LEADER 03505nam 22005895 450 001 9910863274903321 005 20251202143016.0 010 $a9789811595196 010 $a9811595194 024 7 $a10.1007/978-981-15-9519-6 035 $a(CKB)4100000011610236 035 $a(MiAaPQ)EBC6408092 035 $a(DE-He213)978-981-15-9519-6 035 $a(PPN)252505522 035 $a(EXLCZ)994100000011610236 100 $a20201124d2021 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aNew Developments in Unsupervised Outlier Detection $eAlgorithms and Applications /$fby Xiaochun Wang, Xiali Wang, Mitch Wilkes 205 $a1st ed. 2021. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2021. 215 $a1 online resource (XXI, 277 p. 138 illus., 120 illus. in color.) 311 08$a9789811595189 311 08$a9811595186 327 $aOverview and Contributions -- Developments in Unsupervised Outlier Detection Research -- A Fast Distance-Based Outlier Detection Technique Using A Divisive Hierarchical Clustering Algorithm -- A k-Nearest Neighbour Centroid Based Outlier Detection Method -- A Minimum Spanning Tree Clustering Inspired Outlier Detection Technique -- A k-Nearest Neighbour Spectral Clustering Based Outlier Detection Technique -- Enhancing Outlier Detection by Filtering Out Core Points and Border Points -- An Effective Boundary Point Detection Algorithm via k-Nearest Neighbours Based Centroid -- A Nearest Neighbour Classifier Based Automated On-Line Novel Visual Percept Detection Method -- Unsupervised Fraud Detection in Environmental Time Series Data. . 330 $aThis book enriches unsupervised outlier detection research by proposing several new distance-based and density-based outlier scores in a k-nearest neighbors? setting. The respective chapters highlight the latest developments in k-nearest neighbor-based outlier detection research and cover such topics as our present understanding of unsupervised outlier detection in general; distance-based and density-based outlier detection in particular; and the applications of the latest findings to boundary point detection and novel object detection. The book also offers a new perspective on bridging the gap between k-nearest neighbor-based outlier detection and clustering-based outlier detection, laying the groundwork for future advances in unsupervised outlier detection research. The authors hope the algorithms and applications proposed here will serve as valuable resources for outlier detection researchers for years to come. 606 $aComputational intelligence 606 $aData mining 606 $aEngineering$xData processing 606 $aComputational Intelligence 606 $aData Mining and Knowledge Discovery 606 $aData Engineering 615 0$aComputational intelligence. 615 0$aData mining. 615 0$aEngineering$xData processing. 615 14$aComputational Intelligence. 615 24$aData Mining and Knowledge Discovery. 615 24$aData Engineering. 676 $a006.312 700 $aWang$b Xiaochun$01225159 702 $aWang$b Xiali 702 $aWilkes$b Mitch 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910863274903321 996 $aNew developments in unsupervised outlier detection$92844686 997 $aUNINA LEADER 01521nam 2200205zu 450 001 996695827803316 005 20260108110144.0 035 $a(CKB)37899630200041 035 $a(UnM)99864084 035 $a(EXLCZ)9937899630200041 100 $a20250319|1647uuuu || | 101 0 $aeng 135 $aur||||||||||| 200 10$aKings Majesties Last Message And Declaration To His Excellency Sir Thomas Fairfax : Communicating I. His Maj. Desires Touching His Subjects Of England. 2. His Maj. Firme Resolution, Touching The Priviledge Of His Subjects. 3. His Maj. Gracious Promise To His Excellency. Written By His Maj. Own Hand, And Signed Charles Rex, Now Resident In The Isle Of Wight. Whereunto Is Annexed, The Gen. Resolution And Answer, Concerning His Maj. Desires Presented To The Publike View Of The Kingdome. Imprimatur G. Mabbot 210 $cProQuest, UMI$d1647 700 $aCharles$cKing of England,$f1600-1649.$0793295 906 $aBOOK 912 $a996695827803316 996 $aKings Majesties Last Message And Declaration To His Excellency Sir Thomas Fairfax : Communicating I. His Maj. Desires Touching His Subjects Of England. 2. His Maj. Firme Resolution, Touching The Priviledge Of His Subjects. 3. His Maj. Gracious Promise To His Excellency. Written By His Maj. Own Hand, And Signed Charles Rex, Now Resident In The Isle Of Wight. Whereunto Is Annexed, The Gen. Resolution And Answer, Concerning His Maj. Desires Presented To The Publike View Of The Kingdome. Imprimatur G. Mabbot$94520066 997 $aUNISA