
книги / 618
.pdf[53]OpenAI (16 May 2018), “AI and compute”, OpenAI blog, San Francisco, https://blog.openai.com/ai- and-compute/.
[57]Pan, S. and Q. Yang (2010), “A survey on transfer learning”, IEEE Transactions on Knowledge and Data Engineering, Vol. 22/10, pp. 1345-1359.
[11]Paper, I. (ed.) (2018), “Artificial intelligence and privacy”, June, Office of the Victorian Information
Commissioner, https://ovic.vic.gov.au/wp-content/uploads/2018/08/AI-Issues-Paper-V1.1.pdf.
[106] Patki, N., R. Wedge and K. Veeramachaneni (2016), “The Synthetic Data Vault”, 2016 IEEE International Conference on Data Science and Advanced Analytics (DSAA), http://dx.doi.org/10.1109/dsaa.2016.49.
[10]Privacy International and Article 19 (2018), Privacy and Freedom of Expression in the Age of Artificial Intelligence, https://www.article19.org/wp-content/uploads/2018/04/Privacy-and-Freedom- of-Expression-In-the-Age-of-Artificial-Intelligence-1.pdf.
[72]Purdy, M. and P. Daugherty (2016), “Artificial intelligence poised to double annual economic growth rate in 12 developed economies and boost labor productivity by up to 40 percent by 2035, according to new research by Accenture”, Accenture, Press Release, 28 September, http://www.accenture.com/futureofAI.
[21]Selbst, A. (2017), “Disparate impact in big data policing”, Georgia Law Review, Vol. 52/109, http://dx.doi.org/10.2139/ssrn.2819182.
[19]Simonite, T. (2018), “Probing the dark side of Google’s ad-targeting system”, MIT Technology Review, 6 July, https://www.technologyreview.com/s/539021/probing-the-dark-side-of-googles-ad- targeting-system/.
[42]Slusallek, P. (2018), Artificial Intelligence and Digital Reality: Do We Need a CERN for AI?, The Forum Network, OECD, Paris, https://www.oecd-forum.org/channels/722-digitalisation/posts/28452- artificial-intelligence-and-digital-reality-do-we-need-a-cern-for-ai.
[4] Smith, M. and S. Neupane (2018), Artificial Intelligence and Human Development: Toward a Research Agenda, International Development Research Centre, Ottawa, https://idl-bnc- idrc.dspacedirect.org/handle/10625/56949.
[80]Stewart, J. (2018), “As Uber gives up on self-driving trucks, another startup jumps in”, WIRED, 8 July, https://www.wired.com/story/kodiak-self-driving-semi-trucks/.
[3] Talbot, D. et al. (2017), “Charting a roadmap to ensure AI benefits all”, Medium, 30 November, https://medium.com/berkman-klein-center/charting-a-roadmap-to-ensure-artificial- intelligence-ai-benefits-all-e322f23f8b59.
[105] Trajtenberg, M. (2018), “AI as the next GPT: A political-economy perspective”, NBER Working Paper, No. 24245, http://dx.doi.org/10.3386/w24245.
[70] |
UK |
(2017), UK |
Digital |
Strategy, |
Government |
of |
the |
United |
|
Kingdom, https://www.gov.uk/government/publications/uk-digital-strategy/uk-digital-strategy. |
|
[99]UK (2017), UK Industrial Strategy: A Leading Destination to Invest and Grow, Great Britain and Northern Ireland, http://htps://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data /file/668161/uk-industrial-strategy-international-brochure.pdf.
[95] UNI (2018), 10 Principles for Workers’ Data Rights and Privacy, UNI Global Union, http://www.thefutureworldofwork.org/docs/10-principles-for-workers-data-rights-and-privacy/.
[65]Varian, H. (2018), “Artificial intelligence, economics and industrial organization”, NBER Working Paper, No. 24839, http://dx.doi.org/10.3386/w24839.
[47]Wachter, S., B. Mittelstadt and L. Floridi (2017), “Transparent, explainable and accountable AI for robotics”, Science Robotics, 31 May, http://robotics.sciencemag.org/content/2/6/eaan6080.
118
[27]Wachter, S., B. Mittelstadt and C. Russell (2017), “Counterfactual explanations without opening the black box: Automated decisions and the GDPR”, arXiv 00399, https://arxiv.org/pdf/1711.00399.pdf.
[1] Weinberger, D. (2018), “Optimization over explanation - Maximizing the benefits of machine learning without sacrificing its intelligence”, Medium, 28 January, https://medium.com/@dweinberger/optimization-over-explanation-maximizing-the- benefits-we-want-from-machine-learning-without-347ccd9f3a66.
[22]Weinberger, D. (2018), Playing with AI Fairness, Google PAIR, 17 September, https://pair- code.github.io/what-if-tool/ai-fairness.html.
[86] Winick, E. (2018), “Every study we could find on what automation will do to jobs, in one chart”, MIT Technology Review, 25 January, https://www.technologyreview.com/s/610005/every-study-we- could-find-on-what-automation-will-do-to-jobs-in-one-chart/.
[94]Wong, Q. (2017), “At LinkedIn, artificial intelligence is like ‘oxygen’”, Mercury News, 1 June, http://www.mercurynews.com/2017/01/06/at-linkedin-artificial-intelligence-is-like-oxygen.
[18]Yona, G. (2017), “A gentle introduction to the discussion on algorithmic fairness”, Toward Data Science,5 October, https://towardsdatascience.com/a-gentle-introduction-to-the-discussion-on- algorithmic-fairness-740bbb469b6.
[73]Zeng, M. (2018), “Alibaba and the future of business”, Harvard Business Review, SeptemberOctober, https://hbr.org/2018/09/alibaba-and-the-future-of-business.
←1. https://www.microsoft.com/en-us/ai/ai-for-good
←2. https://deepmind.com/applied/deepmind-ethics-society/
←3. https://www.blog.google/technology/ai/ai-principles/
←4. https://ai.google/static/documents/perspectives-on-issues-in-ai-governance.pdf
←5. : , OECD Guidelines for Multinational Enterprises, the United Nations Guiding Principles on Business and Human Rights .
←6. https://www.dudumimran.com/2018/05/speaking-about-ai-and-cyber-security- at-the-oecd-forum-2018.html https://maliciousaireport.com/
←7. Pierre Chalançon, Chair of the OECD Business and Industry Advisory Committee Consumer
Task Force and Vice President Regulatory Affairs, Vorwerk & Co KG, Representation to the European Union – Science-Fiction is not a Sound Basis for Legislation.
←8. , (Matheson, 2018[107]).
←9. (Patki, Wedge and Veeramachaneni, 2016[106]). 70% .
119
←10. (Dowlin, 2016[60]).
←11. https://www.wipo.int/about-ip/en/artificial_intelligence/ https://www.uspto.gov/about- us/events/artificial-intelligence-intellectual-property-policy-considerations
←12. https://www.ibm.com/watson/stories/creditmutuel/
←13. . 2017 95%, 350 (Zeng, 2018[73])., .
120
5.
, , ,. ., .. , i), ii) , iii) , iv) , , v). OECD.
:
..,(Porter) . , i), ii) , iii) , iv) , , v)(Box 5.1). ,.
OECD , , , , , ,. ,. , , , ,. ,,. , , , ,, , ,.. , ,.
G7, G20, OECD, ., , ,. 2016 4 G7 ICT (G7 ICT Ministers’
Meeting) 2017 9 G7 ICT (G7 ICT and
121

Industry Ministers’ Meeting) " " ., OECD. G20 . 2019 G20 (G20, 2018 [1]).
. , 2016 (IEEE) Global Initiative on Ethics of Autonomous and Intelligent Systems . 2017 12(Ethically Aligned Design) 2 . 2019 . 2016 9 Partnership on Artificial Intelligence to Benefit People and Society . (Asilomar AI Principles), . AI Initiative ,.
5-1 ( )
|
|
|
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|
|
|
||
|
|
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||||||||
|
ACM (2017), “2018 ACM Code of Ethics and Professional Conduct: Draft 3”, |
|||||||||
|
Association |
for |
Computing |
Machinery |
Committee |
on |
Professional |
|||
|
Ethics, https://ethics.acm.org/2018-code-draft-3/ |
|
|
|
|
|
|
|||
ACM |
USACM (2017), “Statement on Algorithmic Transparency and Accountability”, |
|||||||||
|
||||||||||
|
Association |
for |
Computing |
Machinery |
US |
Public |
Policy |
|||
|
Council, www.acm.org/binaries/content/assets/public- |
|
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|
|
|
||||
|
policy/2017_usacm_statement_algorithms.pdf |
|
|
|
|
|
|
|||
|
|
|
|
|
|
|
|
|||
AI Safety |
Amodei, D. |
et |
al. (2016), |
“Concrete |
Problems in |
AI |
Safety”, 25 |
|||
July, https://arxiv.org/pdf/1606.06565.pdf |
|
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|
|
|
||||
|
|
|
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|
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Asilomar |
FLI (2017), “Asilomar AI Principles”, Future of Life Institute, https://futureoflife.org/ai- |
|||||||||
principles/ |
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|||||||||
|
COMEST (2017), “Report of COMEST on Robotics Ethics”, World Commission on the |
|||||||||
COMEST |
Ethics |
of |
Scientific |
|
Knowledge |
|
and |
|||
|
Technology, http://unesdoc.unesco.org/images/0025/002539/253952E.pdf |
|
|
Economou, N. (2017) “A ‘principled’ artificial intelligence could improve justice”, 3
October, Aba
Economou Journal www.abajournal.com/legalrebels/article/a_principled_artificial_intelligence_coul d_improve_justice
122
|
EGE (2018), “Statement on Artificial Intelligence, Robotics and Autonomous Systems”, |
|||||||||||||
EGE |
European |
|
Group |
|
on |
Ethics |
|
in |
Science |
and |
New |
|||
|
Technologies, http://ec.europa.eu/research/ege/pdf/ege_ai_statement_2018.pdf |
|||||||||||||
|
|
|||||||||||||
|
EPSRC (2010), “Principles of Robotics” , Engineering and Physical Sciences Research |
|||||||||||||
EPSRC |
Council, https://epsrc.ukri.org/research/ourportfolio/themes/engineering/activities/princi |
|||||||||||||
|
plesofrobotics/ |
|
|
|
|
|
|
|
|
|
|
|||
|
|
|||||||||||||
|
FATML (2016), “Principles for Accountable Algorithms and a Social Impact Statement |
|||||||||||||
FATML |
for Algorithms”, Fairness, Accountability, |
and |
Transparency |
in |
Machine |
|||||||||
|
Learning, www.fatml.org/resources/principles-for-accountable-algorithms |
|
||||||||||||
|
|
|||||||||||||
|
FPF (2018), “Beyond Explainability: A Practical Guide to Managing Risk in Machine |
|||||||||||||
FPF |
Learning |
Models”, |
|
The |
Future |
of |
Privacy |
Forum, https://fpf.org/wp- |
||||||
|
content/uploads/2018/06/Beyond-Explainability.pdf |
|
|
|
|
|||||||||
|
|
|
|
|
|
|
|
|
|
|
|
|||
|
(2018), |
|
“AI |
|
at |
|
Google: |
|
Our |
|||||
Principles”, https://www.blog.google/technology/ai/ai-principles/ |
|
|
||||||||||||
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|
|
||||||||||||
|
|
|||||||||||||
|
IEEE (2017), Global Initiative on Ethics of Autonomous and Intelligent Systems, |
|||||||||||||
IEEE |
“Ethically Aligned Design Version 2”, Institute of Electrical and Electronics |
|||||||||||||
|
Engineers, http://standards.ieee.org/develop/indconn/ec/ead_v2.pdf |
|
|
|||||||||||
|
|
|
|
|
|
|
|
|
|
|
|
|
||
|
Intel |
|
(2017), |
|
“AI |
- |
|
The |
|
Public |
|
Policy |
||
Intel |
Opportunity”, https://blogs.intel.com/policy/files/2017/10/Intel-Artificial-Intelligence- |
|||||||||||||
|
Public-Policy-White-Paper-2017.pdf |
|
|
|
|
|
|
|||||||
|
|
|
|
|
|
|
|
|
||||||
ITI |
ITI |
(2017), |
“AI |
Policy |
Principles”, |
Information |
Technology |
Industry |
||||||
Council, www.itic.org/resources/AI-Policy-Principles-FullReport2.pdf |
|
|
||||||||||||
|
|
|
||||||||||||
|
|
|||||||||||||
|
JSAI (2017), “The Japanese Society for Artificial Intelligence Ethical Guidelines”, The |
|||||||||||||
JSAI |
Japanese |
|
Society |
for |
Artificial |
Intelligence, http://ai-elsi.org/wp- |
||||||||
|
content/uploads/2017/05/JSAI-Ethical-Guidelines-1.pdf |
|
|
|
|
|||||||||
|
|
|||||||||||||
MIC |
MIC (2017), “Draft AI R&D Guidelines for International Discussions”, Japanese Ministry |
|||||||||||||
of Internal Affairs and Communication,www.soumu.go.jp/main_content/000507517.pdf |
||||||||||||||
|
||||||||||||||
|
|
|||||||||||||
MIC |
MIC (2018), “Draft AI Utilization Principles”, Japanese Ministry of Internal Affairs and |
|||||||||||||
Communication, www.soumu.go.jp/main_content/000581310.pdf |
|
|
||||||||||||
|
|
|
||||||||||||
|
|
|||||||||||||
Montreal |
UoM (2017), “The Montreal Declaration for a Responsible Development of Artificial |
|||||||||||||
Intelligence”, University of Montreal, www.montrealdeclaration-responsibleai.com/ |
||||||||||||||
|
||||||||||||||
|
|
|
|
|
|
|
|
|
|
|
||||
|
Nadella, |
S. |
(2016) |
“The |
Partnership |
of |
the |
Future”, |
28 |
June, |
||||
Nadella |
Slate, www.slate.com/articles/technology/future_tense/2016/06/microsoft_ceo_satya_n |
|||||||||||||
|
adella_humans_and_a_i_can_work_together_to_solve_society.html |
|
|
|||||||||||
|
|
|
||||||||||||
PAI |
PAI (2016), “TENETS”, Partnership on AI, www.partnershiponai.org/tenets/ |
|
||||||||||||
|
|
|
|
|
|
|
|
|
|
|
|
|
|
123
|
|
Polonski, V. (2018) “The Hard Problem of AI Ethics - Three Guidelines for Building |
||||||||
Polonski |
Morality Into |
Machines” , 28 |
February, |
Forum Network |
on |
Digitalisation and |
||||
Trust, www.oecd-forum.org/users/80891-dr-vyacheslav-polonski/posts/30743-the-hard- |
||||||||||
|
|
|||||||||
|
|
problem-of-ai-ethics-three-guidelines-for-building-morality-into-machines |
||||||||
|
|
|
||||||||
Taddeo |
and |
Taddeo, M. and L. Floridi (2018), “How AI can be a force for good”, Science, 24 |
||||||||
August, |
Vol. |
61/6404, |
pp. |
751- |
||||||
Floridi |
|
752, http://science.sciencemag.org/content/361/6404/751 |
|
|
||||||
|
|
|
|
|||||||
|
|
|
|
|
||||||
The |
Public |
UGAI |
(2018), |
“Universal Guidelines on Artificial Intelligence”, The Public Voice |
||||||
Voice |
|
Coalition, https://thepublicvoice.org/ai-universal-guidelines/ |
|
|
||||||
Coalition |
|
|
|
|
|
|
|
|
||
|
|
|
||||||||
Tokyo |
|
Next Generation Artificial Intelligence Research Center (2017), “The Tokyo Statement |
||||||||
Statement |
– Co-operation for Beneficial AI”, www.ai.u-tokyo.ac.jp/tokyo-statement.html |
|||||||||
|
|
|
||||||||
|
|
Twomey, P. (2018), “Toward a G20 Framework for Artificial Intelligence in the |
||||||||
Twomey |
Workplace” |
, CIGI |
Papers, No |
178, Centre for International Governance |
||||||
|
|
Innovation, www.cigionline.org/sites/default/files/documents/Paper%20No.178.pdf |
||||||||
|
|
|
|
|
|
|
|
|
|
|
UNI |
|
UNI |
Global |
Union |
(2017), |
“Top |
10 Principles |
for |
Ethical Artificial |
|
|
Intelligence”, www.thefutureworldofwork.org/media/35420/uni_ethical_ai.pdf |
|||||||||
|
|
|||||||||
|
|
|
|
|
|
|
|
|
|
( 5.1),., , , , 5. Future of Life Institute, IEEE, (Japanese Society for Artificial Intelligence), , (Fairness, Accountability and Transparency in Machine Learning), (Association for Computing Machiner) . AI (Partnership on AI),(Information Industry Technology Council), Microsoft Satya Nadella. (Ministry of Internal Affairs and Communications),(World Commission on the Ethics of Science and Technology),(Engineering and Physical Sciences Research Council) .(Université de Montréal) H5
(Harvard Kennedy School) AI Initiative of the Future Society(Nicolas Economou) . UNI (UNI Global Union).
, ., , , , , ,, , , , .
2018 5 OECD (Committee on Digital Economy Policy) OECD
124

(AIGO) (OECD, 2019 [2]). OECD (OECD, 2019 [3]) , 42 2019 5 22 .
.. . Box 5.1. .
Box 5-1 ?
(Porter) 4 . , i), ii) , iii) , iv) , .. , .
: , ,.. , i) , ii), , iii).
: ,
. .
.
: , ,.(SME) .
, : . i). ii) ,
iii) .
. , French AI
125

.
: Porter (1990[4]), “The competitive advantage of nations”, https://hbr.org/1990/03/the- competitive-advantage-of-nations.
2019 7 , 10 . 2018 Argentina Digital Agenda 2030 Argentina’s Innovative Plan 2030., , R&D , , ,. () . i) , , ii) , iii).
7 (Al Innovation Hub) . .
2018-2019 2800 (2 1 ). . i)
(Co-operative Research Centre) (1800), ii) (1 ), iii)(110 ), iv) , (25 ), v)(36 7 ), vi)( 7 2 ) .
(Department of Industry, Innovation and Science). 10 ,
(Australian Council of Learned Academies). (Australian Human Rights Commission) 2018 7. , 20192020 .
2018 3 E-Digital .
126
E-Digital " , (...)" (Brazil, 2018 [5]). E-Digital , (RD&I). 2019 ..
(Ministry of Science, Technology, Innovation and Communication) 20142019 16 59. 39 ., ,. (Artificial Intelligence Advanced Institute) 2019 . RD&I. , , , , , , ,.
2017 3 (Pan-Canadian AI Strategy)(CIFAR, 2017 [6]).(Canadian Institute for Advanced Research) 1 2 5(1 ) . 5, ,. .
1..
2.3 AI , Alberta Machine Intelligence Institute,Montreal Institute for Learning Algorithms Vector Institute for Artificial Intelligence .
3.AI in Society , , ,.
4..
(National Research Council Canada) 7 5
( 4 ). , , , ,, ,.
1 (8) , Vector Institute for Artificial Intelligence 5 (4
127