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Robust Statistics - Huber, Peter J
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The first systematic, book-length treatment of the subject. Begins with a general introduction and the formal mathematical background behind qualitative and quantitative robustness. Stresses concepts. Provides selected numerical algorithms for computing robust estimates, as well as convergence proofs. Tables contain quantitative robustness information for a variety of estimates.

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Robust Statistics 2009, Wiley, Hoboken, NJ

ISBN-13: 9780470129906

2nd edition

Hardcover

Robust Statistics 2003, Wiley-Interscience, Hoboken, NJ

ISBN-13: 9780471650720

Trade paperback

Robust Statistics 1981, Wiley-Interscience, New York, NY

ISBN-13: 9780471418054

Hardcover