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Rademacher complexity information


In computational learning theory (machine learning and theory of computation), Rademacher complexity, named after Hans Rademacher, measures richness of a class of sets with respect to a probability distribution. The concept can also be extended to real valued functions.

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Rademacher complexity

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theory (machine learning and theory of computation), Rademacher complexity, named after Hans Rademacher, measures richness of a class of sets with respect...

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Rademacher

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Rademacher (band) Rademacher complexity, a statistical measure Rademacher distribution, a probability distribution in statistics Rademacher system, a statistical...

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Hans Rademacher

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transform Rademacher's contour Rademacher complexity Rademacher function Rademacher–Menchov theorem Rademacher's series Rademacher system Rademacher distribution...

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Sample complexity

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approach leads to concepts such as VC dimension and Rademacher complexity which control the complexity of the space H {\displaystyle {\mathcal {H}}} . A...

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Kernel method

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analyzed using statistical learning theory (for example, using Rademacher complexity). Kernel methods can be thought of as instance-based learners: rather...

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Complexity measure

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fluctuation complexity in model theory U-rank in statistical learning theory / computational learning theory VC dimension Rademacher complexity in linguistics/computer...

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Statistical learning theory

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{\displaystyle {\mathcal {H}}} . Proximal gradient methods for learning Rademacher complexity Vapnik–Chervonenkis dimension Vapnik, Vladimir N. (1995). The Nature...

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Adversarial machine learning

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and for linear regression. And, finite-sample analysis based on Rademacher complexity. There are a large variety of different adversarial attacks that...

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Complexity index

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\mathrm {D} _{{\mathsf {V}}C}+1} See also Rademacher complexity for a recently introduced class complexity index. Class C of circles in R 2 {\displaystyle...

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Outline of statistics

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Nonparametric regression Kernels Kernel method Statistical learning theory Rademacher complexity Vapnik–Chervonenkis dimension Probably approximately correct learning...

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Hadamard transform

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Hadamard transform (also known as the Walsh–Hadamard transform, Hadamard–Rademacher–Walsh transform, Walsh transform, or Walsh–Fourier transform) is an example...

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Outline of machine learning

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Queueing theory Quick, Draw! R (programming language) Rada Mihalcea Rademacher complexity Radial basis function kernel Rand index Random indexing Random projection...

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Information bottleneck method

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bounds that scale with the number of parameters, VC dimension, Rademacher complexity, stability or robustness. Theory of Information Bottleneck is recently...

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Jonathan Kuck

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Intelligence (UAI), 2019 (paper) Approximate Inference via Weighted Rademacher Complexity (Jonathan Kuck, Ashish Sabharwal, Stefano Ermon) Conference on Artificial...

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List of theorems

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computer science) Quotient of subspace theorem (functional analysis) Rademacher's theorem (mathematical analysis) Rado's theorem (harmonic analysis) Radon's...

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Concentration inequality

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2e^{-k^{2}/4n}{\text{ for }}0\leq k\leq 2\sigma .} 7. Similar bounds can be found in: Rademacher distribution#Bounds on sums The Efron–Stein inequality (or influence inequality...

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Quantum technology

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Daniele; Derkach, Ivan; Gasbarri, Giulio; Herr, Waldemar; Li, Ying Lia; Rademacher, Markus; Sidhu, Jasminder; Oi, Daniel K. L. (March 11, 2022). "Quantum...

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Convex hull

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the corresponding term in German appears earlier, for instance in Hans Rademacher's review of Kőnig (1922). Other terms, such as "convex envelope", were...

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Halin graph

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graphs were studied in 1856 by Thomas Kirkman and in 1965 by Hans Rademacher. Rademacher calls these graphs based polyhedra. He defines them as the cubic...

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Princeton Science Library

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and Brain by Richard L. Gregory (1966) The Enjoyment of Math by Hans Rademacher and Otto Toeplitz (1966) Adaptation and Natural Selection: A Critique...

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Light field

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Winston 2005 Levoy 1996; Gortler 1996 Zomet 2003 Yu and McMillan 2004 Rademacher 1998 Isaksen 2000 Vaish 2005 Javidi 2002; Matusik 2004 Wetzstein 2012...

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Chernoff bound

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moments can provide tighter bounds, at the cost of greater analytical complexity. In practice, the exact Chernoff bound may be unwieldy or difficult to...

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Finnegans Wake

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"Finnegans Wake", James Joyce Quarterly, Vol.30, No.3, Spring 1993, Jorg W Rademacher, quoted in JSTOR, p482 Η «Αγρύπνια των Φίνεγκαν» κατά τον Ελευθέριο Ανευλαβή...

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Periodic travelling wave

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Proc. R. Soc. Lond. B 265: 1491–1496. DOI:10.1098/rspb.1998.0462 J.D.M. Rademacher, B. Sandstede, A. Scheel (2007) "Computing absolute and essential spectra...

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Lesbian

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Sexual Excesses. Charles Julius Hempel; J. Emerson Kent. Philadelphia: Rademacher & Sheek. p. 201. "Lesbos locals lose lesbian appeal". BBC News Europe...

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Bernoulli number

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.....1441G, doi:10.37236/1876, S2CID 10467873 Arfken (1970), p. 463. Rademacher, H. (1973), Analytic Number Theory, New York City: Springer-Verlag. Boole...

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Free market

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edited by Christopher Schlottmann, Dale Jamieson, Colin Jerolmack, Anne Rademacher, and Maria Damon, 259–264. New York University Press, 2017. doi:10.2307/j...

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Lucky Spencer

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surrogate mother for Courtney (Alicia Leigh Willis) and Jasper Jacks (Ingo Rademacher), upsetting Lucky, but Elizabeth miscarries in September 2005. They marry...

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Amygdala

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processing. IOS Press. 11(4), 233–244. Caviness VS, Kennedy DN, Richelme C, Rademacher J, Filipek PA (1996). "The human brain age 7-11 years: a volumetric analysis...

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