana y un Modelo Dinámico Bayesiano. Para ello, primero realiza simulación casos donde no hay Distribución Normal en series tiempo, segundo, estiman predicciones ventas tres productos estación servicios gasolina...

10.15446/dyna.v83n198.51310 article ES cc-by-nc-nd DYNA 2016-09-01

We argue that making accept/reject decisions on scientific hypotheses, including a recent call for changing the canonical alpha level from p = .05 to .005, is deleterious finding of new discoveries and progress science. Given blanket variable levels both are problematic, it sensible dispense with significance testing altogether. There alternatives address study design sample size much more directly than does; but none statistical tools should be taken as magic method giving clear-cut...

10.7287/peerj.preprints.3411 preprint EN 2018-01-13
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