Artificial intelligence within the interplay between natural and artificial computation: Advances in data science, trends and applications

NEUROCOMPUTING

卷:410

Article

Gorriz, Juan M.^1,27  Ramirez, Javier¹  Ortiz, Andres²  Martinez-Murcia, Francisco J.²  Segovia, Fermin¹  Suckling, John²⁷  Leming, Matthew²⁷  Zhang, Yu-Dong²⁴  Ramon Alvarez-Sanchez, Jose¹³  Bologna, Guido¹²  Bonomini, Paula²⁶  Casado, Fernando E.¹⁸  Charte, David²²  Charte, Francisco²²  Contreras, Ricardo²³  Cuesta-Infante, Alfredo¹⁷  Duro, Richard J.⁸  Fernandez-Caballero, Antonio⁶  Fernandez-Jover, Eduardo²⁵  Gomez-Vilda, Pedro¹⁵  Grana, Manuel³  Herrera, Francisco²¹  Iglesias, Roberto¹⁸  Lekova, Anna⁵  de Lope, Javier⁴  Lopez-Rubio, Ezequiel¹⁴  Martinez-Tomas, Rafael¹³  Molina-Cabello, Miguel A.¹⁴  Montemayor, Antonio S.²⁰  Novais, Paulo⁷  Palacios-Alonso, Daniel¹⁷  Pantrigo, Juan J.²⁰  Payne, Bryson R.¹⁹  de la Paz Lopez, Felix¹³  Angelica Pinninghoff, Maria²³  Rincon, Mariano¹³  Santos, Jose¹⁰  Thurnhofer-Hemsi, Karl¹⁴  Tsanas, Athanasios¹⁶  Varela, Ramiro¹¹  Ferrandez, Jose M.⁹ 

[1] Univ Granada, Dept Signal Theory Networking & Commun, Granada, Spain

[2] Univ Malaga, Dept Commun Engn, Malaga, Spain

[3] Univ Basque Country, Computat Intelligence Grp, San Sebastian, Spain

[4] Univ Politecn Madrid, Dept Artificial Intelligence, Madrid, Spain

[5] Bulgarian Acad Sci, Inst Robot, Sofia, Bulgaria

[6] Univ Castilla La Mancha, Dept Sistemas Informat, Albacete, Spain

[7] Univ Minho, Dept Informat, Braga, Portugal

[8] Univ A Coruna, CITIC, Integrated Grp Engn Res, La Coruna, Spain

[9] Univ Politecn Cartagena, Dept Elect Tecnol Comp & Proyectos, Murcia, Spain

[10] Univ A Coruna, Dept Comp Sci, La Coruna, Spain

[11] Univ Oviedo, Dept Comp Sci, Gijon, Spain

[12] Univ Geneva, Comp Vis & Multimedia Lab, Geneva, Switzerland

[13] Univ Nacl Educ Distancia, Dept Artificial Intelligence, Madrid, Spain

[14] Univ Malaga, Dept Comp Languages & Comp Sci, Malaga, Spain

[15] Univ Politecn Madrid, Neuromorph Speech Proc Lab, Ctr Biomed Technol, Madrid, Spain

[16] Univ Edinburgh, Usher Inst, Data Analyt Res & Technol Healthcare Grp, Edinburgh, Midlothian, Scotland

[17] Univ Rey Juan Carlos, Escuela Tecn Super Informat, Bioinspired Syst & Applicat Grp, Madrid, Spain

[18] Univ Santiago de Compostela, CiTIUS, Santiago De Compostela, Spain

[19] Univ North Georgia, Mike Cottrell Coll Business, Dahlonega, GA USA

[20] Univ Rey Juan Carlos, Escuela Tecn Super Informat, Madrid, Spain

[21] Univ Granada, Dept Comp Sci & Artificial Intelligence, Granada, Spain

[22] Univ Jaen, Dept Comp Sci, Jaen, Spain

[23] Univ Concepcion, Dept Ingn Informat & Ciencias Comp, Concepcion, Chile

[24] Univ Leicester, Sch Informat, Leicester LE1 7RH, Leics, England

[25] Univ Miguel Hernandez, Inst Bioingn, Elche, Spain

[26] Univ Buenos Aires, Fac Ingn, Inst Ingn Biomed, Buenos Aires, DF, Argentina

[27] Univ Cambridge, Dept Psychiat, Cambridge, England

关键词: Artificial intelligence (AI);    Machine learning;    Deep learning;    Reinforcement learning;    Evolutionary computation;    Ontologies;    Artificial neural networks (ANNs);    Big data;    Robotics;    Neuroscience;    Human-machine interaction;    Virtual reality;    Emotion recognition;    Computational neuroethology;    Autism;    Dyslexia;    Alzheimer;    Parkinson;    Glaucoma;    AI for social well-being;   

DOI  :  10.1016/j.neucom.2020.05.078

来源: Elsevier

【 摘 要 】

Artificial intelligence and all its supporting tools, e.g. machine and deep learning in computational intelligence-based systems, are rebuilding our society (economy, education, life-style, etc.) and promising a new era for the social welfare state. In this paper we summarize recent advances in data science and artificial intelligence within the interplay between natural and artificial computation. A review of recent works published in the latter field and the state the art are summarized in a comprehensive and self- contained way to provide a baseline framework for the international community in artificial intelligence. Moreover, this paper aims to provide a complete analysis and some relevant discussions of the current trends and insights within several theoretical and application fields covered in the essay, from theoretical models in artificial intelligence and machine learning to the most prospective applications in robotics, neuroscience, brain computer interfaces, medicine and society, in general. (C) 2020 Elsevier B.V. All rights reserved.

【 授权许可】

Free