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Learning from Moments

Learning from Moments

Yohann De Castro

August 04, 2018
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  1. Yohann DE CASTRO THREE CONES Orthant x 0 <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit>

    <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> Vectors • High-Dimensional Statistics
  2. • Matrix completion, recovery, factorisation Yohann DE CASTRO THREE CONES

    Orthant SDP x 0 <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> M ⌫ 0 <latexit sha1_base64="va6iNbYiR9AaqO+CfS1XfAKZo0c=">AAACzXicjVHLSsNAFD2Nr1pfVZdugkVwVRIRdFl040asYB9YiyTTaR2aJjGZCKXq1h9wq78l/oH+hXfGKahFdEKSM+fec2buvX4ciFQ6zmvOmpqemZ3LzxcWFpeWV4qra/U0yhLGaywKoqTpeykPRMhrUsiAN+OEewM/4A2/f6jijRuepCIKz+Qw5u2B1wtFVzBPEnV+fJFmjPFr27kslpyyo5c9CVwDSjCrGhVfcIEOIjBkGIAjhCQcwENKTwsuHMTEtTEiLiEkdJzjDgXSZpTFKcMjtk/fHu1ahg1przxTrWZ0SkBvQkobW6SJKC8hrE6zdTzTzor9zXukPdXdhvT3jdeAWIkrYv/SjTP/q1O1SHSxr2sQVFOsGVUdMy6Z7oq6uf2lKkkOMXEKdyieEGZaOe6zrTWprl311tPxN52pWLVnJjfDu7olDdj9Oc5JUN8pu07ZPd0tVQ7MqPPYwCa2aZ57qOAIVdTIO8QjnvBsnViZdWvdf6ZaOaNZx7dlPXwA/KCS3A==</latexit> <latexit sha1_base64="va6iNbYiR9AaqO+CfS1XfAKZo0c=">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</latexit> <latexit sha1_base64="va6iNbYiR9AaqO+CfS1XfAKZo0c=">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</latexit> <latexit sha1_base64="va6iNbYiR9AaqO+CfS1XfAKZo0c=">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</latexit> Vectors Matrices • High-Dimensional Statistics
  3. • Global Optimization • Sparse Deconvolution • Computational Limits Yohann

    DE CASTRO THREE CONES Orthant SDP Lasserre’s hierarchies x 0 <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> M ⌫ 0 <latexit 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  4. • Global Optimization • Sparse Deconvolution • Computational Limits Yohann

    DE CASTRO THREE CONES Orthant SDP Lasserre’s hierarchies x 0 <latexit sha1_base64="khPW6/AJ8c0qeirP+HxMftEEt6w=">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</latexit> <latexit 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  5. Yohann DE CASTRO OUTLINE Motivations: Sparse Recovery Testing Procedures in

    High-Dimensions « Off-The-Grid » Testing Comparing Grids vs « Off-The-Grid »
 « Off-The-Grid » Methods Grids
  6. Yohann DE CASTRO OUTLINE Motivations: Sparse Recovery Testing Procedures in

    High-Dimensions « Off-The-Grid » Testing Comparing Grids vs « Off-The-Grid »
 « Off-The-Grid » Methods Grids
  7. Yohann DE CASTRO HIGH-DIMENSIONAL STATISTICS Compressed Sensing = <latexit sha1_base64="1m1DMOmRM9V2FMQPUQ0Pn/RmpVQ=">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</latexit>

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 Perfect Recovery ? x 2 ⌃s := n x 2 Rp : x has at most s nonzero entries o <latexit sha1_base64="UBLvEa3i5Pa9rEWgFg1iOw4NK5c=">AAADIXicjVFNTxsxEB22tE3pV2iPvVhElXqKdtOIQCSkiF56pEAgUkwj78ZJLHbtle1FSaP8mv6T3nqruCDEHyhH+AWMzUZqD6j1anfHb9579szEeSqMDcPLleDR6uMnTyvP1p6/ePnqdXX9zZFRhU54N1Gp0r2YGZ4KybtW2JT3cs1ZFqf8OD795PLHZ1wboeShneX8JGNjKUYiYRahQZVOqZD0QIwzNjDtHborxnTusYzZSRyT/a85JW1KptTyqZ2TCTOEWZIpY8mCmBKVSn7jWhEurRbcLLzPYlCthfXtrc1Gc5OE9TBsRY3IBY1W82OTRIi4VYNy7anqBVAYgoIECsiAgwSLcQoMDD59iCCEHLETmCOmMRI+z2EBa6gtkMWRwRA9xe8Yd/0Slbh3nsarEzwlxVejksB71CjkaYzdacTnC+/s0Ie8597T3W2G/7j0yhC1MEH0X7ol8391rhYLI9jyNQisKfeIqy4pXQrfFXdz8kdVFh1yxFw8xLzGOPHKZZ+J1xhfu+st8/nfnulQt09KbgHX7pY44OUUycPBUaMehfXoS7PW2S1HXYF3sAEfcJ4t6MBn2IMuev/A027gNvge/Ax+Bef31GCl1LyFv1ZwdQcsc7WQ</latexit> <latexit 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sha1_base64="MyiEmFnntf+qNJvnSMVFXu6341g=">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</latexit> <latexit sha1_base64="MyiEmFnntf+qNJvnSMVFXu6341g=">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</latexit> y = Ax, p > n <latexit 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 Perfect Recovery ? x 2 ⌃s := n x 2 Rp : x has at most s nonzero entries o <latexit sha1_base64="UBLvEa3i5Pa9rEWgFg1iOw4NK5c=">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</latexit> <latexit 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sha1_base64="Z1CX8j5mSCbhEkhExftKpvpy3DE=">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</latexit> <latexit sha1_base64="Z1CX8j5mSCbhEkhExftKpvpy3DE=">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</latexit>
  10. Yohann DE CASTRO Compressed Sensing 22,000,000 x <latexit sha1_base64="MyiEmFnntf+qNJvnSMVFXu6341g=">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</latexit> <latexit

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  11. Yohann DE CASTRO Compressed Sensing 22,000,000 900,000 y = Ax

    <latexit sha1_base64="/Ei5i7C10nK+SmvOW0qPoKmJvJU=">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</latexit> <latexit 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  12. Yohann DE CASTRO Compressed Sensing 22,000,000 900,000 min y=Ax ||x||1

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  13. Yohann DE CASTRO Compressed Sensing 22,000,000 900,000 min y=Ax ||x||1

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  14. Yohann DE CASTRO Sparse Deconvolution @MoKaPlan changing the rates of

    photoactivation and photobleaching, even if the density of fluorophore-labeled molecules is much higher than one fluorophore per mm2. We present a novel method by which fluorescence micros- copy may be performed to obtain an image with greatly enhanced ability to resolve large numbers of fluorescent 1. The spontaneous interconversion activated (fluorescent) state mus light-controlled activation rate. 2. For irreversible photoactivatio quantum yield must be finite a FIGURE 1 localization area contain (here, PA- neously wit for readout spatial illum a second on diode laser, Within the vation beam blue circles circles) and time, the ac (red Xs) an (black circl then activated, localized, and bleached until a sufficient number of molecules have been analyzed to construct an image. (G) Th the 405-nm activation laser (X405), which is reflected by a dichroic (DM1) to make it collinear with the Ar1 readout laser. A inverted fluorescence microscope is used to focus the lasers, which are reflected upward by a second dichroic mirror (DM2 objective lens (OBJ). The sample, supported by a coverslip (CS), emits fluorescence which is collected by the objective, transm and focused by the tube lens (TL) to form an image on a camera (CCD). Biophysica S. Hess, T. Girirajan, M. Mason, Ultra-High Resolution Imaging by Fluorescence Photoactivation Localization Microscopy, Biophysical Journal (2004). SUPER RESOLUTION
  15. Yohann DE CASTRO Sparse Deconvolution @MoKaPlan Y. Li, S. Osher,

    R. Tsai, Heat Source Identification based on L1 Constrained Minimization, Inverse Problems and Imaging (2014). 210 Yingying Li, Stanley Osher and Richard Tsai (a) Heat source u0 (b) Au0 = f (c) f + noise SUPER RESOLUTION
  16. Yohann DE CASTRO Sparse Deconvolution @MoKaPlan H. Pan, T. Blu,

    M. Vetterli, Towards Generalized FRI Sampling With an Application to Source Resolution in Radioastronomy, IEEE trans. on Signal Processing (2017). EE, Thierry Blu, Fellow, IEEE, and Martin Vetterli, Fellow, IEEE continuous-time arrival problem, rliest occurrence Prony’s method. n high resolution -time sparse sig- sampling theory ectral estimation pling. But not all fied by a concrete s, we develop the , typically sum of his by identifying uniform samples uniform samples A valid solution ization such that en measurements Fig. 1. Schematic diagram of a radio interferometer. The cross-corre of the received signals at different antennas are related to the Fourier tra of the sky image (see Table I) at certain non-uniform frequencies. SUPER RESOLUTION
  17. Yohann DE CASTRO CONIC PROGRAMMING IN ML, THE BIG PICTURE

    Sparse Deconvolution @MoKaPlan x <latexit sha1_base64="MyiEmFnntf+qNJvnSMVFXu6341g=">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</latexit> <latexit sha1_base64="MyiEmFnntf+qNJvnSMVFXu6341g=">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</latexit> <latexit sha1_base64="MyiEmFnntf+qNJvnSMVFXu6341g=">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</latexit> <latexit sha1_base64="MyiEmFnntf+qNJvnSMVFXu6341g=">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</latexit>
  18. Yohann DE CASTRO CONIC PROGRAMMING IN ML, THE BIG PICTURE

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  19. Yohann DE CASTRO CONIC PROGRAMMING IN ML, THE BIG PICTURE

    Sparse Deconvolution @MoKaPlan x <latexit sha1_base64="MyiEmFnntf+qNJvnSMVFXu6341g=">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</latexit> <latexit 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  20. Yohann DE CASTRO CONIC PROGRAMMING IN ML, THE BIG PICTURE

    Sparse Deconvolution @MoKaPlan x <latexit sha1_base64="MyiEmFnntf+qNJvnSMVFXu6341g=">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</latexit> <latexit 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sha1_base64="Ne219FMGE9f9p0Jycnzrb+NuVNQ=">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</latexit> <latexit sha1_base64="Ne219FMGE9f9p0Jycnzrb+NuVNQ=">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</latexit> <latexit sha1_base64="Ne219FMGE9f9p0Jycnzrb+NuVNQ=">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</latexit> Perfect Recovery y = (x) <latexit sha1_base64="gYqwh+jPG1WNxxB30eg3MeuJco4=">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</latexit> <latexit 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sha1_base64="gYqwh+jPG1WNxxB30eg3MeuJco4=">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</latexit> <latexit sha1_base64="gYqwh+jPG1WNxxB30eg3MeuJco4=">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</latexit> Discrete Measure min y= (x) ||x||TV <latexit 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  21. Motivation: Spike detection z = (t, ✓) with X0(z) =

    Re(e ı✓Z0(t)) t0 ✓0 TESTING PROCEDURES IN SPIKE DETECTION Z0(·) complex valued function One spike at with phase ✓0 = ⇡ t0 = ⇡ Yohann DE CASTRO
  22. Motivation: Gaussian process Perturbation by a centered stationary Gaussian process

    TESTING PROCEDURES IN SPIKE DETECTION Yohann DE CASTRO
  23. Motivation: Grids, a standard approach TESTING PROCEDURES IN SPIKE DETECTION

    Standard approach: Thin grids and High-Dimensional Statistics Yohann DE CASTRO
  24. Motivation: Grids vs Grid-less TESTING PROCEDURES IN SPIKE DETECTION Sparse

    inference on the mean of a Gaussian process FGrid : n Rp ! Rn 0 7! D 0 F : n M([0, 2⇡), C) ! Rn ⌫0 7! F(⌫0) Yohann DE CASTRO
  25. Motivations: Sparse Recovery Testing Procedures in High-Dimensions « Off-The-Grid »

    Testing Comparing Grids vs « Off-The-Grid »
 TESTING PROCEDURES IN HIGH-DIMENSIONS First part: Testing Procedures in High- Dimensional Statistics Yohann DE CASTRO Grids
  26. TESTING PROCEDURES IN HIGH-DIMENSIONS L1 regularization solutions Yohann DE CASTRO

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  27. TESTING PROCEDURES IN HIGH-DIMENSIONS L1 regularization solutions Yohann DE CASTRO

    = <latexit sha1_base64="1m1DMOmRM9V2FMQPUQ0Pn/RmpVQ=">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</latexit> <latexit 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  28. TESTING PROCEDURES IN HIGH-DIMENSIONS L1 regularization solutions Yohann DE CASTRO

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sha1_base64="XrQH5VITUxErxUQepl8H8JT2/dk=">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</latexit>
  29. TESTING PROCEDURES IN HIGH-DIMENSIONS L1 regularization solutions Yohann DE CASTRO

    ! ¯ x(y, ) <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> 7! A(y, ) 1(y) 2(y) Knots of the Lasso Partition by convex polytopes y ! Support(¯ x(y, )) <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit>
  30. y ! Support(¯ x(y, )) <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> <latexit

    sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> TESTING PROCEDURES IN HIGH-DIMENSIONS L1 regularization solutions Yohann DE CASTRO ! ¯ x(y, ) <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">AAAC4HicjVHLSsNAFD3GV31HXXYTLEIFKYkIuiy6cVnBVsEUmaRTDU2TMJmIpbhw507c+gNu9WvEP9C/8M44gg9EJyQ5c+45Z+bOBFkc5dJ1n0es0bHxicnS1PTM7Nz8gr241MrTQoS8GaZxKo4ClvM4SnhTRjLmR5ngrB/E/DDo7ar64TkXeZQmB3KQ8XafnSZRNwqZJOrELvsxiTvMl6kfMOFcVAfrhlo7sStuzdXD+Qk8Ayowo5HaT/DRQYoQBfrgSCAJx2DI6TmGBxcZcW0MiROEIl3nuMQ0eQtScVIwYnv0PaXZsWETmqvMXLtDWiWmV5DTwSp5UtIJwmo1R9cLnazY37KHOlPtbUD/wGT1iZU4I/Yv34fyvz7Vi0QX27qHiHrKNKO6C01KoU9F7dz51JWkhIw4hTtUF4RD7fw4Z0d7ct27Olum6y9aqVg1D422wKvaJV2w9/06f4LWRs1za97+ZqW+Y666hDJWUKX73EIde2igSdlXuMcDHq3AurZurNt3qTViPMv4Mqy7N6FBmhI=</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">AAAC4HicjVHLSsNAFD3GV31HXXYTLEIFKYkIuiy6cVnBVsEUmaRTDU2TMJmIpbhw507c+gNu9WvEP9C/8M44gg9EJyQ5c+45Z+bOBFkc5dJ1n0es0bHxicnS1PTM7Nz8gr241MrTQoS8GaZxKo4ClvM4SnhTRjLmR5ngrB/E/DDo7ar64TkXeZQmB3KQ8XafnSZRNwqZJOrELvsxiTvMl6kfMOFcVAfrhlo7sStuzdXD+Qk8Ayowo5HaT/DRQYoQBfrgSCAJx2DI6TmGBxcZcW0MiROEIl3nuMQ0eQtScVIwYnv0PaXZsWETmqvMXLtDWiWmV5DTwSp5UtIJwmo1R9cLnazY37KHOlPtbUD/wGT1iZU4I/Yv34fyvz7Vi0QX27qHiHrKNKO6C01KoU9F7dz51JWkhIw4hTtUF4RD7fw4Z0d7ct27Olum6y9aqVg1D422wKvaJV2w9/06f4LWRs1za97+ZqW+Y666hDJWUKX73EIde2igSdlXuMcDHq3AurZurNt3qTViPMv4Mqy7N6FBmhI=</latexit> 7! A(y, ) 1(y) 2(y) Knots of the Lasso Partition by convex polytopes
  31. y ! Support(¯ x(y, )) <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> <latexit

    sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> <latexit sha1_base64="7CRRBRPjL97NEOm7qp8U4LkTJL8=">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</latexit> TESTING PROCEDURES IN HIGH-DIMENSIONS L1 regularization solutions Yohann DE CASTRO ! ¯ x(y, ) <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> 7! A(y, ) 1(y) 2(y) Knots of the Lasso Partition by convex polytopes KKT conditions describe the polytopes and the piecewise affine function Post-Selection Inference: 
 Conditional law of linear statistics
  32. TESTING PROCEDURES IN HIGH-DIMENSIONS Spacing Test SST = ( 1)

    ( 2) ⇠ H0 U(0, 1) (`) = Z 1 ` (u 1)du where is the density N(0, 1) Yohann DE CASTRO ! ¯ x(y, ) <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">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</latexit> <latexit sha1_base64="mekCZGwxlMrNEnNdq+hGpJscFP0=">AAAC4HicjVHLSsNAFD3GV31HXXYTLEIFKYkIuiy6cVnBVsEUmaRTDU2TMJmIpbhw507c+gNu9WvEP9C/8M44gg9EJyQ5c+45Z+bOBFkc5dJ1n0es0bHxicnS1PTM7Nz8gr241MrTQoS8GaZxKo4ClvM4SnhTRjLmR5ngrB/E/DDo7ar64TkXeZQmB3KQ8XafnSZRNwqZJOrELvsxiTvMl6kfMOFcVAfrhlo7sStuzdXD+Qk8Ayowo5HaT/DRQYoQBfrgSCAJx2DI6TmGBxcZcW0MiROEIl3nuMQ0eQtScVIwYnv0PaXZsWETmqvMXLtDWiWmV5DTwSp5UtIJwmo1R9cLnazY37KHOlPtbUD/wGT1iZU4I/Yv34fyvz7Vi0QX27qHiHrKNKO6C01KoU9F7dz51JWkhIw4hTtUF4RD7fw4Z0d7ct27Olum6y9aqVg1D422wKvaJV2w9/06f4LWRs1za97+ZqW+Y666hDJWUKX73EIde2igSdlXuMcDHq3AurZurNt3qTViPMv4Mqy7N6FBmhI=</latexit> 7! 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  33. TESTING PROCEDURES IN HIGH-DIMENSIONS Spacing Test SST = ( 1)

    ( 2) ⇠ H0 U(0, 1) Yohann DE CASTRO [DC] Bias, Power, Optimality and Studentization Unbiased: power under the alternative is always greater or equal to the significance level Studentization of Post-Selection Inference Explicit power expression 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1
  34. Second part: Testing Procedures on the Mean of a Gaussian

    Process TESTING GAUSSIAN PROCESSES Motivations: Sparse Recovery Testing Procedures in High-Dimensions « Off-The-Grid » Testing Comparing Grids vs « Off-The-Grid »
 « Off-The-Grid » Methods Yohann DE CASTRO
  35. TESTING GAUSSIAN PROCESSES Z0 = F?F(⌫0) F : n M([0,

    2⇡), C) ! Rn ⌫0 7! F(⌫0) Observation Z = Z0 + F?(") Yohann DE CASTRO
  36. TESTING GAUSSIAN PROCESSES Observation X(t, ✓) = X0(t, ✓) +

    Re(e ı✓(F?")(t)) max ✓ X(·, ✓) Yohann DE CASTRO
  37. TESTING GAUSSIAN PROCESSES 1 b ⌫( ) 2 arg min

    ⌫ n1 2 ky F(⌫)k2 2 + k⌫kT V o X(t1, ✓1) = 1 = kXk1 b ⌫( ) = 0 = 1 = 10.66 for t1 Yohann DE CASTRO
  38. TESTING GAUSSIAN PROCESSES 1 b ⌫( ) = 0 =

    1 = 10.66 for X( )(t, ✓) = X(t, ✓) ( 1 )⇢(t t1, ✓ ✓1) b ⌫( ) 2 arg min ⌫ n1 2 ky F(⌫)k2 2 + k⌫kT V o Z( )(t) = Z(t) ( 1 ) F?F(b ⌫( )) Yohann DE CASTRO
  39. TESTING GAUSSIAN PROCESSES for X( )(t, ✓) = X(t, ✓)

    ( 1 )⇢(t t1, ✓ ✓1) b ⌫( ) 2 arg min ⌫ n1 2 ky F(⌫)k2 2 + k⌫kT V o Z( )(t) = Z(t) ( 1 ) F?F(b ⌫( )) = 10.36 b ⌫( ) Yohann DE CASTRO
  40. TESTING GAUSSIAN PROCESSES for X( )(t, ✓) = X(t, ✓)

    ( 1 )⇢(t t1, ✓ ✓1) b ⌫( ) 2 arg min ⌫ n1 2 ky F(⌫)k2 2 + k⌫kT V o Z( )(t) = Z(t) ( 1 ) F?F(b ⌫( )) b ⌫( ) = 10.06 Yohann DE CASTRO
  41. TESTING GAUSSIAN PROCESSES for X( )(t, ✓) = X(t, ✓)

    ( 1 )⇢(t t1, ✓ ✓1) b ⌫( ) 2 arg min ⌫ n1 2 ky F(⌫)k2 2 + k⌫kT V o Z( )(t) = Z(t) ( 1 ) F?F(b ⌫( )) b ⌫( ) = 9.76 Yohann DE CASTRO
  42. = 2 = 9.49 2 TESTING GAUSSIAN PROCESSES for X(

    )(t, ✓) = X(t, ✓) ( 1 )⇢(t t1, ✓ ✓1) b ⌫( ) 2 arg min ⌫ n1 2 ky F(⌫)k2 2 + k⌫kT V o Z( )(t) = Z(t) ( 1 ) F?F(b ⌫( )) b ⌫( ) Yohann DE CASTRO
  43. 2 1 TESTING GAUSSIAN PROCESSES b ⌫( ) 2 arg

    min ⌫ n1 2 ky F(⌫)k2 2 + k⌫kT V o b ⌫( ) LARS « knots » of the LASSO Yohann DE CASTRO
  44. TESTING PROCEDURES IN HIGH-DIMENSIONS thin grids Grid-less approach Grid approach

    SRice SST from the Hessian and from ( 1, 2, R) R LARS from grid points LARS from the process X(·) testing procedures X(·) (X(tk))p k=1 ( 1,p, 2,p) p Yohann DE CASTRO
  45. TESTING PROCEDURES IN HIGH-DIMENSIONS thin grids Grid-less approach Grid approach

    SRice SST from the Hessian and from ( 1, 2, R) R LARS from grid points LARS from the process X(·) testing procedures X(·) (X(tk))p k=1 ( 1,p, 2,p) p Yohann DE CASTRO
  46. RICE METHOD The independent part of the hessian e ⇤

    = ⇢00(0) where and ⇢ covariance function of X X00(z) = e ⇤X(z) | {z } E ⇥ X00(z) (X(z),X0(z)) ⇤ +R(z) Yohann DE CASTRO
  47. RICE METHOD 10 3 LOOKING AT JOINT DENSITIES: THE RICE

    METHOD where Leb(R) denotes the Lebesgue measure on R. As a consequence we can prove the following proposition. Proposition 5. The joint law L(( 1 , 2 , R(b z))) of ( 1 , 2 , R(b z)) satisfies for all (`1 , `2 , r) 2 R2 ⇥S, dL(( 1 , 2 , R(b z))) dLeb(R) ⌦ µ (`1 , `2 , r) = (cst) det( e ⇤`1 + r)1{0<`2<`1} 1 ( 1`1) , where Leb(R) ⌦ µ is defined by (15) and S denotes the set of symmetric matrices. Proof. Observe that the density at point `1 of X(0) with respect to the Lebesgue measure is 1 ( 1`1) and recall (15). Now, for any Borel set B of R2 ⇥ S, note that E h det( e ⇤X(0) + R(0))1{(0< 0 2 <X(0)}1{(X(0), 0 2 ,R(0))2B} i Kac-Rice formula µ where law of The independent part of the hessian ⇣ max y nE[X(y)|(X(z), X0(z))] 1 ⇢(y z) o , R(z) ⌘ e ⇤ = ⇢00(0) where and ⇢ covariance function of X X00(z) = e ⇤X(z) | {z } E ⇥ X00(z) (X(z),X0(z)) ⇤ +R(z) and z fixed ˆ z s.t. X(ˆ z) = 1 where Yohann DE CASTRO
  48. TESTING PROCEDURE B 1 {0<`2<`1} 1 1 2 thanks to

    (14), which prove the result. Remark 6. Similarly to the previous computation of the joint distribution of ( 1 , 2 , R(ˆ z)), one can show that under the alternative H1 P(( 1 , 2 , R(z)) 2 B) = (cst) Z T E(| det( e ⇤X(z) + R(z))|10< z 2 <X(z)1(X(z), z 2 ,R(z))2B )dz = (cst) Z B⇥T det( e ⇤l1 + r)10<l2<l1 1(l1 µ(z)) µ ,z(d(l2 , r)) ✓q µ0(z)T e ⇤ 1µ0(z) ◆ dl1dz where µ(·) = E(X(·)) and µ0 denotes the gradient of µ. We can now state our result when the variance is known. Theorem 6. Set 8r 2 S +, 8` > 0, Gr(`) := Z +1 ` det( e ⇤u + r) (u 1)du , where e ⇤ is the Hessian of the correlation function ⇢ of X at the origin. Under Assumptions (Anorm ) and (Adegen ), the test statistic SRice := GR(b z) ( 1) GR(b z) ( 2) ⇠ U([0, 1]) under the null H0 . Proof. Using Proposition 5, we know that the density of 1 at `1 and conditional to ( 2 , R(b z)) = (`2 , r) is equal to The independent part of the hessian e ⇤ = ⇢00(0) where and ⇢ covariance function of X X00(z) = e ⇤X(z) | {z } E ⇥ X00(z) (X(z),X0(z)) ⇤ +R(z) ˆ z s.t. X(ˆ z) = 1 where Yohann DE CASTRO
  49. thin grids Grid-less approach Grid approach Inference from grid points

    Inference from the process X(·) p Yohann DE CASTRO STATISTICAL INFERENCE LIMITS Grid vs Off-the-grid [ADCM18 in ACHA]
  50. thin grids Grid-less approach Grid approach Inference from grid points

    Inference from the process X(·) p Yohann DE CASTRO STATISTICAL INFERENCE LIMITS Grid vs Off-the-grid [ADCM18 in ACHA] Under one Sparse alternative Grids Off-the-grid
  51. A NEW TESTING PROCEDURE Take home messages EXACT and NON-ASYMPTOTIC

    testing procedure on the mean of Gaussian processes Based on L1 MINIMIZATION solutions so that it may detect SPARSE alternatives STUDENTIZATION: no need to know the variance Numerically, the procedure is POWERFUL Computed with SoS HIERARCHIES Studied with Kac-Rice FORMULA Yohann DE CASTRO