Leo Breiman

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Bagging Predictors By Leo Breiman

Bagging predictors is a method for generating multiple versions of a predictor and using these to get an aggregated predictor. The aggregation averages over the versions when predicting a numerical outcome and does a plurality vote when predicting a class. The multiple versions are formed by making bootstrap replicates of the learning set and using these as new learning sets. Tests on real and ...

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Discussion of the paper “ Arcing Classifiers ” by Leo Breiman

We would like to thank Leo Breiman for his interest in our work on boosting, for his extensive experiments with the AdaBoost algorithm (which he calls arc-fs) and for his very generous exposition of our work to the statistics community. Breiman’s experiments and our intensive email communication over the last two years have inspired us to think about boosting in new ways. These new ways of thin...

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Big LEO and Now Through LEO

The advent of low earth orbit (LEO) commercial communication satellites provides an opportunity to dramatically reduce Telemetry, Tracking and Control (TT&C) costs of launch vehicles, Unpiloted Aerial Vehicles (UAVs), Research Balloons and spacecraft by reducing or eliminating ground infrastructure. Personnel from the Goddard Space Flight Center’s Wallops Flight Facility (GSFC\WFF) have success...

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A Bilateral version of Shannon-Breiman-McMillan Theorem

We give a new version of the Shannon-McMillan-Breiman theorem in the case of a bijective action. For a finite partition α of a compact set X and a measurable action T on X, we denote by C n,m,α(x) the element of the partition α ∨ T 1α ∨ . . . ∨ Tα ∨ T−1α ∨ . . . ∨ Tα which contains a point x. We prove that for μ-almost all x, lim n+m→∞ (

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Remembering LEO

It is now more than 60 years since the world’s first business use of a computer, the valuation of bakery output, was rolled-out the LEO I computer at Cadby Hall in London, the headquarters of the food production and catering company J. Lyons and Company. LEO I had been designed and built as a computer to be used for business data processing by a team of engineers recruited by Lyons, with a basi...

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ژورنال

عنوان ژورنال: The Annals of Applied Statistics

سال: 2010

ISSN: 1932-6157

DOI: 10.1214/10-aoas387