ディープラーニングとオープンサイエンス ～研究の爆速化が引き起こす摩擦なき情報流通へのシフト～
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1 KITAMOTO Asanobu KitamotoAsanob u 1
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7 Lawrence Lessig (Founder of Creative Commons), Code: And Other Laws of Cyber Space (first edition 1999) 7
8 NSF Data Management Plan 8
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10 Scientific Data (Nature publishing group) [ 10
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13 PREPARING FOR THE FUTURE OF ARTIFICIAL INTELLIGENCE Recommendation 1: Private and public institutions are encouraged to examine whether and how they can responsibly leverage AI and machine learning in ways that will benefit society. Recommendation 2: Federal agencies should prioritize open training data and open data standards in AI. 13
14 DMP 14
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18 AI 1. AI AI 4. AI
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21 Michael A. Nielsen, "Neural Networks and Deep Learning", Determination Press, 2015, CC BY-NC
22 25% 15% ImageNet, 22
23 AlphaGo DeepMind Google 23
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25 Image 25
26 1991 arxiv 26
27 arxiv Left: number of new submissions/year as a function of calendar. Right: submission rates divided by the total for each year, giving the fractional submission rates for each of the domains. 27
28 arxiv DeepMind Nature arxiv arxiv 28
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30 arxiv 30
31 arxi v [NIPS] Prior submissions on arxiv.org are permitted. [ICML] Submission is permitted for papers that are available as a technical report (or similar, e.g., in arxiv). [CVPR] Note that such a definition does not consider an arxiv.org paper as a publication because it cannot be rejected. It also excludes university technical reports which are typically not peer reviewed. NIPS 2010 CVPR 2012 arxiv
32 Ingelfinger Rule 32
33 arxiv rence /program-details/publication-model 2016 arxiv The friction in our publication system is slowing the progress of our field. 33
34 SNS 701/30/news065.html Net 34
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39 People don t want to buy a quarter-inch drill. They want a quarter-inch hole! - Theodore Levitt 39
40 friction SPARC Japan
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44 Subscription Model 2.0 AI 44
45 Publication First Review First Publication First 45
46 arxiv SNS 46
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『オープンサイエンス』とAI～オープン化は人工知能研究をどう変えるか？～
AI 研究をどう変えるか?~ KITAMOTO Asanobu http://researchmap.jp/kitamoto/ KitamotoAsanob u 2018/06/07 1 2018/06/07 2 デジタル台風とは? http://agora.ex.nii.ac.jp/digital-typhoon/ 1999 2000 P 2018/06/07 3 200813 0 1 Collaboration
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