NombreSancho Caparrini, Fernando
DepartamentoCiencias de la Computación e Inteligencia Artificial
Área de conocimientoCiencia de la Computación e Inteligencia Artificial
Categoría profesionalProfesor Contratado Doctor
Correo electrónicoSolicitar
           
  • Nº publicaciones

    60

  • Nº visitas

    8644

  • Nº descargas

    21792


 

Trabajo Fin de Máster
Icon

Modelos Grandes de Lenguaje y aplicaciones a la generación automática de texto

Jiménez Revuelta, José Carlos; Sancho Caparrini, Fernando (2023)
This Master’s Thesis delves into the evolution and application of large-scale language models, with a particular focus on ...
Artículo
Icon

Fusing convolutional generative adversarial encoders for 3D printer fault detection with only normal condition signals

Li, Chuan; Cabrera, Diego; Sancho Caparrini, Fernando; Sánchez, René-Vinicio; Cerrada, Mariela; Long, Jianyu; Oliveira, José Valente de (Elsevier, 2021)
Collecting data from mechanical systems in abnormal conditions is expensive and time consuming. Consequently, fault detection ...
Artículo
Icon

Hybrid agent-based methodology for testing response protocols

López Ortiz, Enrique J.; Sancho Caparrini, Fernando; Martínez del Amor, Miguel Ángel; Soria Morillo, Luis Miguel; Álvarez García, Juan Antonio (Elsevier, 2021)
In recent years we have seen multiple incidents with a large number of people injured and killed by one or more armed ...
Artículo
Icon

From fault detection to one-class severity discrimination of 3D printers with one-class support vector machine

Li, Chuan; Cabrera, Diego; Sancho Caparrini, Fernando; Cerrada, Mariela; Sánchez, René-Vinicio; Estupinan, Edgar (Elsevier, 2021)
The lack of faulty condition data reduces the feasibility of supervised learning for fault detection or fault severity ...
Artículo
Icon

Real-time gun detection in CCTV: An open problem

Salazar González, Jose Luis; Zaccaro, Carlos; Álvarez García, Juan Antonio; Soria Morillo, Luis Miguel; Sancho Caparrini, Fernando; Álvarez García, Juan Antonio (Elsevier, 2020)
Object detectors have improved in recent years, obtaining better results and faster inference time. However, small object ...
Artículo
Icon

Una metodología desde la teoría de redes para las redes culturales

Sancho Caparrini, Fernando (Pontificia Universidad Javeriana, 2020)
Este documento presenta, desde un punto de vista introductorio y orientado a no expertos en teoría de redes, los fundamentos ...
Artículo
Icon

Knowledge extraction from deep convolutional neural networks applied to cyclo-stationary time-series classification

Cabrera, Diego; Sancho Caparrini, Fernando; Cerrada, Mariela; Sánchez, René-Vinicio; Li, Chuan (Elsevier, 2020)
Modelling complex processes from raw time series increases the necessity to build DeepLearning (DL) architectures that can ...
Artículo
Icon

Generation of geometric interpolations of building types with deep variational autoencoders

Miguel Rodríguez, Jaime de; Villafañe, María Eugenia; Piškorec, Luka; Sancho Caparrini, Fernando (Cambridge University Press, 2020)
This work presents a methodology for the generation of novel 3D objects resembling wireframes of building types. These ...
Artículo
Icon

One-shot fault diagnosis of 3D printers through improved feature space learning

Li, Chuan; Cabrera, Diego; Sancho Caparrini, Fernando; Sánchez, René-Vinicio; Cerrada, Mariela; Oliveira, José Valente de (IEEE Computer Society, 2020)
Signal acquisition from mechanical systems working in faulty conditions is normally expensive. As a consequence, supervised ...
Ponencia
Icon

Vision and Crowdsensing Technology for an Optimal Response in Physical-Security

Enríquez de Salamanca Ros, Fernando; Soria Morillo, Luis Miguel; Álvarez García, Juan Antonio; Sancho Caparrini, Fernando; Velasco Morente, Francisco; Deniz, Óscar; Vallez, Noelia (Springer, 2019)
Law enforcement agencies and private security companies work to prevent, detect and counteract any threat with the ...
Artículo
Icon

Improving Skip-Gram based Graph Embeddings via Centrality-Weighted Sampling

Almagro Blanco, Pedro; Sancho Caparrini, Fernando (Cornell University, 2019)
Network embedding techniques inspired by word2vec represent an e ective unsuper- vised relational learning model. Commonly, ...
Artículo
Icon

Generative Adversarial Networks Selection Approach for Extremely Imbalanced Fault Diagnosis of Reciprocating Machinery

Cabrera, Diego; Sancho Caparrini, Fernando; Long, Jianyu; Sánchez, René-Vinicio; Zhang, Shaohui; Cerrada, Mariela; Li, Chuan (IEEE Computer Society, 2019)
At present, countless approaches to fault diagnosis in reciprocating machines have been proposed, all considering that the ...
Trabajo Fin de Grado
Icon

Fundamentos de IA para el ajedrez

Portillo Raya, Alberto; Lara Martín, Francisco Félix; Sancho Caparrini, Fernando (2019)
El presente trabajo tiene como objetivo la introducción y desarrollo de los fundamentos teóricos de algunas técnicas ...
Tesis Doctoral
IconIcon

Modelado de sistemas dinámicos con MachineLearning: aplicaciones al mantenimiento basado en la condición.

Cabrera Mendieta, Diego Román; Sancho Caparrini, Fernando (2018)
El estudio de los sistemas dinámicos es un tema de gran interés tanto en la ingeniería como en las ciencias por su gran ...
Trabajo Fin de Grado
Icon

Análisis de sistemas complejos usando machine learning

Luque Cerpa, Alejandro; Sancho Caparrini, Fernando (2018)
Nowadays, we can find complex systems in a great variety of fields, such as biology, physics, engineering or social systems. ...
Tesis Doctoral
Icon

Descubrimiento de conocimiento en grafos multi-relacionales

Almagro Blanco, Pedro; Sancho Caparrini, Fernando (2017)
Ante el reducido abanico de metodologías para llevar a cabo tareas de aprendizaje automático relacional, el objetivo ...
Ponencia
Icon

Combining reservoir computing and variational inference for efficient one-class learning on dynamical systems

Cabrera, Diego; Sancho Caparrini, Fernando; Tobar, Felipe (IEEE Computer Society, 2017)
Usually, time series acquired from some measurement in a dynamical system are the main source of information about its ...
Artículo
Icon

Generalized Graph Pattern Matching

Almagro Blanco, Pedro; Sancho Caparrini, Fernando (Cornell University, 2017)
Artículo
Icon

Automatic feature extraction of time-series applied to fault severity assessment of helical gearbox in stationary and non-stationary speed operation

Cabrera, Diego; Sancho Caparrini, Fernando; Li, Chuan; Cerrada, Mariela; Sánchez, René-Vinicio; Pacheco, Fannia; Oliveira, José Valente de (Elsevier, 2017)
Signals captured in rotating machines to obtain the status of their components can be considered as a source of massive ...
Ponencia
Icon

Semantic Preserving Embeddings for Multi-Relational Graphs

Almagro Blanco, Pedro; Sancho Caparrini, Fernando (IEEE Computer Society, 2017)
In this paper a new machine learning approach to the study of Multi-Relational Graphs as semantic data structures is ...
Artículo
Icon

Induction of Decision Trees based on Generalized Graph Queries

Almagro Blanco, Pedro; Sancho Caparrini, Fernando (Cornell University, 2017)
Artículo
Icon

Semantic Preserving Embeddings for Generalized Graphs

Almagro Blanco, Pedro; Sancho Caparrini, Fernando (Cornell University, 2017)
Ponencia
Icon

ASAP: A Framework for Designing Gamified Models of Complex Systems

Solís Martín, David; Galán Páez, Juan; Borrego Díaz, Joaquín; Sancho Caparrini, Fernando (IEEE Computer Society, 2016)
This paper introduces ASAP, a framework for the development of mobile gamification of problems where Complex Systems play ...
Artículo
Icon

Institutions and Cultural Diversity: Effects of Democratic and Propaganda Processes on Local Convergence and Global Diversity

Ulloa, Roberto; Kacperski, Celina; Sancho Caparrini, Fernando (Public Library of Science, 2016)
In a connected world where people influence each other, what can cause a globalized monoculture, and which measures help ...
Artículo
Icon

Propuestas para el Análisis de Colecciones de Arte a través de Metodologías y Herramientas Computacionales

Vanrell Vellosillo, Arianne; Sancho Caparrini, Fernando; Suárez, Juan Luis; Sánchez Ortiz, Alicia (Instituto de Investigaciones sobre el Patrimonio Cultural, Universidad Nacional de San Martín, 2016)
La metodología presentada en este artículo propone el uso de herramientas que facilitan la identificación, descripción, ...
Libro
Icon

FORMA 15 : Complex Systems Workshop: Sevilla 25-28 Noviembre 2015

Miguel Rodríguez, Jaime de; Borrego Díaz, Joaquín; Sancho Caparrini, Fernando; Aranda Corral, Gonzalo A.; Domínguez Sánchez de la Blanca, Ismael (Fidetia, 2016)
Artículo
Icon

Fault diagnosis of spur gearbox based on random forest and wavelet packet decomposition

Cabrera, Diego; Sancho Caparrini, Fernando; Sánchez, René-Vinicio; Zurita, Grover; Cerrada, Mariela; Li, Chuan; Vásquez, Rafael E. (Springer, 2015)
This paper addresses the development of a random forest classifier for the multi-class fault diagnosis in spur gearboxes. ...
Libro
Icon

FORMA 14 : Complex Systems Workshop: Sevilla 22-25 Octubre 2014

Miguel Rodríguez, Jaime de; Borrego Díaz, Joaquín; Sancho Caparrini, Fernando; Aranda Corral, Gonzalo A.; Domínguez Sánchez de la Blanca, Ismael (Fidetia, 2015)
Libro
Icon

FORMA 13 : Complex Systems Workshop: Sevilla 23-26 Oct 2013

Miguel Rodríguez, Jaime de; Borrego Díaz, Joaquín; Sancho Caparrini, Fernando; Aranda Corral, Gonzalo A.; Domínguez Sánchez de la Blanca, Ismael (Fidetia, 2014)
Ponencia
Icon

SylvaDB: A Polyglot and Multi-backend Graph Database Management System

Rosa Pérez, Javier de la; Suárez, Juan Luis; Sancho Caparrini, Fernando (ScitePress Digital Library, 2013)
This paper presents SylvaDB, a graph database management system designed to be used by people with no technical knowledge. ...
Ponencia
Icon

Evolving Creativity : An Analysis of the Creative Method in elBulli Restaurant

Suárez, Juan Luis; Sancho Caparrini, Fernando (IEEE Computer Society, 2013)
In this article we present an analysis of the creative method developed in the restaurant elBulli (www.elbulli.com) over ...
Artículo
Icon

Towards a digital geography of Hispanic Baroque art

Suárez, Juan Luis; Sancho Caparrini, Fernando; Ortega, Elika; Rosa Pérez, Javier de la; Caldas, Natalia; Brown, David (Oxford Academic, 2013)
In this article we propose an approach to the study of art history based on geog-raphy of Hispanic Baroque art by digital ...
Artículo
Icon

The Potosí principle: religious prosociality fosters selforganization of larger commnities under extreme natural and economic conditions

Suárez, Juan Luis; Vázquez, Siddharta; Sancho Caparrini, Fernando (Oxford Academic, 2012)
We show how in colonial Potosı´ (present-day Bolivia) social and political stabil-ity was achieved through the self-organization ...
Artículo
Icon

Sustaining a Global Community: Art and Religion in the Network of Baroque Hispanic-American Paintings

Suárez, Juan Luis; Sancho Caparrini, Fernando; Rosa Pérez, Javier de la (MIT Press, 2012)
The authors analyze the network of Hispanic baroque paintings from 1550 to 1850. They divide the dataset of 11,443 works ...
Ponencia
Icon

Biham-Middleton-Levine Traffic Model in Two-Dimensional Hexagonal Lattice

García Vázquez, Juan Carlos; Rodríguez Gómez, Salvador; Sancho Caparrini, Fernando (Springer, 2012)
In this paper, a Biham-Middleton-Levine traffic model on a 2D hexagonal lattice is studied by computer simulations and its behavior is compared with the BML model on a 2D square lattice and a 3D cubic lattice
Artículo
Icon

A Virtual Laboratory for the Study of History and Cultural Dynamics

Suárez, Juan Luis; Sancho Caparrini, Fernando (JASSS, 2011)
This article presents a Virtual Laboratory that enables the researcher to try hypothesis and confirm data analysis about ...
Ponencia
Icon

The art-space of a global community: the network of Baroque paintings in Hispanic-America

Suárez, Juan Luis; Sancho Caparrini, Fernando; Rosa Pérez, Javier de la (IEEE Computer Society, 2011)
This paper presents the results of a multidisciplinary collaboration in Digital Humanities that focuses on the multi-scale ...
Artículo
Icon

BML model on non-orientable surfaces

Cámpora Pérez, Daniel Hugo; Torre, Jaime de la; García Vázquez, Juan Carlos; Sancho Caparrini, Fernando (Elsevier, 2010)
Two-dimensional Biham Middleton Levine traffic model on a N N square lattice embedded on a Klein bottle and a projective ...
Artículo
Icon

Reachability problems in low-dimensional iterative maps

Kurganskyy, Oleksiy; Potapov, Igor; Sancho Caparrini, Fernando (World Scientific, 2008)
In this paper we analyse the dynamics of one-dimensional piecewise maps (PAMs). We show that one-dimensional PAMs are ...
Ponencia
Icon

Computation in One-Dimensional Piecewise Maps

Kurganskyy, Oleksiy; Potapov, Igor; Sancho Caparrini, Fernando (Springer, 2007)
In this paper we show that the one-dimensional Piecewise Affine Maps (PAMs) are equivalent to planar Pseudo-Billiard ...
Capítulo de Libro
Icon

Computationally Hard Problems Addressed Through P Systems

Pérez Jiménez, Mario de Jesús; Romero Jiménez, Álvaro; Sancho Caparrini, Fernando (Springer, 2006)
In this chapter we present a general framework to provide efficient solutions to decision problems through families of ...
Capítulo de Libro
Icon

Formal Verification of Programs in Molecular Models with Random Access Memory

Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando; Pérez Jiménez, Mario de Jesús; Romero Jiménez, Álvaro; Sancho Caparrini, Fernando (Fénix Editorial, 2005)
Formal verification of molecular programs is a first step towards their automatic processing by means of reasoning ...
Ponencia
Icon

Approximating Non-discrete P Systems

Cordón Franco, Andrés; Sancho Caparrini, Fernando (Springer, 2004)
The main goal of this paper is to propose some geometric approaches to the computations of non-discrete P systems. The ...
Capítulo de Libro
Icon

Implementing in Prolog an Effective Cellular Solution to the Knapsack Problem

Cordón Franco, Andrés; Gutiérrez Naranjo, Miguel Ángel; Pérez Jiménez, Mario de Jesús; Riscos Núñez, Agustín; Sancho Caparrini, Fernando (Springer, 2004)
In this paper we present an implementation in Prolog of an effective solution to the Knapsack problem via a family of deterministic P systems with active membranes using 2-division.
Artículo
Icon

Modelos de computación celular con membranas

Pérez Jiménez, Mario de Jesús; Romero Jiménez, Álvaro; Sancho Caparrini, Fernando (SEMA, 2004)
Ponencia
Icon

A Note on Complexity Measures for Probabilistic P Systems

Sancho Caparrini, Fernando (Fénix Editora, 2004)
In this paper we present a first approach to the definition of different entropy measures for probabilistic P systems in ...
Artículo
Icon

A Prolog Simulator for Deterministic P Systems with Active Membranes

Cordón Franco, Andrés; Gutiérrez Naranjo, Miguel Ángel; Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando (Springer, 2004)
In this paper we propose a new way to represent P systems with active membranes based on Logic Programming techniques. ...
Capítulo de Libro
Icon

The P Versus NP Problem Through Cellular Computing with Membranes

Pérez Jiménez, Mario de Jesús; Romero Jiménez, Álvaro; Sancho Caparrini, Fernando (Springer, 2004)
We study the P versus NP problem through membrane systems. Language accepting P systems are introduced as a framework ...
Artículo
Icon

A Note on Complexity Measures for Probabilistic P Systems

Cordón Franco, Andrés; Sancho Caparrini, Fernando (J.UCS.org, 2004)
In this paper we present a first approach to the definition of different entropy measures for probabilistic P systems in ...
Tesis Doctoral
Icon

Especificación y verificación de programas moleculares en PVS

Graciani Díaz, Carmen; Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando (2003)
La Computación Molecular y, en concreto, la Computación con ADN, es una disciplina que se enmarca dentro del campo de ...
Capítulo de Libro
Icon

A MzScheme Implementation of Transition P Systems

Balbontín Noval, Delia; Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando (Springer, 2003)
The main goal of this paper is to present the design of an MzScheme program that allows us to simulate the behavior of ...
Ponencia
Icon

Complexity Classes in Cellular Computing with Membranes

Pérez Jiménez, Mario de Jesús; Romero Jiménez, Álvaro; Sancho Caparrini, Fernando (2003)
In this paper we introduce the complexity class PMC∗ F of all decision problems solvable in polynomial time by a family of P systems belonging to a prefixed class of recognizer membrane systems, F.
Capítulo de Libro
Icon

Hybrid Networks of Evolutionary Processors

Martín Vide, Carlos; Mitrana, Víctor; Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando (Springer, 2003)
A hybrid network of evolutionary processors consists of several processors which are placed in nodes of a virtual graph ...
Capítulo de Libro
Icon

Decision P Systems and the P =NP Conjecture

Pérez Jiménez, Mario de Jesús; Romero Jiménez, Álvaro; Sancho Caparrini, Fernando (Springer, 2003)
We introduce decision P systems, which are a class of P systems with symbol-objects and external output. The main result ...
Tesis Doctoral
Icon

Verificación de programas en modelos de computación no convencionales

Sancho Caparrini, Fernando; Pérez Jiménez, Mario de Jesús (2002)
El objetivo fundamental de esta memoria consiste en desarrollar una primer aproximación a la verificación formal de ...
Ponencia
Icon

Molecular Computation Models in ACL2: a Simulation of Lipton’s Experiment Solving SAT

Martín Mateos, Francisco Jesús; Alonso Jiménez, José Antonio; Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando (2002)
In this paper we present an ACL2 formalization of a molecular computing model: Adleman’s restricted model [2]. This is a ...
Artículo
Icon

Verifying a P system generating squares

Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando (Romanian Academy, Section for Information Science and Technology, 2002)
In [1], an example of a P system generating exactly all the squares of natural numbers greater than 1 is given. Nevertheless, ...
Ponencia
Icon

On the Reachability Problem for P systems with Porters.

Paun, Gheorghe; Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando (2002)
Artículo
Icon

A Formalization of Transition P Systems

Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando (IOS Press, 2002)
In this paper we give a complete formalization of a new computability model of a distributed parallel type which is inspired ...
Capítulo de Libro
Icon

Solving Knapsack Problems in a Sticker Based Model

Pérez Jiménez, Mario de Jesús; Sancho Caparrini, Fernando (Springer, 2002)
Our main goal in this paper is to give molecular solutions for two NP–complete problems, namely Subset-sum and Knapsack, ...