Skip to main content
Erschienen in: AI & SOCIETY 1/2021

25.06.2020 | Open Forum

Hybrid collective intelligence in a human–AI society

verfasst von: Marieke M. M. Peeters, Jurriaan van Diggelen, Karel van den Bosch, Adelbert Bronkhorst, Mark A. Neerincx, Jan Maarten Schraagen, Stephan Raaijmakers

Erschienen in: AI & SOCIETY | Ausgabe 1/2021

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Within current debates about the future impact of Artificial Intelligence (AI) on human society, roughly three different perspectives can be recognised: (1) the technology-centric perspective, claiming that AI will soon outperform humankind in all areas, and that the primary threat for humankind is superintelligence; (2) the human-centric perspective, claiming that humans will always remain superior to AI when it comes to social and societal aspects, and that the main threat of AI is that humankind’s social nature is overlooked in technological designs; and (3) the collective intelligence-centric perspective, claiming that true intelligence lies in the collective of intelligent agents, both human and artificial, and that the main threat for humankind is that technological designs create problems at the collective, systemic level that are hard to oversee and control. The current paper offers the following contributions: (a) a clear description for each of the three perspectives, along with their history and background; (b) an analysis and interpretation of current applications of AI in human society according to each of the three perspectives, thereby disentangling miscommunication in the debate concerning threats of AI; and (c) a new integrated and comprehensive research design framework that addresses all aspects of the above three perspectives, and includes principles that support developers to reflect and anticipate upon potential effects of AI in society.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Fußnoten
Literatur
Zurück zum Zitat Adamson G, Havens JC, Chatila R (2019) Designing a value-driven future for ethical autonomous and intelligent systems. Proc IEEE 107(3):518–525CrossRef Adamson G, Havens JC, Chatila R (2019) Designing a value-driven future for ethical autonomous and intelligent systems. Proc IEEE 107(3):518–525CrossRef
Zurück zum Zitat Ashby WR (1961) An introduction to cybernetics. Chapman & Hall LtdMATH Ashby WR (1961) An introduction to cybernetics. Chapman & Hall LtdMATH
Zurück zum Zitat Awad E, Dsouza S, Bonnefon JF, Shariff A, Rahwan I (2020) Crowdsourcing moral machines. Commun ACM 63(3):48–55CrossRef Awad E, Dsouza S, Bonnefon JF, Shariff A, Rahwan I (2020) Crowdsourcing moral machines. Commun ACM 63(3):48–55CrossRef
Zurück zum Zitat Bailey I, Wilson GA (2009) Theorising transitional pathways in response to climate change: technocentrism, ecocentrism, and the carbon economy. Environ Plan 41(10):2324–2341CrossRef Bailey I, Wilson GA (2009) Theorising transitional pathways in response to climate change: technocentrism, ecocentrism, and the carbon economy. Environ Plan 41(10):2324–2341CrossRef
Zurück zum Zitat Baum SD (2017) On the promotion of safe and socially beneficial artificial intelligence. AI & Soc 32(4):543–551CrossRef Baum SD (2017) On the promotion of safe and socially beneficial artificial intelligence. AI & Soc 32(4):543–551CrossRef
Zurück zum Zitat Bostrom N (2016) Superintelligence. Oxford University Press, Oxford Bostrom N (2016) Superintelligence. Oxford University Press, Oxford
Zurück zum Zitat Bostrom N, Yudkowsky E (2014) The ethics of artificial intelligence. Camb Handb Artif Intell 316:334 Bostrom N, Yudkowsky E (2014) The ethics of artificial intelligence. Camb Handb Artif Intell 316:334
Zurück zum Zitat Brynjolfsson E, McAfee A (2014) The second machine age: work, progress, and prosperity in a time of brilliant technologies. WW Norton & Company, New York Brynjolfsson E, McAfee A (2014) The second machine age: work, progress, and prosperity in a time of brilliant technologies. WW Norton & Company, New York
Zurück zum Zitat Brynjolfsson E, Mitchell T (2017) What can machine learning do? Workforce implications. Science 358(6370):1530–1534CrossRef Brynjolfsson E, Mitchell T (2017) What can machine learning do? Workforce implications. Science 358(6370):1530–1534CrossRef
Zurück zum Zitat Bughin J, Hazan E, Ramaswamy S, Chui M, Allas T, Dahlström P, Henke N, Trench M (2017) Artificial Intelligence: the next digital frontier?. McKinsey Global Institute, New York Bughin J, Hazan E, Ramaswamy S, Chui M, Allas T, Dahlström P, Henke N, Trench M (2017) Artificial Intelligence: the next digital frontier?. McKinsey Global Institute, New York
Zurück zum Zitat Carse J (2011) Finite and infinite games. Simon and Schuster, New York Carse J (2011) Finite and infinite games. Simon and Schuster, New York
Zurück zum Zitat Case N (2018) How to become a centaur. Journal of Design and Science Case N (2018) How to become a centaur. Journal of Design and Science
Zurück zum Zitat Cavoukian A (2013) Privacy by design: leadership, methods, and results. In: European Data Protection: Coming of Age (pp. 175-202). Springer, DordrechtCrossRef Cavoukian A (2013) Privacy by design: leadership, methods, and results. In: European Data Protection: Coming of Age (pp. 175-202). Springer, DordrechtCrossRef
Zurück zum Zitat Davids A (2002) Urban search and rescue robots: from tragedy to technology. IEEE Intell Syst 17(2):81–83 Davids A (2002) Urban search and rescue robots: from tragedy to technology. IEEE Intell Syst 17(2):81–83
Zurück zum Zitat de Winter JC, Dodou D (2014) Why the Fitts list has persisted throughout the history of function allocation. Cogn Technol Work 16(1):1–11CrossRef de Winter JC, Dodou D (2014) Why the Fitts list has persisted throughout the history of function allocation. Cogn Technol Work 16(1):1–11CrossRef
Zurück zum Zitat Dellermann D, Ebel P, Söllner M, Leimeister JM (2019) Hybrid intelligence. Bus Inf Syst Eng 61(5):637–643CrossRef Dellermann D, Ebel P, Söllner M, Leimeister JM (2019) Hybrid intelligence. Bus Inf Syst Eng 61(5):637–643CrossRef
Zurück zum Zitat Department of Defense (2015) Technical assessment: autonomy. Office of Technical Intelligence, Department of Defense, Washington, DC Department of Defense (2015) Technical assessment: autonomy. Office of Technical Intelligence, Department of Defense, Washington, DC
Zurück zum Zitat Dorado GL, Blockwood JC, Persons TM, Sanford S (2018) Artificial intelligence—emerging opportunities, challenges, and implications. United States Government Accountability Office Dorado GL, Blockwood JC, Persons TM, Sanford S (2018) Artificial intelligence—emerging opportunities, challenges, and implications. United States Government Accountability Office
Zurück zum Zitat Ekelhof, M. A. (2018). LIFTING THE FOG OF TARGETING. Naval War College Review 71(3):61-95 Ekelhof, M. A. (2018). LIFTING THE FOG OF TARGETING. Naval War College Review 71(3):61-95
Zurück zum Zitat Endsley MR (2018) Level of automation forms a key aspect of autonomy design. J Cognit Eng Decis Mak 12(1):29–34CrossRef Endsley MR (2018) Level of automation forms a key aspect of autonomy design. J Cognit Eng Decis Mak 12(1):29–34CrossRef
Zurück zum Zitat Engelbart DC (1962) Augmenting human intellect: a conceptual framework. Stanford Research Institute, Menlo ParkCrossRef Engelbart DC (1962) Augmenting human intellect: a conceptual framework. Stanford Research Institute, Menlo ParkCrossRef
Zurück zum Zitat Feltovich PJ, Prietula MJ, Anders Ericsson K (2006) Studies of expertise from psychological perspectives. In: Anders Ericsson K, Charness N, Feltovich PJ, Hoffman RR (eds) The Cambridge handbook of expertise and expert performance. Cambridge University Press, New York, pp 41–68CrossRef Feltovich PJ, Prietula MJ, Anders Ericsson K (2006) Studies of expertise from psychological perspectives. In: Anders Ericsson K, Charness N, Feltovich PJ, Hoffman RR (eds) The Cambridge handbook of expertise and expert performance. Cambridge University Press, New York, pp 41–68CrossRef
Zurück zum Zitat Fitts PM (ed) (1951) Human engineering for an effective air navigation and traffic control system. National Research Council, Washington, DC Fitts PM (ed) (1951) Human engineering for an effective air navigation and traffic control system. National Research Council, Washington, DC
Zurück zum Zitat Ford M (2018) Architects of intelligence: the truth about AI from the people building it. Packt Publishing, Birmingham Ford M (2018) Architects of intelligence: the truth about AI from the people building it. Packt Publishing, Birmingham
Zurück zum Zitat Friedman B, Kahn PH, Borning A, Huldtgren A (2013) Value sensitive design and information systems. In: Early engagement and new technologies: opening up the laboratory. Springer, Dordrecht, pp 55–95 Friedman B, Kahn PH, Borning A, Huldtgren A (2013) Value sensitive design and information systems. In: Early engagement and new technologies: opening up the laboratory. Springer, Dordrecht, pp 55–95
Zurück zum Zitat Henrich J (2015) The secret of our success: how culture is driving human evolution, domesticating our species, and making us smarter. Princeton University Press, PrincetonCrossRef Henrich J (2015) The secret of our success: how culture is driving human evolution, domesticating our species, and making us smarter. Princeton University Press, PrincetonCrossRef
Zurück zum Zitat High R (2012) The era of cognitive systems: an inside look at IBM Watson and how it works. IBM, New York, p 16 High R (2012) The era of cognitive systems: an inside look at IBM Watson and how it works. IBM, New York, p 16
Zurück zum Zitat Hollnagel E, Woods DD (2005) Joint cognitive systems: foundations of cognitive systems engineering. CRC Press, Boca RatonCrossRef Hollnagel E, Woods DD (2005) Joint cognitive systems: foundations of cognitive systems engineering. CRC Press, Boca RatonCrossRef
Zurück zum Zitat Hüllermeier E, Fober T, Mernberger M (2013) Inductive bias. In: Dubitzky W, Wolkenhauer O, Cho KH, Yokota H (eds) Encyclopaedia of systems biology. Springer, New York Hüllermeier E, Fober T, Mernberger M (2013) Inductive bias. In: Dubitzky W, Wolkenhauer O, Cho KH, Yokota H (eds) Encyclopaedia of systems biology. Springer, New York
Zurück zum Zitat Johnson M, Vera A (2019) No AI is an island: the case for teaming intelligence. AI Mag 40(1):16–28CrossRef Johnson M, Vera A (2019) No AI is an island: the case for teaming intelligence. AI Mag 40(1):16–28CrossRef
Zurück zum Zitat Johnson M, Bradshaw JM, Feltovich PJ, Jonker CM, van Riemsdijk MB, Sierhuis M (2014) Coactive design: designing support for interdependence in joint activity. J Hum-Rob t Interact 3(1):43–69CrossRef Johnson M, Bradshaw JM, Feltovich PJ, Jonker CM, van Riemsdijk MB, Sierhuis M (2014) Coactive design: designing support for interdependence in joint activity. J Hum-Rob t Interact 3(1):43–69CrossRef
Zurück zum Zitat Kahneman D (2011) Thinking, fast and slow, vol 1. Farrar, Straus, and Giroux, New York Kahneman D (2011) Thinking, fast and slow, vol 1. Farrar, Straus, and Giroux, New York
Zurück zum Zitat Kamar E (2016) Directions in hybrid intelligence: complementing AI systems with human intelligence. In: IJCAI, pp 4070–4073 Kamar E (2016) Directions in hybrid intelligence: complementing AI systems with human intelligence. In: IJCAI, pp 4070–4073
Zurück zum Zitat Kamphorst BA (2012) The primacy of human autonomy: understanding agent rights through the human rights framework. In: Proceedings of the 1st workshop on rights and duties of autonomous agents (RDA2), vol 885, pp 19–24 Kamphorst BA (2012) The primacy of human autonomy: understanding agent rights through the human rights framework. In: Proceedings of the 1st workshop on rights and duties of autonomous agents (RDA2), vol 885, pp 19–24
Zurück zum Zitat Kamphorst B, Kalis A (2015) Why option generation matters for the design of autonomous e-coaching systems. AI & Soc 30(1):77–88CrossRef Kamphorst B, Kalis A (2015) Why option generation matters for the design of autonomous e-coaching systems. AI & Soc 30(1):77–88CrossRef
Zurück zum Zitat Keller AJ (2012) Robocops: regulating high frequency trading after the flash crash of 2010. Ohio State Law J 73:1457 Keller AJ (2012) Robocops: regulating high frequency trading after the flash crash of 2010. Ohio State Law J 73:1457
Zurück zum Zitat Klein G, Shneiderman B, Hoffman RR, Wears RL (2020) The “war” on expertise: five communities that seek to discredit expertise. In: Ward P, Schraagen JM, Gore J, Roth E (eds) The Oxford handbook of expertise. Oxford University Press, Oxford, pp 1157–1192 Klein G, Shneiderman B, Hoffman RR, Wears RL (2020) The “war” on expertise: five communities that seek to discredit expertise. In: Ward P, Schraagen JM, Gore J, Roth E (eds) The Oxford handbook of expertise. Oxford University Press, Oxford, pp 1157–1192
Zurück zum Zitat Kurzweil R (2005) The singularity is near: when humans transcend biology. Penguin, New York Kurzweil R (2005) The singularity is near: when humans transcend biology. Penguin, New York
Zurück zum Zitat Legg S, Hutter M (2007) A collection of definitions of intelligence. Front Artif Intell Appl 157:17 Legg S, Hutter M (2007) A collection of definitions of intelligence. Front Artif Intell Appl 157:17
Zurück zum Zitat Licklider JC (1960) Man-computer symbiosis. IRE Trans Hum Fact Electron 1:4–11CrossRef Licklider JC (1960) Man-computer symbiosis. IRE Trans Hum Fact Electron 1:4–11CrossRef
Zurück zum Zitat Liu KA, Dipietro Mager NA (2016) Women’s involvement in clinical trials: historical perspective and future implications. Pharmacy Practice (Granada) 14(1): Liu KA, Dipietro Mager NA (2016) Women’s involvement in clinical trials: historical perspective and future implications. Pharmacy Practice (Granada) 14(1):
Zurück zum Zitat López G, Quesada L, Guerrero LA (2018) Alexa vs. Siri vs. Cortana vs. Google assistant: a comparison of speech-based natural user interfaces. In: Nunes IL (ed) Advances in human factors and systems interaction. Springer International Publishing, Berlin, pp 241–250CrossRef López G, Quesada L, Guerrero LA (2018) Alexa vs. Siri vs. Cortana vs. Google assistant: a comparison of speech-based natural user interfaces. In: Nunes IL (ed) Advances in human factors and systems interaction. Springer International Publishing, Berlin, pp 241–250CrossRef
Zurück zum Zitat Loucks J, Hupfer S, Jarvis D, Murphy T (2019) Future in the balance? How countries are pursuing an AI advantage [Deloitte Insights]. Deloitte, London Loucks J, Hupfer S, Jarvis D, Murphy T (2019) Future in the balance? How countries are pursuing an AI advantage [Deloitte Insights]. Deloitte, London
Zurück zum Zitat Malone TW (2018) How human-computer ‘Superminds’ are redefining the future of work. MIT Sloan Manag Rev 59(4):33–42 Malone TW (2018) How human-computer ‘Superminds’ are redefining the future of work. MIT Sloan Manag Rev 59(4):33–42
Zurück zum Zitat Malone TW, Bernstein MS (2015) Handbook of collective intelligence. MIT Press, London Malone TW, Bernstein MS (2015) Handbook of collective intelligence. MIT Press, London
Zurück zum Zitat Maurer M, Gerdes JC, Lenz B, Winner H (2016) Autonomous driving—technical, legal and social aspects. Springer, Berlin Maurer M, Gerdes JC, Lenz B, Winner H (2016) Autonomous driving—technical, legal and social aspects. Springer, Berlin
Zurück zum Zitat Miller AP (2018) Want less-biased decisions? Use algorithms. Harvard business review, 2. Miller AP (2018) Want less-biased decisions? Use algorithms. Harvard business review, 2.
Zurück zum Zitat Mittrick M, Richardson J, Dennison Jr M, Trout T, Heilman E, Hanratty T (2019) Investigating immersive collective intelligence. In: Artificial intelligence and machine learning for multi-domain operations applications. International Society for Optics and Photonics, vol 11006 Mittrick M, Richardson J, Dennison Jr M, Trout T, Heilman E, Hanratty T (2019) Investigating immersive collective intelligence. In: Artificial intelligence and machine learning for multi-domain operations applications. International Society for Optics and Photonics, vol 11006
Zurück zum Zitat Morgan S (2018) Fake news, disinformation, manipulation, and online tactics to undermine democracy. J Cyber Policy 3(1):39–43CrossRef Morgan S (2018) Fake news, disinformation, manipulation, and online tactics to undermine democracy. J Cyber Policy 3(1):39–43CrossRef
Zurück zum Zitat Mulgan G (2017) Big mind: how collective intelligence can change our world. Princeton University Press, PrincetonCrossRef Mulgan G (2017) Big mind: how collective intelligence can change our world. Princeton University Press, PrincetonCrossRef
Zurück zum Zitat Neerincx MA, van der Waa J, Kaptein F, van Diggelen J (2018) Using perceptual and cognitive explanations for enhanced human-agent team performance. In: International conference on engineering psychology and cognitive ergonomics. Springer, Cham, pp 204–214 Neerincx MA, van der Waa J, Kaptein F, van Diggelen J (2018) Using perceptual and cognitive explanations for enhanced human-agent team performance. In: International conference on engineering psychology and cognitive ergonomics. Springer, Cham, pp 204–214
Zurück zum Zitat Ng, A. (2016). What artificial intelligence can and can’t do right now. Harvard Business Review, 9. Ng, A. (2016). What artificial intelligence can and can’t do right now. Harvard Business Review, 9.
Zurück zum Zitat O’Neil C (2017) Weapons of math destruction: how big data increases inequality and threatens democracy. Broadway Books, New YorkMATH O’Neil C (2017) Weapons of math destruction: how big data increases inequality and threatens democracy. Broadway Books, New YorkMATH
Zurück zum Zitat Osoba OA., Welser W (2017). The risks of artificial intelligence to security and the future of work. RAND.CrossRef Osoba OA., Welser W (2017). The risks of artificial intelligence to security and the future of work. RAND.CrossRef
Zurück zum Zitat Papernot N, McDaniel P, Goodfellow I, Jha S, Celik ZB, Swami A (2017) Practical black-box attacks against machine learning. In: Proceedings of the 2017 ACM on Asia conference on computer and communications security. ACM, pp 506–519. https://doi.org/10.1145/3052973.3053009 Papernot N, McDaniel P, Goodfellow I, Jha S, Celik ZB, Swami A (2017) Practical black-box attacks against machine learning. In: Proceedings of the 2017 ACM on Asia conference on computer and communications security. ACM, pp 506–519. https://​doi.​org/​10.​1145/​3052973.​3053009
Zurück zum Zitat Pariser E (2011) The filter bubble: how the new personalized web is changing what we read and how we think. Penguin, New York Pariser E (2011) The filter bubble: how the new personalized web is changing what we read and how we think. Penguin, New York
Zurück zum Zitat Polya G (1945) How to solve it: a new aspect of mathematical method. Princeton University Press, PrincetonMATHCrossRef Polya G (1945) How to solve it: a new aspect of mathematical method. Princeton University Press, PrincetonMATHCrossRef
Zurück zum Zitat Pressler SJ (2016) Women with heart failure are disproportionately studied as compared with prevalence: a review of published studies from 2013. J Cardiovasc Nurs 31(1):84–88CrossRef Pressler SJ (2016) Women with heart failure are disproportionately studied as compared with prevalence: a review of published studies from 2013. J Cardiovasc Nurs 31(1):84–88CrossRef
Zurück zum Zitat Raaijmakers S, Sappelli M, Kraaij W (2017) Investigating the interpretability of hidden layers in deep text mining. In: Proceedings of semantics 2017, Amsterdam Raaijmakers S, Sappelli M, Kraaij W (2017) Investigating the interpretability of hidden layers in deep text mining. In: Proceedings of semantics 2017, Amsterdam
Zurück zum Zitat Rahwan I, Cebrian M, Obradovich N, Bongard J, Bonnefon JF, Breazeal C, Crandall JW, Christakis A, Couzin ID, Jackson MO, Jennings NR, Kamar E, Kloumann IM, Larochelle H, Lazer D, McElreath R, Mislove A, Parkes DC, Pentland AS, Roberts ME, Shariff A, Tenenbaum JB, Wellman M (2019) Machine behaviour. Nature 568(7753):477CrossRef Rahwan I, Cebrian M, Obradovich N, Bongard J, Bonnefon JF, Breazeal C, Crandall JW, Christakis A, Couzin ID, Jackson MO, Jennings NR, Kamar E, Kloumann IM, Larochelle H, Lazer D, McElreath R, Mislove A, Parkes DC, Pentland AS, Roberts ME, Shariff A, Tenenbaum JB, Wellman M (2019) Machine behaviour. Nature 568(7753):477CrossRef
Zurück zum Zitat Reilly P (2018) The impact of artificial intelligence on the HR function. In: IES perspectives on HR 2018, Institute of Employment Studies, UK, Member Paper 142 Reilly P (2018) The impact of artificial intelligence on the HR function. In: IES perspectives on HR 2018, Institute of Employment Studies, UK, Member Paper 142
Zurück zum Zitat Rushkoff D (2010) Program or be programmed: ten commands for a digital age. Or Books Rushkoff D (2010) Program or be programmed: ten commands for a digital age. Or Books
Zurück zum Zitat Rushkoff D (2019) Team human. Norton & Company Inc, New York Rushkoff D (2019) Team human. Norton & Company Inc, New York
Zurück zum Zitat Russell S (2019) Human compatible: artificial intelligence and the problem of control. Penguin, New York Russell S (2019) Human compatible: artificial intelligence and the problem of control. Penguin, New York
Zurück zum Zitat Santos JC, Tarrit K, Mirakhorli M (2017) A catalog of security architecture weaknesses. In: 2017 IEEE international conference on software architecture workshops (ICSAW). IEEE, pp 220–223 Santos JC, Tarrit K, Mirakhorli M (2017) A catalog of security architecture weaknesses. In: 2017 IEEE international conference on software architecture workshops (ICSAW). IEEE, pp 220–223
Zurück zum Zitat Searle JR (1980) Minds, brains, and programs. Behav Brain Sci 3(3):417–424CrossRef Searle JR (1980) Minds, brains, and programs. Behav Brain Sci 3(3):417–424CrossRef
Zurück zum Zitat Sesay A, Steffen J (2020) Wearables as augmentation means: conceptual definition, pathways, and research framework. In: Proceedings of the 53rd Hawaii international conference on system sciences Sesay A, Steffen J (2020) Wearables as augmentation means: conceptual definition, pathways, and research framework. In: Proceedings of the 53rd Hawaii international conference on system sciences
Zurück zum Zitat Silver D, Schrittwieser J, Simonyan K, Antonoglou I, Huang A, Guez A, Hubert T, Baker L, Lai M, Bolton A, Chen Y, Lillicrap T, Hui F, Sifre L, van den Driesse G, Graepel T, Hassabis D (2017) Mastering the game of go without human knowledge. Nature 550(7676):354–359CrossRef Silver D, Schrittwieser J, Simonyan K, Antonoglou I, Huang A, Guez A, Hubert T, Baker L, Lai M, Bolton A, Chen Y, Lillicrap T, Hui F, Sifre L, van den Driesse G, Graepel T, Hassabis D (2017) Mastering the game of go without human knowledge. Nature 550(7676):354–359CrossRef
Zurück zum Zitat Sloman S, Fernbach P (2018) The knowledge illusion: why we never think alone. Penguin, New York Sloman S, Fernbach P (2018) The knowledge illusion: why we never think alone. Penguin, New York
Zurück zum Zitat Smirnov A, Ponomarev A (2019) Decision support based on human-machine collective intelligence: Major challenges. In Internet of Things, Smart Spaces, and Next Generation Networks and Systems (pp. 113-124). Springer, Cham Smirnov A, Ponomarev A (2019) Decision support based on human-machine collective intelligence: Major challenges. In Internet of Things, Smart Spaces, and Next Generation Networks and Systems (pp. 113-124). Springer, Cham
Zurück zum Zitat Smit, S. K., Vries, A. D., Kleij, R., & van Vliet, P. J. (2016). Van predictive naar prescriptive policing: Verder dan vakjes voorspellen. TNO, The Hague Smit, S. K., Vries, A. D., Kleij, R., & van Vliet, P. J. (2016). Van predictive naar prescriptive policing: Verder dan vakjes voorspellen. TNO, The Hague
Zurück zum Zitat Surden H, Williams MA (2016) Technological opacity, predictability, and self-driving cars. Cardozo L. Rev 38:121 Surden H, Williams MA (2016) Technological opacity, predictability, and self-driving cars. Cardozo L. Rev 38:121
Zurück zum Zitat Sutton J, Harris CB, Keil PG, Barnier AJ (2010) The psychology of memory, extended cognition, and socially distributed remembering. Phenomenol Cognit Scinces 9(4):521–560CrossRef Sutton J, Harris CB, Keil PG, Barnier AJ (2010) The psychology of memory, extended cognition, and socially distributed remembering. Phenomenol Cognit Scinces 9(4):521–560CrossRef
Zurück zum Zitat Theiner G, Allen C, Goldstone RL (2010) Recognizing group cognition. Cognit Syst Res 11(4):378–395CrossRef Theiner G, Allen C, Goldstone RL (2010) Recognizing group cognition. Cognit Syst Res 11(4):378–395CrossRef
Zurück zum Zitat van Diggelen J, Neerincx M, Peeters M, Schraagen JM (2018) Developing effective and resilient human-agent teamwork using team design patterns. IEEE intelligent systems, 34(2), 15-24 van Diggelen J, Neerincx M, Peeters M, Schraagen JM (2018) Developing effective and resilient human-agent teamwork using team design patterns. IEEE intelligent systems, 34(2), 15-24
Zurück zum Zitat van Diggelen J, Barnhoorn JS, Peeters MMM, van Staal W, van Stolk M, van der Vecht B, van der Waa J, Schraagen JM (2019) Pluggable social artificial intelligence for enabling human-agent teaming. arXiv:1909.04492 van Diggelen J, Barnhoorn JS, Peeters MMM, van Staal W, van Stolk M, van der Vecht B, van der Waa J, Schraagen JM (2019) Pluggable social artificial intelligence for enabling human-agent teaming. arXiv:​1909.​04492
Zurück zum Zitat van Panhuis WG, Paul P, Emerson C, Grefenstette J, Wilder R, Herbst AJ, Heymann D, Burke DS (2014) A systematic review of barriers to data sharing in public health. BMC Public Health 14(1):1144CrossRef van Panhuis WG, Paul P, Emerson C, Grefenstette J, Wilder R, Herbst AJ, Heymann D, Burke DS (2014) A systematic review of barriers to data sharing in public health. BMC Public Health 14(1):1144CrossRef
Zurück zum Zitat Surowiecki J (2005) The wisdom of crowds. Anchor Books, New York Surowiecki J (2005) The wisdom of crowds. Anchor Books, New York
Zurück zum Zitat Weizenbaum J (1966) ELIZA—a computer program for the study of natural language communication between man and machine. Commun ACM 9(1):36–45CrossRef Weizenbaum J (1966) ELIZA—a computer program for the study of natural language communication between man and machine. Commun ACM 9(1):36–45CrossRef
Zurück zum Zitat Woods DD (2016) The risks of autonomy: Doyle’s catch. J Cognit Eng Decis Mak 10(2):131–133CrossRef Woods DD (2016) The risks of autonomy: Doyle’s catch. J Cognit Eng Decis Mak 10(2):131–133CrossRef
Zurück zum Zitat Woolley AW, Chabris CF, Pentland A, Hashmi N, Malone TW (2010) Evidence for a collective intelligence factor in the performance of human groups. Science 330(6004):686–688CrossRef Woolley AW, Chabris CF, Pentland A, Hashmi N, Malone TW (2010) Evidence for a collective intelligence factor in the performance of human groups. Science 330(6004):686–688CrossRef
Metadaten
Titel
Hybrid collective intelligence in a human–AI society
verfasst von
Marieke M. M. Peeters
Jurriaan van Diggelen
Karel van den Bosch
Adelbert Bronkhorst
Mark A. Neerincx
Jan Maarten Schraagen
Stephan Raaijmakers
Publikationsdatum
25.06.2020
Verlag
Springer London
Erschienen in
AI & SOCIETY / Ausgabe 1/2021
Print ISSN: 0951-5666
Elektronische ISSN: 1435-5655
DOI
https://doi.org/10.1007/s00146-020-01005-y

Weitere Artikel der Ausgabe 1/2021

AI & SOCIETY 1/2021 Zur Ausgabe

Premium Partner