Abstract
The aim of this chapter is to explore the possibility of moral machine learning and its possible alternatives. We begin by studying artificial neural networks in order to learn about their potential and shortcomings with regard to the creation of artificial moral intelligence. We then undertake a critical analysis of the main AI-based approaches to moral machine learning which use moral value acquisition and encoding processes. The third theme to be addressed is a critical reflection on the possibility of artificial moral intelligence. Finally, we turn to consider whether the state of the art of current AI-based ethical governance offers a plausible alternative to artificial moral intelligence.
My thermostat has three beliefs: it believes it’s too hot in here; it’s too cold in here; and it’s just right in here.
John McCarthy to John Searle (Searle 1984, 30)
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Bibliography
ABC. 2018. Cuestionada la máquina que predice futuros delitos en EE.UU. ABC, 01 January 2018. https://www.abc.es/ciencia/abci-cuestionada-maquina-predice-futuros-delitos-eeuu-201801181039_noticia.html.
Asimov, Isaac. 1942. Runaround. In Astounding Science, ed. J.W. Campbell, 94–103. New York: Fiction, Street and Smith Publication.
———. 1950. I, Robot. New York: Gnome Press. [Doubleday & Company, New York, 1950].
———. 1982. Foundation’s Edge. New York: Doubleday.
———. 1993. Forward the Foundation. New York: Doubleday.
Awad, Edmond, Sohan Dsouza, Richard Kim, Jonathan Schulz, Joseph Henrich, Azim Shariff, Jean-François Bonnefon, and Iyad Rahwan. 2018. The Moral Machine Experiment. Nature 563: 59–64.
BBC. 2014. El robot que escribe noticias debuta en Los Ángeles, BBC Mundo, 19 March 2014. https://www.bbc.com/mundo/noticias/2014/03/140318_curiosidades_robot_periodista_la_times_az.
Bietti, Eletta. 2020. From Ethics Washing to Ethics Bashing: a View on Tech Ethics from Within Moral Philosophy. Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency, January 2020, pp. 210–219. Available at SSRN https://ssrn.com/abstract=3513182.
Boden, Margaret A. 2017. Inteligencia Artificial. Madrid: Turner Noema.
Bostrom, Nick. 2014. Superintelligence: Paths, Dangers, Strategies. Oxford: Oxford University Press.
Bowles, Samuel. 2016. The Moral Economy: Why Good Incentives Are No Substitute for Good Citizens. New Haven: Yale University Press.
Burridge, Nicky. 2017. Artificial Intelligence Gets a Seat in the Boardroom. Nikkei Asian Review. https://asia.nikkei.com/Business/Artificial-intelligence-gets-a-seat-in-the-boardroom.
Calvo, Patrici. 2018. Ética de las cosas (EoT). Hacia una digitización socialmente responsable y moralmente válida del ámbito universitario. In Un diseño universitario para la responsabilidad social, ed. Alicia Andrés and Rosana Sanahuja. Castellón: Universitat Jaume I.
Chen, Xue-Wen, and Xiaotong Lin. 2014. Big Data Deep Learning: Challenges and Perspectives. IEEE Access 2: 514–525. https://ieeexplore.ieee.org/abstract/document/6817512.
Conde, Aintzane, Ander Arriandiaga, J.A. Sanchez, Eva Portillo, S. Plaza, and I. Cabanes. 2018. High-Accuracy Wire Electrical Discharge Machining Using Artificial Neural Networks and Optimization Techniques. Robotics and Computer-Integrated Manufacturing 49: 24–38.
Conill, Jesús. 2006. Ética HermenÉutica. Crítica desde la Facticidad. Madrid: Tecnos.
———. 2012. Neuroeconomía y neuromarketing: ¿más allá de la racionalidad maximizadora? In Guía Comares de neurofilosofía práctica, ed. Adela Cortina, 39–64. Granada: Comares.
———. 2019. Intimidad corporal y persona humana. De Nietzsche a Ortega y Zubiri. Madrid: Tecnos.
Conill and García-Marzá. 2012. Neuroeconomics and Neuromarketing. In La comunicación empresarial y la gestión de los intnagibles en España y Latinoamérica, ed. Justo Villafañe, 143–163. Madrid: Pearson.
Cortina, Adela. 1993. Ética aplicada y democracia radical. Madrid: Tecnos.
———. 2010. Cordial Justice. Madrid: Trotta.
Cotino, Lorenzo. 2017. Big Data and Artificial Intelligence. An Approach to Their Legal Treatment Based on Fundamental Rights. Dilemata. Journal of Applied Ethics 24: 131–150.
Dastin, Jeffrey. 2018. Amazon Scraps Secret AI Recruiting Tool That Showed Bias Against Women. Reuters. https://www.reuters.com/article/us-amazon-com-jobs-automation-insight/amazon-scraps-secret-ai-recruiting-tool-that-showed-bias-against-women-idUSKCN1MK08G?feedType=RSS&feedName=topNews&utm_source=twitter&utm_medium=Social.
Donati, Pierpaolo. 2019. Sociología relacional de lo humano. Barañain: EUNSA.
European Commission. 2012. Responsible Research and Innovation: Europe’s Ability to Respond to Societal Challenges. Brussels. https://op.europa.eu/en/publication-detail/-/publication/2be36f74-b490-409e-bb60-12fd438100fe.
European Parliament. 2017. Civil Law Rules on Robotics. Brussels. https://www.europarl.europa.eu/doceo/document/TA-8-2017-0051_EN.html.
———. 2020. Regulation of the European Parliament and of Council on European Data Governance (Data Governance Act). Brussels. https://eur-lex.europa.eu/legal-content/EN/TXT/HTML/?uri=CELEX:52020PC0767&from=en.
———. 2021. Proposal for a Regulation of the European Parliament and the Council Laying Down Harmonised Rules on Artificial Intelligence (Artificial Intelligence Act) and Amending Certain Union Legislative Acts, EUR-Lex - 52021PC0206. Brussels. https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELLAR:e0649735-a372-11eb-9585-01aa75ed71a1.
Expansión. 2019. Un humano vence en debate a robot de IBM... que le dio batalla. https://expansion.mx/tecnologia/2019/02/12/un-humano-vence-en-debate-a-robot-de-ibm-que-le-dio-batalla.
Fresneda, Carlos, and Carlos Alba. 2018. Margaret Boden: La Inteligencia Artificial, como el hacha, se puede usar para el bien o para el mal. El Mundo. http://lab.elmundo.es/inteligencia-artificial/margaret-boden.html.
Gracia, Diego. 2001. La deliberación moral: el método de la ética clínica. Medicina clínica (Barc) 117: 18–23.
García-Marzá, Domingo. 2005. ¿Sentimientos virtuosos? El papel de los sentimientos en la vida moral. Diálogo Filosófico 62: 241–256.
———. 2016. Neuroética aplicada: las consecuencias prácticas del neuropositivismo. Pensamiento 72 (273): 881–900.
González-Esteban, E., and P. Calvo. 2022. Ethically Governing Artificial Intelligence in the Field of Scientific Research and Innovation. Heliyon 8 (2): e08946.
Higham, Catherine F., and Desmond J. Higham. 2018. Deep Learning: An Introduction for Applied Mathematicians. https://arxiv.org/pdf/1801.05894.pdf.
High-Level Expert Group on Artificial Intelligence. 2019. Ethics Guidelines for Trustworthy AI. Brussels: European Commission. Available at https://op.europa.eu/en/publication-detail/-/publication/d3988569-0434-11ea-8c1f-01aa75ed71a1.
Hirasawa, Toshiaki, Kazuharu Aoyama, Tetsuya Tanimoto, Soichiro Ishihara, Satoki Shichijo, Tsuyoshi Ozawa, Tatsuya Ohnishi, Mitsuhiro Fujishiro, Keigo Matsuo, Junko Fujisaki, and Tomohiro Tada. 2018. Application of Artificial Intelligence Using a Convolutional Neural Network for Detecting Gastric Cancer in Endoscopic Images. Gastric Cancer 21 (4): 653–660. https://doi.org/10.1007/s10120-018-0793-2.
Iba, Hitoshi. 2017. Evolutionary Approach to Machine Learning and Deep Neural Networks: Neuro-Evolution and Gene Regulatory Networks.
Ito, Joi. 2017. Designing our Complex Future with Machines. Resisting Reduction: A Manifesto. https://joi.ito.com/weblog/2017/12/20/resisting-reduction.html.
———. 2019. Forget About Artificial Intelligence, Extended Intelligence is the Future. Wired. https://www.wired.co.uk/article/artificial-intelligenceextended-intelligence.
Jentzsch, Sophie, Patrick Schramowski, Constantin Rothkopf and Kristian Kersting. 2019. Semantics Derived Automatically from Language Corpora Contain Human-Like Moral Choices. In Proceedings of the 2nd AAAI/ACM Conference on AI, Ethics, and Society (AIES). Retrieved from https://ml-research.github.io/papers/jentzsch2019aies_moralChoiceMachine.pdf.
Jobin, Anna, Marcello Ienca, and Effy Vayena. 2019. The Global Landscape of AI Ethics Guidelines. Nature Machine Intelligence 1: 389–399. https://doi.org/10.1038/s42256-019-0088-2.
Kearns, M., and A. Roth. 2020. The Ethical Algorithm. The Science of Socially Aware Algorithm Desing. Oxford: Oxford University Press.
L’Oreal. 2018. Artificial Intelligence to Recruit the Best Candidates for L’Oreal Spain. L’Oreal. 6 June 2018. http://www.loreal.es/periodistas/notas-de-prensa/2018/jul/inteligencia-artificial-para-reclutar-a-los-mejores-candidatos-de-loreal-espana.
Malle, Bertram F. 2016. Integrating Robot Ethics and Machine Morality: The Study and Design of Moral Competence in Robots. Ethics and Information Technology 18: 243–256.
Marblestone, Adam H., Greg Wayne, and Konrad P. Kording. 2016. Toward an Integration of Deep Learning and Neuroscience. Frontiers in Computational Neuroscience 10 (94): 1–41.
Marr, Bernard. 2016. Big Data. La utilización del Big Data, el análisis y los parámetros Smart para tomar mejores decisiones y aumentar el rendimiento. Teell.
Matsumoto, Tetsuzo. 2018. The Day AI Becomes God. The Singularity will Save Humanity. Cambridge (NZ): Media Tectonics.
Misuraca, Gianluca, and Colin van Noordt. 2020. Science for Policy Report: AI Watch Artificial Intelligence in Public Services Overview of the Use and Impact of AI in Public Services in the EU. https://publications.jrc.ec.europa.eu/repository/bitstream/JRC120399/jrc120399_misuraca-ai-watch_public-services_30062020_def.pdf.
Morozov, Evgeny. 2013. The Real Privacy Problem. MIT Technology Review. Consulted in https://www.technologyreview.com/s/520426/the-real-privacy-problem/.
Nguyen, Anh M. 2017. AI Neuroscience: Visualizing and Understanding Deep Neural Networks. Wyoming: University of Wyoming.
O’Neil, Cathy. 2016. Weapons of Math Destruction How Big Data Increases Inequality and Threatens Democracy. New York: Crown Publisher.
Pardo, Pablo. 2014, 9 de junio. Un algoritmo, sentado en el consejo de un fondo chino. El Mundo. https://www.elmundo.es/economia/2014/06/09/5394e0d722601df76f8b458f.html.
Rubio, Isabel. 2018. Amazon prescinde de una inteligencia artificial de reclutamiento por discriminar a las mujeres. El País. 12 de octubre de 2018. https://elpais.com/tecnologia/2018/10/11/actualidad/1539278884_487716.html.
Sagristà, Anna. 2016. Algorithms: La bola de cristal en gestión de personal. Talentier. 16 December 2018. https://blog.talentier.com/algoritmos-en-gestion-de-personal.
SAM. 2018. MAR Web. 20 June 2018. http://www.politiciansam.nz.
Searle, John. 1984. Mind, Brain and Science. Cambridge: Harvard University Press.
———. 1988. Mind, Brain, and Behaviour. New York: Routledge.
Smith, John Maynard. 1982. Evolution and the Theory of Game. Cambridge: Cambridge University Press.
Stats NZ. 2018. Algorithm Assessment Report. New Zealand Government. New Zealand. https://data.govt.nz/use-data/analyse-data/government-algorithm-transparency.
Vidal, Macarena. 2018. China estrena presentadores artificiales de televisión. El País. 9 de noviembre de 2018. https://elpais.com/tecnologia/2018/11/09/actualidad/1541765605_369415.html.
Walker, Joseph. 2012. A la hora de contratar, las empresas sustituyen intuición por algoritmos. The Wall Street Journal. 21 September 2012. https://www.wsj.com/articles/SB10000872396390444032404578008900640503088.
Webb, Sarah. 2018. Deep Learning for Biology. Nature 554 (7693): 555–557.
Xerox. 2018. Solución de automatización de flujos de trabajo de Xerox para el reclutamiento y la selección. https://www.xerox.com/es-ni/servicios/automatizacion-de-procesos/reclutamiento-y-seleccion-de-personal.
Author information
Authors and Affiliations
Rights and permissions
Copyright information
© 2024 The Author(s), under exclusive license to Springer Nature Switzerland AG
About this chapter
Cite this chapter
García-Marzá, D., Calvo, P. (2024). Moral Learning by Algorithms: The Possibility of Developing Morally Intelligent Technology. In: Algorithmic Democracy. Philosophy and Politics - Critical Explorations, vol 29. Springer, Cham. https://doi.org/10.1007/978-3-031-53015-9_6
Download citation
DOI: https://doi.org/10.1007/978-3-031-53015-9_6
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-031-53014-2
Online ISBN: 978-3-031-53015-9
eBook Packages: Religion and PhilosophyPhilosophy and Religion (R0)