Man

Pablo Antonio Estevez Valencia

Profesor Titular

DEPTO. INGENIERÍA ELÉCTRICA, UNIVERSIDAD DE CHILE

Santiago, Chile

Líneas de Investigación


Redes neuronales artificiales; Teorí­a de Información para el Aprendizaje; Computación Evolutiva; Reconocimiento de Patrones; Machine Learning; Deep Learning; Inteligencia Artificial; Selección de Características

Educación

  •  PhD Information Engineering, UNIVERSITY OF TOKYO. Japón, 1995
  •  Ingeniero Civil Electricista, UNIVERSIDAD DE CHILE. Chile, 1981
  •  MSc Information Engineering, UNIVERSITY OF TOKYO. Japón, 1992

Experiencia Académica

  •   Profesor Titular Full Time

    UNIVERSIDAD DE CHILE

    Facultad de Ciencias Físicas y Matemáticas

    Santiago, Chile

    2012 - A la fecha

  •   Profesor Asociado Full Time

    UNIVERSIDAD DE CHILE

    Facultad de Ciencias Físicas y Matemáticas

    Santiago, Chile

    1995 - 2012

Experiencia Profesional

  •   Presidente Part Time

    IEEE Computational Intelligence Society

    New Jersey, Estados Unidos

    2016 - 2017


 

Article (51)

Asteroids’ Size Distribution and Colors from HITS
A novel meta-heuristic model for the multi-year transmission network expansion planning
An Optimized Impedance Model for the Estimation of the State-of-Charge of a Li-Ion Cell=> The Case of a LiFePO4 (ANR26650)
Deep Learning for Image Sequence Classification of Astronomical Events
Rock lithological classification by hyperspectral, range 3D and color images
Asteroids in the High Cadence Transient Survey
Robust Period Estimation Using Mutual Information for Multiband Light Curves in the Synoptic Survey Era
The delay of shock breakout due to circumstellar material evident in most type II supernovae
A strategy for time series prediction using segment growing neural gas
Classification of rock lithology by laser range 3D and color images
Deep-HiTS: Rotation Invariant Convolutional Neural Network for Transient Detection
Proper motions in the VVV Survey: Results for more than 15 million stars across NGC 6544
Spectral regularization in generalized matrix learning vector quantization
A fractal time thermal model for predicting the surface temperature of air-cooled cylindrical Li-ion cells based on experimental measurements
THE HIGH CADENCE TRANSIENT SURVEY (HITS). I. SURVEY DESIGN AND SUPERNOVA SHOCK BREAKOUT CONSTRAINTS
A NOVEL, FULLY AUTOMATED PIPELINE FOR PERIOD ESTIMATION IN THE EROS 2 DATA SET
Information-Theoretic Measures and Sequential Monte Carlo Methods for Detection of Regeneration Phenomena in the Degradation of Lithium-Ion Battery Cells
A Review of Feature Selection Methods Based on Mutual Information
A Review of Learning Vector Quantization Classifiers
Computational Intelligence Challenges and Applications on Large-Scale Astronomical Time Series Databases
Multi-objective optimal design of lithium-ion battery packs based on evolutionary algorithms
An Information Theoretic Algorithm for Finding Periodicities in Stellar Light Curves
GENDER CLASSIFICATION FROM FACE IMAGES USING MUTUAL INFORMATION AND FEATURE FUSION
Gamma-filter self-organising neural networks for unsupervised sequence processing
Ore grade estimation by feature selection and voting using boundary detection in digital image analysis
Period Estimation in Astronomical Time Series Using Slotted Correntropy
Registration of renal SPECT and 2.5D US images
Automated Sleep-Spindle Detection in Healthy Children Polysomnograms
Face and iris localization using templates designed by particle swarm optimization
Genetic optimisation of illumination compensation methods in cascade for face recognition
Integration of PHEVs and EVs: Experience from Chile
Period Detection in Light Curves from Astronomical Objects Using Correntropy
Automated visual inspection system for wood defect classification using computational intelligence techniques
Normalized Mutual Information Feature Selection
REAL-TIME TEMPLATE BASED FACE AND IRIS DETECTION ON ROTATED FACES
Real-time iris detection on coronal-axis-rotated faces
Extracting fuzzy rules from polysomnograph.ic recordings for infant sleep classification
Nonlinear projection using geodesic distances and the neural gas network
Online data visualization using the neural gas network
Subscription fraud prevention in telecommunications using fuzzy rules and neural networks
A neurofuzzy color image segmentation method for wood surface defect detection
Cross-entropy embedding of high-dimensional data using the neural gas model
Genetic programming-based voice activity detection
Intelligent web site: Understanding the visitor behavior
On the computational power of max-min propagation neural networks
Genetic design of biologically inspired receptive fields for neural pattern recognition
Genetic input selection to a neural classifier for defect classification of radiata pine boards
Power requirements for vibrotactile piezo-electric and electromechanical transducers
A scalable parallel algorithm for training a hierarchical mixture of neural experts
Classification of sleep stages in infants: A neuro fuzzy approach
Polysomnographic pattern recognition for automated classification of sleep-waking states in infants

ConferencePaper (15)

Ant Colony Optimization Algorithm for the Multiyear Transmission Network Expansion Planning
Clustering of Astronomical Transient Candidates Using Deep Variational Embedding
Enhanced Rotational Invariant Convolutional Neural Network for Supernovae Detection
Trademark Image Retrieval Using a Combination of Deep Convolutional Neural Networks
Linear Projection Method Based on Information Theoretic Learning
A Robust Nonlinear Projection Method Using the Neural Gas Network
Gamma SOM for Temporal Sequence Processing
Selecting the most influential nodes in social networks
Color image segmentation using fuzzy min-max neural networks
Cross-entropy approach to data visualization based on the neural gas network
Directional templates for real-time detection of coronal axis rotated faces
Real-time iris detection on faces with coronal axis rotation
Fuzzy min-max neural network for image segmentation
Real-time iris detection on rotated faces
Designing biologically inspired receptive fields for neural pattern recognition technology

EditorialMaterial (2)

Claudio Moraga: A Passion for Multi-Valued Logic and Soft Computing Foreword
Special Issue on Advances in Self-organizing Maps

Proyecto (24)

Advances in ensemble classifiers, deep learning and information theoretic learning=> applications to big data in astronomy and EEG signals
ADVANCES IN BIOMETRIC PATTERN RECOGNITION=> IRIS RECOGNITION INCLUDING DEPTH INFORMATION AND FACE CLASSIFICATION FOR VARYING POSE WITH IMPROVED ACTIVE APPERANCE MODELS
NEW MACHINE LEARNING TOOLS FOR OBSERVATIONAL DATA ANALYSIS
ADVANCED MACHINE LEARNING AND SIGNAL PROCESSING METHODS FOR TIME SERIES ANALYSIS=> APPLICATIONS TO ASTRONOMICAL LIGHT CURVES AND SLEEP EEG
Big Data based Real Time Astronomy for the LSST Era
Instituo Milenio de Astrofísica
Instituto Milenio de Astrofísica
SEGMENTACION, MODELAMIENTO Y CLASIFICACION DE ROCAS EN IMAGENES 3D
Solar Energy Research Center
ADVANCED NEURAL NETWORKS AND INFORMATION THEORETIC LEARNING METHODS FOR TIME SERIES ANALYSIS=> APPLICATIONS TO ASTRONOMICAL LIGHT CURVES AND BIOMEDICAL SIGNALS
NEW BIOMETRIC METHODS FOR FACE IDENTIFICATION BY ENHANCED FEATURE EXTRACTION-SELECTION AND MODEL FUSION
RECONOCIMIENTO INTELIGENTE DE PATRONES POR VIDEO=> APLICACIONES EN VIGILANCIA Y MINERÍA
ADVANCED METHODS FOR MACHINE LEARNING AND PATTERN RECOGNITION BY USING INFORMATION THEORETIC LEARNING, SELF-ORGANIZING NEURAL NETWORKS AND EVOLUTIONARY COMPUTATION
CRITICAL IMPROVEMENTS IN FACE-EYE DETECTION FOR REAL-TIME HUMAN-COMPUTER INTERACTION
BIOMETRIA PARA VIGILANCIA INTELIGENTE POR VIDEO=> DETECCIÓN, SEGUIMIENTO, IDENTIFICACIÓN, Y DETERMINACIÓN DE COMPORTAMIENTO
FRONTERAS EN RECONOCIMIENTO DE PATRONES MEDIANTE REDES NEURONALES AUTO-ORGANIZATIVAS, TEORIA DE LA INFORMACION Y OPTIMIZACION POR ENJAMBRES DE PARTICULAS
AVANCES EN INTERFACES HOMBRE-MAQUINA BASADAS EN PARAMETROS BIOMETRICOS
DETECCION Y CLASIFICACION AUTOMATICA DE PATRONES EN POLISOMNOGRAMAS DE LACTANTES Y NIÑOS APLICANDO LOGICA DIFUSA Y TECNICAS NEURO-DIFUSAS
INVESTIGACION APLICADA EN TECNOLOGIAS PARA INTERFASES HOMBRE-MAQUINA POR VOZ
REDES NEURONALES MAX-MIN=> CAPACIDAD DE REPRESENTACION Y APRENDIZAJE MEDIANTE PROGRAMACION LINEAL Y ALGORITMOS GENETICOS
DESARROLLO DE MODELOS PARA FUSIÓN DE IMÁGENES Y USO DE LOCALIZADORES 6D=> HERRAMIENTAS DE APOYO AL DIAGNÓSTICO MÉDICO Y PROCEDIMIENTOS QUIRÚRGICOS
INTERFACES TACTILES=> ENERGIA Y TRANSFERENCIA DE INFORMACION
SISTEMAS COMPLEJOS Y APLICACIONES INDUSTRIALES
OPTIMIZACIÓN DE REDES NEURONALES PARA TAREAS DE CLASIFICACION Y PREDICCION MEDIANTE ALGORITMOS GENETICOS

Review (1)

A review of feature selection methods based on mutual information
66
Pablo Estevez

Profesor Titular

Departamento de Ingenieria Eléctrica

DEPTO. INGENIERÍA ELÉCTRICA, UNIVERSIDAD DE CHILE

Santiago, Chile

13
Pablo Huijse

Profesor categoría III

Facultad de Ciencias de la Ingeniería

Universidad Austral de Chile

Valdivia, Chile

11
Claudio Perez

Profesor TItular

DEPARTAMENTO DE INGENIERÍA ELÉCTRICA, UNIVERSIDAD DE CHILE

Santiago, Chile

7
Guillermo Cabrera

Associate Professor

Department of Computer Science

Universidad de Concepción

Concepción, Chile

4
Francisco Galdames

Investigador asociado

AMTC - Universidad de Chile

Santiago, Chile

4
Rodrigo Palma

Profesor Titular

Ingeniería Eléctrica

Universidad de Chile

SANTIAGO, Chile

3
Bernardo Severino

Research Assistant

SENSE

Technische Universität Berlin

Berlin, Alemania

3
Marcos Orchard

Professor

Electrical Engineering

Universidad de Chile

Santiago, Chile

3
Francisco Forster

Scientist

Center for Mathematical Modelling

UNIVERSIDAD DE CHILE

Santiago, Chile

3
Gonzalo Ruz

Full Professor

Engineering and Sciences

Universidad Adolfo Ibáñez

Santiago, Chile

3
Juan Maureira

Scientist

Center for Mathematical Modeling

University of Chile

Santiago, Chile

2
Martin Adams

Full Professor

Electrical Engineering

Universidad de Chile

Santiago, Chile

2
Cecilia Algarin

PROFESOR ADJUNTO

LABORATORIO DE SUEÑO Y NEUROBIOLOGIA

INTA, UNIVERSIDAD DE CHILE

Santiago, Chile

2
Cesar Fuentes

Profesor Asistente

UNIVERSIDAD DE CHILE

Santiago, Chile

2
Marcelo Cortés

PROFESOR ASOCIADO

INGENIERIA ELECTRICA

Universidad de Antofagasta

Antofagasta, Chile

2
Luis Castillo

Research and Development Engineer

Synopsys

Santiago, Chile

1
Nestor Becerra

Professor

Electrical engineering

Universidad de Chile

Santiago, Chile

1
Williams Calderón

Profesor Asociado

Ingeniería Mecánica

UNIVERSIDAD DE CHILE, FACULTAD DE CIENCIAS FISICAS Y MATEMATICAS, DEPARTAMENTO DE INGENIERIA MECANICA

Santiago, Chile

1
Juan Tapia

Académico

Informática

Universidad de Santiago de Chile

SANTIAGO, Chile

1
Ricardo Munoz

Associate Professor

Astronomy

Universidad de Chile

Santiago, Chile

1
Jorge Reyes

Ingeniero de Investigación y Desarrollo

Centro de Energía

Universidad de Chile

Santiago, Chile

1
Leonel Medina

Profesor asistente

Ingeniería Informática

Universidad de Santiago de Chile

Santiago, Chile

1
Jorge Silva

Assistant Professor

Departamento de Ingeniería Eléctrica

Universidad de Chile

Santiago, Chile

1
Ricardo Alvarez

Profesor instructor

Ingeniería Eléctrica

Universidad Técnica Federico Santa María

Santiago, Chile

1
Leonardo Causa

Investigador

Centro I+D

TOC BIOMETRICS

Santiago, Chile

1
Jorge Littin

Profesor Asistente

Matemáticas

Universidad Católica del Norte

Antofagasta, Chile

1
Eric Goles

Full Professor

Facultad de Ingeniería y Ciencias

Universidad Adolfo Ibáñez

Santiago, Chile

1
Giuliano Pignata

Associate professor

Universidad Andrés Bello

Santiago, Chile

1
Felipe Valencia

Investigador

Ciencias Físicas y Matemáticas

Universidad de Chile

Santaigo, Chile

1
Jorge Vergara

Profesor asistente

Informática y Computación

Universidad Tecnológica Metropolitana

Santiago, Chile