Dr. J. Arturo Berrones Santos


Dr. J. Arturo Berrones Santos

Profesor Titular A
Programa de Posgrado en Ingeniería de Sistemas
U A N L
Investigador Nacional SNI Nivel 1

Academic Degrees

  • Ph.D., Physics, Universidad Autónoma del Estado de Morelos, Mexico (2002)
  • Lic. in Physics, UANL, Mexico (1997)

Research Interests

  • Stochastic systems
  • Statistical aspects of complex systems
  • Interdisciplinary applications (systems engineering, bioinformatics, economy, climate research)

Courses Taught at PISIS

  • Applied probability models
  • Complex systems science and applications
  • Complex systems research projects
  • Design of experiments
  • Forecasting and time series
  • Operations research: Case study in industry
  • Sampling techniques for inference and decision making
  • Simulation
  • Stochastic heuristic search
  • Stochastic processes
  • Inferential statistics (undergrad)
  • Operations research (undergrad)

Mailing Address

UANL
AP 111 – F, Cd. Universitaria
San Nicolás de los Garza, NL 66450
México
Tel. +52 (81) 1492-0371
Tel. +52 (81) 8329-4000 x5945 (Assistant)
 arturoyalma.fime.uanl.mx

Recent Supervised Thesis can be found at the Students page

Recent Publications:

2017

Banda, Juan; Velasco, Jonás; Berrones, Arturo

Dual mean field search for large scale linear and quadratic knapsack problems Artículo de revista

Physica A: Statistical Mechanics and its Applications, 478 , pp. 158–167, 2017.

BibTeX

Banda, Juan; Velasco, Jonás; Berrones, Arturo

A hybrid heuristic algorithm based on Mean-Field Theory with a Simple Local Search for the Quadratic Knapsack Problem Inproceedings

Evolutionary Computation (CEC), 2017 IEEE Congress on, pp. 2559–2565, IEEE 2017.

BibTeX

Saucedo-Espinosa, Mario A; Escalante, Hugo Jair; Berrones, Arturo

Detection of defective embedded bearings by sound analysis: a machine learning approach Artículo de revista

Journal of Intelligent Manufacturing, 28 (2), pp. 489–500, 2017.

BibTeX

2016

Berrones, Arturo; Jiménez, Edgar; 'i, Mar{'i}a Aracelia Alcorta-Garc; Almaguer, F-Javier; ~n, Brenda Pe

Parameter inference of general nonlinear dynamical models of gene regulatory networks from small and noisy time series Artículo de revista

Neurocomputing, 175 , pp. 555–563, 2016.

BibTeX

2014

A., Rosa González L; Sanchez, Romeo; Berrones, Arturo

Introducing Simulated Annealing in Partial Order Planning Inproceedings

Proceedings of the 13th Mexican International Conference on Artificial Intelligence (MICAI 2014), 2014.

Resumen | BibTeX

Velasco, Jonas ; Saucedo-Espinosa, Mario A; Escalante, Hugo Jair ; Mendoza, Karlo ; Villarreal-Rodríguez, César E; Chacón-Mondragón, Óscar L; Berrones, Arturo

Búsqueda aleatoria adaptiva para problemas de optimización global sin restricciones Artículo de revista

Computación y Sistemas (CyS), 18 (2), 2014.

BibTeX

2013

Almaguer, F; Alcalá, Mónica ; Berrones, Arturo ; Chacón-Mondragón, Óscar L; Soto-Regalado, Eduardo ; others,

Conceptual model of coalescence and break-up in the presence of external agitation Artículo de revista

Physica A: Statistical Mechanics and its Applications, 392 (8), pp. 1725–1732, 2013.

BibTeX

'Alvarez-Socarr'as, Ada Margarita ; Berrones, Arturo ; Moreno, Guillermo J; Rodr'iguez-Sarasty, Jes'us A; Cabrera-R'ios, Mauricio

Practice Summary: Enhancing Forecasting and Capacity Planning Capabilities in a Telecommunications Company Artículo de revista

Interfaces, 43 (4), pp. 385–387, 2013.

BibTeX

2011

Velasco, J; Saucedo-Espinosa, M A; Escalante, H J; Mendoza, K; Villarreal, C E; Mondragón, Chacón O L; Rodríguez, A; Berrones, A

An estimation of distribution algorithm with adaptive Gibbs sampling for unconstrained global optimization Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2011, (PISIS-2011-11.).

Enlaces | BibTeX

2010

Berrones, Arturo

Bayesian inference based on stationary fokker-planck sampling Artículo de revista

Neural computation, 22 (6), pp. 1573–1596, 2010.

BibTeX

2009

Alcalá, M; Almaguer, J; Berrones, A; Sánchez, R; Soto, E

Probabilistic cellular automaton model for flocculation processes in heavy metals wastewater removal Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2009, (PISIS-2009-08.).

Enlaces | BibTeX

Berrones, A

Characterization of the convergence of stationary Fokker-Planck learning Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2009, (PISIS-2009-03.).

Enlaces | BibTeX

Berrones, A

Bayesian inference based on stationary Fokker-Planck sampling Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2009, (PISIS-2009-04.).

Enlaces | BibTeX

Berrones, Arturo

Characterization of the convergence of stationary Fokker--Planck learning Artículo de revista

Neurocomputing, 72 (16), pp. 3602–3608, 2009.

BibTeX

2008

Berrones, Arturo

Stationary probability density of stochastic search processes in global optimization Artículo de revista

Journal of Statistical Mechanics: Theory and Experiment, 2008 (01), pp. P01013, 2008.

BibTeX

Velasco, Jonás ; Muñiz, Aydeé López ; Berrones, Arturo

Learning Probability Densities of Optimization Problems with Constraints and Uncertainty Parte de obra colectiva

MICAI 2008: Advances in Artificial Intelligence, pp. 266–272, Springer, 2008.

BibTeX

Velasco, Jon'as ; Mu~niz, Ayde'e L'opez ; Berrones, Arturo

Learning Probability Densities of Optimization Problems with Constraints and Uncertainty Parte de obra colectiva

MICAI 2008: Advances in Artificial Intelligence, pp. 266–272, Springer, 2008.

BibTeX

2007

Berrones, A

Stationary probability density of stochastic search processes in global optimization Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2007, (PISIS-2007-06.).

Enlaces | BibTeX

Álvarez, A M; Berrones, A; Salazar-Aguilar, M A; Herrera, Alvarez C A; Cabrera-Ríos, M

Enhancing the forecasting and capacity planning capabilities in a telecommunications company Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2007, (PISIS-2007-03.).

Enlaces | BibTeX

Pe~na, Dexmont ; S'anchez, Ricardo ; Berrones, Arturo

Stationary Fokker--Planck learning for the optimization of parameters in nonlinear models Parte de obra colectiva

MICAI 2007: Advances in Artificial Intelligence, pp. 94–104, Springer, 2007.

BibTeX

Berrones, Arturo

Generating random deviates consistent with the long term behavior of stochastic search processes in global optimization Parte de obra colectiva

Computational and Ambient Intelligence, pp. 1–7, Springer, 2007.

BibTeX

2006

Berrones, A

Knowledge network approach to noise reduction Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2006, (PISIS-2006-10.).

Enlaces | BibTeX

Olivares, A; Berrones, A

Algoritmo para la estimación de parámetros de paso en caminatas aleatorias con retardo Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2006, (PISIS-2006-07.).

Enlaces | BibTeX

Berrones, Arturo

Filtering by sparsely connected networks under the presence of strong additive noise Inproceedings

Computer Science, 2006. ENC'06. Seventh Mexican International Conference on, pp. 19–26, IEEE 2006.

BibTeX

2005

Berrones, Arturo

Persistence in a simple model for the earth's atmosphere temperature fluctuations Artículo de revista

Fluctuation and Noise Letters, 5 (03), pp. L365–L374, 2005.

BibTeX

2004

Berrones, A

Persistence in a simple model for earth's atmosphere temperature fluctuations Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2004, (PISIS-2004-02.).

Enlaces | BibTeX

Berrones, A

Long memory effects induced by feedback Informe técnico

Graduate Program in Systems Engineering, UANL San Nicolás de los Garza, México, 2004, (PISIS-2004-01.).

Enlaces | BibTeX

Bagnoli, Franco ; Berrones, Arturo ; Franci, Fabio

De gustibus disputandum (forecasting opinions by knowledge networks) Artículo de revista

Physica A: Statistical Mechanics and its Applications, 332 , pp. 509–518, 2004.

BibTeX

2001

Berrones, Arturo ; Larralde, Hern'an

Simple model of a random walk with arbitrarily long memory Artículo de revista

Physical Review E, 63 (3), pp. 031109, 2001.

BibTeX

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