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論文紹介: Sample Reuse via Importance Sampling in I...

論文紹介: Sample Reuse via Importance Sampling in Information Geometric Optimization / sample_reuse_igo

Masahiro Nomura

April 09, 2020
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  1. • . S RL ?L XL [P 8S UWY L

    S RP N P 8 MUWS YPU 7LUSLYWP = YPSP YPU • . OP P OP OPW DU OLP 1 PSUYU P = OP U U =O W • . WCP[ ) (- 75 = (+ L]YL K • . w 87= ʼ • . 28: 1 5 h • . 1 5 z~ 2
  2. 87= • i i i • . s p f

    s • w ~n • 1 5 5 . ]ac nʼ s • 28: 71 . ]ac nʼ • w z~ 1 5 ? e A K YL 4
  3. 87= • now f5EB ] F w ʼ • ~

    • 87= ). • N I S • . • : KP[s • i rv w 10
  4. 87= • • d ]ac r • • 5EB ]

    F zfc • d ~ sm 12
  5. 8S UWY L S RP N • ( G /

    ( f r s • zʼn . ] b G N ] ∫ " # %& # '# • i . G r d • n 8 . • A IP XLKr|f G zʼ s n 14
  6. • 28: . ]ac nʼ87= • • 1 5 .

    ]ac nʼ87= • z n z k 15
  7. . 28: 16 • = L ] . ( ʼ

    s ~(s • :L KP N= LX . r (s zʼ s ~(s
  8. . 1 5 17 • 5RRP XUPK ?UXL IWU .

    • 1 RL^ ? XYWPNP . • ? XYWPNP s1 RL^ s n
  9. • 87= ʼ i i • 28: 1 5 •

    8S UWY L S RP N • 28: 1 5 z~ • ? XYWPNP zr ʼsf • • 19