NeCOL: An Innovative Methodology for Building Better Deep Learning Tools for Real Word Applications

An explicit evolutionary approach for multiobjective energy consumption planning considering user preferences in smart homes

Autores: Sergio Nesmachnow, Diego Gabriel Rossit, Jamal Toutouh, Francisco Luna
Publicado en: International Journal of Industrial Engineering Computations, Edición 12/4, 2021, Página(s) 365-380, ISSN 1923-2926
Editor: Growing Science
DOI: 10.5267/j.ijiec.2021.5.005

Random error sampling-based recurrent neural network architecture optimization

Autores: Andrés Camero, Jamal Toutouh, Enrique Alba
Publicado en: Engineering Applications of Artificial Intelligence, Edición 96, 2020, Página(s) 103946, ISSN 0952-1976
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.engappai.2020.103946

Soft computing methods for multiobjective location of garbage accumulation points in smart cities

Autores: Jamal Toutouh, Diego Rossit, Sergio Nesmachnow
Publicado en: Annals of Mathematics and Artificial Intelligence, Edición 88/1-3, 2020, Página(s) 105-131, ISSN 1012-2443
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10472-019-09647-5

Adversarial genetic programming for cyber security: a rising application domain where GP matters

Autores: Una-May O’Reilly, Jamal Toutouh, Marcos Pertierra, Daniel Prado Sanchez, Dennis Garcia, Anthony Erb Luogo, Jonathan Kelly, Erik Hemberg
Publicado en: Genetic Programming and Evolvable Machines, Edición 21/1-2, 2020, Página(s) 219-250, ISSN 1389-2576
Editor: Kluwer Academic Publishers
DOI: 10.1007/s10710-020-09389-y

BiPred: A Bilevel Evolutionary Algorithm for Prediction in Smart Mobility

Autores: Jamal Toutouh, Javier Arellano, Enrique Alba
Publicado en: Sensors, Edición 18/12, 2018, Página(s) 4123, ISSN 1424-8220
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s18124123

Optimizing household energy planning in smart cities: A multiobjective approach

Autores: Sergio Nesmachnow, Giovanni Colacurcio, Diego Gabriel Rossit, Jamal Toutouh, Francisco Luna
Publicado en: Revista Facultad de Ingeniería Universidad de Antioquia, 2019, ISSN 0120-6230
Editor: Universidad de Antioquia
DOI: 10.17533/udea.redin.20200587

Car restriction policies for better urban health: a low emission zone in Madrid, Spain

Autores: Irene Lebrusán, Jamal Toutouh
Publicado en: Air Quality, Atmosphere & Health, 2020, ISSN 1873-9318
Editor: Springer Verlag
DOI: 10.1007/s11869-020-00938-z

Using Smart City Tools to Evaluate the Effectiveness of a Low Emissions Zone in Spain: Madrid Central

Autores: Irene Lebrusán, Jamal Toutouh
Publicado en: Smart Cities, Edición 3/2, 2020, Página(s) 456-478, ISSN 2624-6511
Editor: MDPI - Publisher of Open Access Journals
DOI: 10.3390/smartcities3020025

Exact and heuristic approaches for multi-objective garbage accumulation points location in real scenarios

Autores: Diego Gabriel Rossit, Jamal Toutouh, Sergio Nesmachnow
Publicado en: Waste Management, Edición 105, 2020, Página(s) 467-481, ISSN 0956-053X
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.wasman.2020.02.016

Spatial Coevolution for Generative Adversarial Network Training

Autores: Erik Hemberg, Jamal Toutouh, Abdullah Al-Dujaili, Tom Schmiedlechner, Una-May O’reilly
Publicado en: ACM Transactions on Evolutionary Learning and Optimization, Edición 1/2, 2021, Página(s) 1-28, ISSN 2688-299X
Editor: Association for Computing Machinery (ACM)
DOI: 10.1145/3458845

Waste generation prediction under uncertainty in smart cities through deep neuroevolution

Autores: Andrés Camero, Jamal Toutouh, Javier Ferrer, Enrique Alba
Publicado en: Revista Facultad de Ingeniería Universidad de Antioquia, Edición 93, 2019, Página(s) 128-138, ISSN 0120-6230
Editor: Universidad de Antioquia
DOI: 10.17533/udea.redin.20190736

A bi-objective integer programming model for locating garbage accumulation points: a case study

Autores: Diego Gabriel Rossit, Sergio Nesmachnow, Jamal Toutouh
Publicado en: Revista Facultad de Ingeniería Universidad de Antioquia, Edición 93, 2019, Página(s) 70-81, ISSN 0120-6230
Editor: Universidad de Antioquia
DOI: 10.17533/udea.redin.20190509

Parallel/distributed implementation of cellular training for generative adversarial neural networks

Autores: Emiliano Perez, Sergio Nesmachnow, Jamal Toutouh, Erik Hemberg, Una-May O'Reily
Publicado en: 2020 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), 2020, Página(s) 512-518, ISBN 978-1-7281-7445-7
Editor: IEEE
DOI: 10.1109/ipdpsw50202.2020.00092

Re-purposing heterogeneous generative ensembles with evolutionary computation

Autores: Jamal Toutouh, Erik Hemberg, Una-May O'Reily
Publicado en: Proceedings of the 2020 Genetic and Evolutionary Computation Conference, 2020, Página(s) 425-434, ISBN 9781450371285
Editor: ACM
DOI: 10.1145/3377930.3390229

Generative adversarial networks to model air pollution under uncertainty

Autores: Toutouh, Jamal; Nesmachnow, Sergio; Rossit, Diego Gabriel
Publicado en: 1st International Workshop on Advanced Information and Computation Technologies and Systems, 2021, ISSN 1613-0073
Editor: CEUR-WS
DOI: 10.5281/zenodo.5647293

Spatial evolutionary generative adversarial networks

Autores: Jamal Toutouh, Erik Hemberg, Una-May O'Reilly
Publicado en: Proceedings of the Genetic and Evolutionary Computation Conference, 2019, Página(s) 472-480, ISBN 9781450361118
Editor: ACM
DOI: 10.1145/3321707.3321860

Signal propagation in a gradient-based and evolutionary learning system

Autores: Jamal Toutouh, Una-May O'Reilly
Publicado en: Proceedings of the Genetic and Evolutionary Computation Conference, 2021, Página(s) 377-385, ISBN 9781450383509
Editor: ACM
DOI: 10.1145/3449639.3459319

Multiobjective design of sustainable public transportation systems

Autores: Diego Gabriel Rossit, Sergio Nesmachnow, Jamal Toutouh
Publicado en: Proceedings of the 1st International Workshop on Advanced Information and Computation Technologies and Systems, 2021, ISSN 1613-0073
Editor: CEUR-WS
DOI: 10.5281/zenodo.5647275

Multiobjective Household Energy Planning Using Evolutionary Algorithms

Autores: Giovanni Colacurcio, Sergio Nesmachnow, Jamal Toutouh, Francisco Luna, Diego Rossit
Publicado en: Smart Cities - Second Ibero-American Congress, ICSC-CITIES 2019, Soria, Spain, October 7–9, 2019, Revised Selected Papers, Edición 1152, 2020, Página(s) 269-284, ISBN 978-3-030-38888-1
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-38889-8_21

Citizen Centric Optimal Electric Vehicle Charging Stations Locations in a Full City: Case of Malaga

Autores: Christian Cintrano, Jamal Toutouh, Enrique Alba
Publicado en: Advances in Artificial Intelligence - 19th Conference of the Spanish Association for Artificial Intelligence, CAEPIA 2020/2021, Málaga, Spain, September 22–24, 2021, Proceedings, Edición 12882, 2021, Página(s) 247-257, ISBN 978-3-030-85712-7
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-85713-4_24

Data Dieting in GAN Training

Autores: Jamal Toutouh, Erik Hemberg, Una-May O’Reilly
Publicado en: Deep Neural Evolution - Deep Learning with Evolutionary Computation, 2020, Página(s) 379-400, ISBN 978-981-15-3684-7
Editor: Springer Singapore
DOI: 10.1007/978-981-15-3685-4_14

Analyzing the Components of Distributed Coevolutionary GAN Training

Autores: Jamal Toutouh, Erik Hemberg, Una-May O’Reilly
Publicado en: Parallel Problem Solving from Nature – PPSN XVI - 16th International Conference, PPSN 2020, Leiden, The Netherlands, September 5-9, 2020, Proceedings, Part I, Edición 12269, 2020, Página(s) 552-566, ISBN 978-3-030-58111-4
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-58112-1_38

Assessing the Environmental Impact of Car Restrictions Policies: Madrid Central Case

Autores: Irene Lebrusán, Jamal Toutouh
Publicado en: Smart Cities - Second Ibero-American Congress, ICSC-CITIES 2019, Soria, Spain, October 7–9, 2019, Revised Selected Papers, Edición 1152, 2020, Página(s) 9-24, ISBN 978-3-030-38888-1
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-38889-8_2

Conditional Generative Adversarial Networks to Model Urban Outdoor Air Pollution

Autores: Jamal Toutouh
Publicado en: Smart Cities - Third Ibero-American Congress, ICSC-Cities 2020, San José, Costa Rica, November 9-11, 2020, Revised Selected Papers, Edición 1359, 2021, Página(s) 90-105, ISBN 978-3-030-69135-6
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-69136-3_7

Computational Intelligence for Evaluating the Air Quality in the Center of Madrid, Spain

Autores: Jamal Toutouh, Irene Lebrusán, Sergio Nesmachnow
Publicado en: Optimization and Learning - Third International Conference, OLA 2020, Cádiz, Spain, February 17–19, 2020, Proceedings, Edición 1173, 2020, Página(s) 115-127, ISBN 978-3-030-41912-7
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-41913-4_10

Parallel/Distributed Generative Adversarial Neural Networks for Data Augmentation of COVID-19 Training Images

Autores: Jamal Toutouh, Mathias Esteban, Sergio Nesmachnow
Publicado en: High Performance Computing - 7th Latin American Conference, CARLA 2020, Cuenca, Ecuador, September 2–4, 2020, Revised Selected Papers, Edición 1327, 2021, Página(s) 162-177, ISBN 978-3-030-68034-3
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-68035-0_12

A Simulation-Optimization Approach for the Household Energy Planning Problem Considering Uncertainty in Users Preferences

Autores: Diego Gabriel Rossit, Sergio Nesmachnow, Jamal Toutouh, Francisco Luna
Publicado en: Production Research - 10th International Conference of Production Research - Americas, ICPR-Americas 2020, Bahía Blanca, Argentina, December 9-11, 2020, Revised Selected Papers, Part II, Edición 1408, 2021, Página(s) 253-267, ISBN 978-3-030-76309-1
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-76310-7_20

Smart City Tools to Evaluate Age-Healthy Environments

Autores: Irene Lebrusán, Jamal Toutouh
Publicado en: Smart Cities - Third Ibero-American Congress, ICSC-Cities 2020, San José, Costa Rica, November 9-11, 2020, Revised Selected Papers, Edición 1359, 2021, Página(s) 285-301, ISBN 978-3-030-69135-6
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-69136-3_20

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