21 урок для XXI века

9

Katie Reilly, ‘Read Barack Obama’s Final Speech to the United Nations as President’, Time, 20 September 2016, http://time.com/4501910/president-obama-united-nations-speech-transcript/, accessed 3 December 2017.

10

Gregory R. Woirol, The Technological Unemployment and Structural Unemployment Debates (Westport: Greenwood Press, 1996), 18-20; Amy Sue Bix, Inventing Ourselves out of Jobs? America’s Debate over Technological Unemployment, 1929–1981 (Baltimore: Johns Hopkins University Press, 2000), 1–8; Joel Mokyr, Chris Vickers and Nicolas L. Ziebarth, ‘The History of Technological Anxiety and the Future of Economic Growth: Is Tis Time Diferent?’, Journal of Economic Perspectives 29:3 (2015), 33–42; Joe Mokyr, The Gifs of Athena: Historical Origins of the Knowledge Economy (Princeton: Princeton University Press, 2002), 255–257; David H. Autor, ‘Why Are There Still So Many Jobs? The History and the Future of Workplace Automation’, Journal of Economic Perspectives 29:3 (2015), 3–30; Melanie Arntz, Terry Gregory and Ulrich Zierahn, ‘The Risk of Automation for Jobs in OECD Countries’, OECD Social, Employment and Migration Working Papers 89 (2016); Mariacristina Piva and Marco Vivarelli, ‘Technological Change and Employment: Were Ricardo and Marx Right?’, IZA Institute of Labor Economics, Discussion Paper No.10471 (2017).

11

См., например, как ИИ побеждает людей в авиационных симуляторах, и особенно в воздушном бое: Nicholas Ernest et al., ‘Genetic Fuzzy based Artifcial Intelligence for Unmanned Combat Aerial Vehicle Control in Simulated Air Combat Missions’, Journal of Defense Management 6:1 (2016), 1–7; интеллектуальные обучающие системы: Kurt VanLehn, ‘The Relative Effectiveness of Human Tutoring, Intelligent Tutoring Systems, and Other Tutoring Systems’, Educational Psychologist 46:4 (2011), 197–221; алгоритмический трейдинг: Giuseppe Nuti et al., ‘Algorithmic Trading’, Computer 44:11 (2011), 61–69; финансовое планирование, управление портфелем ценных бумаг и т. д.: Arash Baharammirzaee, ‘A comparative Survey of Artifcial Intelligence Applications in Finance: Artifcial Neural Networks, Expert System and Hybrid Intelligent Systems’, Neural Computing and Applications 19:8 (2010), 1165-1195; анализ сложных данных в медицинских системах, постановка диагноза и назначение лечения: Marjorie Glass Zauderer et al., ‘Piloting IBM Watson Oncology within Memorial Sloan Kettering’s Regional Network’, Journal of Clinical Oncology 32:15 (2014), e17653; создание оригинальных текстов на естественном языке из большого объема данных: Jean-Sébastien Vayre et al., ‘Communication Mediated through Natural Language Generation in Big Data Environments: The Case of Nomao’, Journal of Computer and Communication 5 (2017), 125–148; распознавание лиц: Florian Schrof, Dmitry Kalenichenko and James Philbin, ‘FaceNet: A Unifed Embedding for Face Recognition and Clustering’, IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (2015), 815–823; управление автомобилем: Cristiano Premebida, ‘A Lidar and Visionbased Approach for Pedestrian and Vehicle Detection and Tracking’, 2007 IEEE Intelligent Transportation Systems Conference (2007).

12

Daniel Kahneman, Thinking, Fast and Slow (New York: Farrar, Straus & Giroux, 2011); Dan Ariely, Predictably Irrational (New York: Harper, 2009); Brian D. Ripley, Pattern Recognition and Neural Networks (Cambridge: Cambridge University Press, 2007); Christopher M. Bishop, Pattern Recognition and Machine Learning (New York: Springer, 2007).

13

Seyed Azimi et al., ‘Vehicular Networks for Collision Avoidance at Intersections,’ SAE International Journal of Passenger Cars – Mechanical Systems 4 (2011), 406–416; Swarun Kumar et al., ‘CarSpeak: A Content-Centric Network for Autonomous Driving’, SIGCOM Computer Communication Review 42(2012), 259–270; Mihail L. Sichitiu and Maria Kihl, ‘Inter-Vehicle Communication Systems: A Survey’, IEEE Communications Surveys & Tutorials (2008), 10; Mario Gerla, Eun-Kyu Lee and Giovanni Pau, ‘Internet of Vehicles: From Intelligent Grid to Autonomous Cars and Vehicular Clouds’, 2014 IEEE World Forum on Internet of Tings (WF-IoT) (2014), 241–246.

14

David D. Luxton et al., ‘mHealth for Mental Health: Integrating Smartphone Technology in Behavioural Healthcare’, Professional Psychology: Research and Practice 42:6 (2011), 505–512; Abu Saleh Mohammad Mosa, Illhoi Yo o and Lincoln Sheets, ‘A Systematic Review of Healthcare Application for Smartphones’, BMC Medical Informatics and Decision Making 12:1 (2012), 67; Karl Frederick Braekkan Payne, Heather Wharrad and Kim Watts, ‘Smartphone and Medical Related App Use among Medical Students and Junior Doctors in the United Kingdom (UK): A Regional Survey’, BMC Medical Informatics and Decision Making 12:1 (2012), 121; Sandeep Kumar Vashist, E. Marion Schneider and John H. T. Loung, ‘Commercial Smartphone-Based Devices and Smart Applications for Personalised Healthcare Monitoring and Management’, Diagnostics 4:3 (2014), 104–128; Maged N. Kamel Bouls et al., ‘How Smartphones Are Changing the Face of Mobile and Participatory Healthcare: An Overview, with Example from eCAALYX’, BioMedical Engineering OnLine 10:24 (2011), https://doi.org/10.1186/1475-925X-10-24, accessed 30 July 2017; Paul J. F. White, Blake W. Podaima and Marcia R. Friesen, ‘Algorithms for Smartphone and Tablet Image Analysis for Healthcare Applications’, IEEE Access 2 (2014), 831–840.

15

World Health Organization, Global status report on road safety 2015 (2016); ‘Estimates for 2000–2015, Cause-Specifc Mortality’, http://www.who.int/healthinfo/global_burden_disease/estimates/en/index1.html, accessed 6 September 2017.

16

Анализ причин автомобильных аварий в США см.: Daniel J. Fagnant and Kara Kockelman, ‘Preparing a Nation for Autonomous Vehicles: Opportunities, Barriers and Policy Recommendations’, Transportation Research Part A: Policy and Practice 77 (2015), 167– 181; анализ данных по всему миру см., например: OECD/ITF, Road Safety Annual Report 2016 (Paris: OECD Publishing, 2016), http://dx.doi.org/10.1787/irtad-2016-en.

17

Kristofer D. Kusano and Hampton C. Gabler, ‘Safety Benefts of Forward Collision Warning, Brake Assist, and Autonomous Braking Systems in Rear-End Collisions’, IEEE Transactions on Intelligent Transportation Systems 13:4 (2012), 1546–1555; James M. Anderson et al., Autonomous Vehicle Technology: A Guide for Policymakers (Santa Monica: RAND Corporation, 2014), esp. 13–15; Daniel J. Fagnant and Kara Kockelman, ‘Preparing a Nation for Autonomous Vehicles: Opportunities, Barriers and Policy Recommendations’, Transportation Research Part A: Policy and Practice 77 (2015), 167–181; Jean-Francois Bonnefon, Azim Sharif and Iyad Rahwan, ‘Autonomous Vehicles Need Experimental Ethics: Are We Ready for Utilitarian Cars?’, arXiv (2015), 1–15. О предложениях по созданию межтранспортных сетей для предотвращения аварий см.: Seyed R. Azimi et al., ‘Vehicular Networks for Collision Avoidance at Intersections’, SAE International Journal of Passenger Cars – Mechanical Systems 4:1 (2011), 406–416; Swarun Kumar et al., ‘CarSpeak: A Content-Centric Network for Autonomous Driving’, SIGCOM Computer Communication Review 42:4 (2012), 259–270; Mihail L. Sichitiu and Maria Kihl, ‘Inter-Vehicle Communication Systems: A Survey’, IEEE Communications Surveys & Tutorials 10:2 (2008); Mario Gerla et al., ‘Internet of Vehicles: From Intelligent Grid to Autonomous Cars and Vehicular Clouds’, 2014 IEEE World Forum on Internet of Tings (WF-IoT) (2014), 241–246.

18

Michael Chui, James Manyika and Mehdi Miremadi, ‘Where Machines Could Replace Humans – and Where Tey Can’t (Yet)’, McKinsey Quarterly (2016), http://www.mckinsey.com/business-functions/digital-mckinsey/our-insights/where-machines-could-replace-humans-and-where-they-cant-yet, accessed 1 March 2018.

19

Wu Youyou, Michal Kosinski and David Stillwell, ‘Computer-based personality judgments are more accurate than those made by humans’, PANS, vol. 112 (2014), 1036–1038.

20

Stuart Dredge, ‘A I and music: will we be slaves to the algorithm?’ Guardian, 6 August 2017, https://www.theguardian.com/technology/2017/aug/06/artificial-intelligence-and-will-we-be-slaves-to-the-algorithm, accessed 15 October 2017. Обзорный анализ методов см.: Jose David Fernández and Francisco Vico, ‘A I Methods in Algorithmic Composition: A Comprehensive Survey’, Journal of Artifcial Intelligence Research 48 (2013), 513–582.