000 | 03078nam a22004693i 4500 | ||
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001 | EBC3074637 | ||
003 | MiAaPQ | ||
005 | 20240729124458.0 | ||
006 | m o d | | ||
007 | cr cnu|||||||| | ||
008 | 240724s1996 xx o ||||0 eng d | ||
020 |
_a9781461207115 _q(electronic bk.) |
||
020 | _z9781461268772 | ||
035 | _a(MiAaPQ)EBC3074637 | ||
035 | _a(Au-PeEL)EBL3074637 | ||
035 | _a(CaPaEBR)ebr10918035 | ||
035 | _a(OCoLC)958560854 | ||
040 |
_aMiAaPQ _beng _erda _epn _cMiAaPQ _dMiAaPQ |
||
050 | 4 | _aQA273.A1-274.9 | |
082 | 0 | _a003/.52/015192 | |
100 | 1 | _aDevroye, Luc. | |
245 | 1 | 2 | _aA Probabilistic Theory of Pattern Recognition. |
250 | _a1st ed. | ||
264 | 1 |
_aNew York, NY : _bSpringer, _c1996. |
|
264 | 4 | _c©1996. | |
300 | _a1 online resource (631 pages) | ||
336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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490 | 1 |
_aStochastic Modelling and Applied Probability Series ; _vv.31 |
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505 | 0 | _aA Probabilistic Theory of Pattern Recognition -- Editor's page -- A Probabilistic Theory of Pattern Recognition -- Copyright -- Preface -- Contents -- 1 Introduction -- 2 The Bayes Error -- 3 Inequalities and Alternate Distance Measures -- 4 Linear Discrimination -- 5 Nearest Neighbor Rules -- 6 Consistency -- 7 Slow Rates of Convergence -- 8 Error Estimation -- 9 The Regular Histogram Rule -- 10 Kernel Rules -- 11 Consistency of the k-Nearest Neighbor Rule -- 12 Vapnik -Chervonenkis Theory -- 13 Combinatorial Aspects of Vapnik -Chervonenkis Theory -- 14 Lower Bounds for Empirical Classifier Selection -- 15 The Maximum Likelihood Principle -- 16 Parametric Classification -- 17 Generalized Linear Discrimination -- 18 Complexity Regularization -- 19 Condensed and Edited Nearest Neighbor Rules -- 20 Tree Classifiers -- 21 Data- Dependent Partitioning -- 22 Splitting the Data -- 23 The Resubstitution Estimate -- 24 Deleted Estimates of the Error Probability -- 25 Automatic Kernel Rules -- 26 Automatic Nearest Neighbor Rules -- 27 Hypercubes and Discrete Spaces -- 28 Epsilon Entropy and Totally Bounded Sets -- 29 Uniform Laws of Large Numbers -- 30 Neural Networks -- 31 Other Error Estimates -- 32 Feature Extraction -- Appendix -- Notation -- References -- Author Index -- Subject Index. | |
588 | _aDescription based on publisher supplied metadata and other sources. | ||
590 | _aElectronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2024. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries. | ||
650 | 0 | _aPattern perception. | |
655 | 4 | _aElectronic books. | |
700 | 1 | _aGyörfi, Laszlo. | |
700 | 1 | _aLugosi, Gabor. | |
776 | 0 | 8 |
_iPrint version: _aDevroye, Luc _tA Probabilistic Theory of Pattern Recognition _dNew York, NY : Springer,c1996 _z9781461268772 |
797 | 2 | _aProQuest (Firm) | |
830 | 0 | _aStochastic Modelling and Applied Probability Series | |
856 | 4 | 0 |
_uhttps://ebookcentral.proquest.com/lib/orpp/detail.action?docID=3074637 _zClick to View |
999 |
_c67371 _d67371 |