LEADER 02563nam 2200541Ia 450 001 9910783398503321 005 20230617031739.0 010 $a1-59327-085-2 035 $a(CKB)1000000000027050 035 $a(EBL)273487 035 $a(OCoLC)191037099 035 $a(SSID)ssj0000074729 035 $a(PQKBManifestationID)11110145 035 $a(PQKBTitleCode)TC0000074729 035 $a(PQKBWorkID)10144199 035 $a(PQKB)10688917 035 $a(MiAaPQ)EBC273487 035 $a(Au-PeEL)EBL273487 035 $a(CaPaEBR)ebr10082413 035 $a(OCoLC)70745817 035 $a(EXLCZ)991000000000027050 100 $a20050322d2005 uy 0 101 0 $aeng 135 $aur|n|---||||| 181 $ctxt 182 $cc 183 $acr 200 10$aEnding spam$b[electronic resource] $eBayesian content filtering and the art of statistical language classification /$fJonathan A. Zdziarski 205 $a1st ed. 210 $aSan Francisco $cNo Starch Press$d2005 215 $a1 online resource (314 p.) 300 $aIncludes index. 311 $a1-59327-052-6 327 $aPreliminaries; Acknowledgments; Brief Contents; Contents In Detail; Introduction; The History Of Spam; Historical Approaches To Fighting Spam; Language Classification Concepts; Statistical Filtering Fundamentals; Decoding: Uncombobulating Messages; Tokenization: The Building Blocks Of Spam; The Low-down Dirty Tricks Of Spammers; Data Storage For A Zillion Records; Scaling In Large Environments; Testing Theory; Concept Identification: Advanced Tokenization; Fifth-order Markovian Discrimination; Intelligent Feature Set Reduction; Collaborative Algorithms; Shining Examples Of Filtering; Index 330 $aEnding Spam describes, in-depth, how statistical filtering is being used by next-generation spam filters to identify and filter unwanted email. Readers gain a complete understanding of the mathematical approaches used in today's spam filters, decoding, tokenization, the use of various algorithms (including Bayesian analysis and Markovian discrimination), and the benefits of using open source solutions to end spam. 606 $aSpam filtering (Electronic mail) 606 $aFilters (Mathematics) 615 0$aSpam filtering (Electronic mail) 615 0$aFilters (Mathematics) 676 $a005.7/13 700 $aZdziarski$b Jonathan A$01463487 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910783398503321 996 $aEnding spam$93672760 997 $aUNINA