PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint...

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Transcript of PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint...

Page 1: PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint Presentation Author: Vlad Niculae Created Date: 7/11/2018 11:58:33 AM ...
Page 2: PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint Presentation Author: Vlad Niculae Created Date: 7/11/2018 11:58:33 AM ...
Page 3: PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint Presentation Author: Vlad Niculae Created Date: 7/11/2018 11:58:33 AM ...
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Page 7: PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint Presentation Author: Vlad Niculae Created Date: 7/11/2018 11:58:33 AM ...

M = conv( Y ) where Y = { , , … }

Page 8: PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint Presentation Author: Vlad Niculae Created Date: 7/11/2018 11:58:33 AM ...
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μ⊤

Page 21: PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint Presentation Author: Vlad Niculae Created Date: 7/11/2018 11:58:33 AM ...

〈x, p〉p ∈ Δ

〈 η, μ〉μ ∈M

μ

p* = e i i = (x )

Page 22: PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint Presentation Author: Vlad Niculae Created Date: 7/11/2018 11:58:33 AM ...
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〈x, p〉p ∈ Δ

〈x, p〉+ H(p )p ∈ Δ

〈 η, μ〉μ ∈M

〈 η, μ〉+ H(μ )μ ∈M

μ⊤

p* = exp(x ) / Z

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〈x, p〉p ∈ Δ

〈x, p〉+ H(p )p ∈ Δ

〈 η, μ〉μ ∈M

〈 η, μ〉+ H(μ )μ ∈M

μ⊤

Page 26: PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint Presentation Author: Vlad Niculae Created Date: 7/11/2018 11:58:33 AM ...

〈x, p〉p ∈ Δ

〈x, p〉+ H(p )p ∈ Δ

〈 η, μ〉μ ∈M

〈 η, μ〉+ H(μ )μ ∈M

〈x, p〉– ½ ‖Ap ‖2

p ∈ Δ

〈 η, μ〉– ½ ‖μ ‖2

μ ∈M

μ⊤

Page 27: PowerPoint Presentationvene.ro/talks/sparsemap-icml18-talk.pdf · 2020. 10. 15. · PowerPoint Presentation Author: Vlad Niculae Created Date: 7/11/2018 11:58:33 AM ...

∂ μ *∂ η

〈 η, μ〉– ½ ‖μ ‖2

μ ∈M

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LA (η, μ ) = 〈 η, μ〉– ½ ‖μ ‖2 }–〈 η, μ〉+ ½ ‖μ ‖2

μ ∈M

LA (η, μ ) = 〈 η, μ〉– ½ ‖μ ‖2 + ρ(μ, μ ) }–〈 η, μ〉+ ½ ‖μ ‖2

μ ∈M

ρ

_ _

_

_ _

_

_

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