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001 978-1-4419-9878-1
003 DE-He213
005 20140220082803.0
007 cr nn 008mamaa
008 121120s2013 xxu| s |||| 0|eng d
020 _a9781441998781
_9978-1-4419-9878-1
024 7 _a10.1007/978-1-4419-9878-1
_2doi
050 4 _aQA402.5-402.6
072 7 _aPBU
_2bicssc
072 7 _aMAT003000
_2bisacsh
082 0 4 _a519.6
_223
100 1 _aXanthopoulos, Petros.
_eauthor.
245 1 0 _aRobust Data Mining
_h[electronic resource] /
_cby Petros Xanthopoulos, Panos M. Pardalos, Theodore B. Trafalis.
264 1 _aNew York, NY :
_bSpringer New York :
_bImprint: Springer,
_c2013.
300 _aXII, 59 p. 6 illus.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSpringerBriefs in Optimization,
_x2190-8354
505 0 _a1. Introduction -- 2. Least Squares Problems -- 3. Principal Component Analysis -- 4. Linear Discriminant Analysis -- 5. Support Vector Machines -- 6. Conclusion.
520 _aData uncertainty is a concept closely related with most real life applications that involve data collection and interpretation. Examples can be found in data acquired with biomedical instruments or other experimental techniques. Integration of robust optimization in the existing data mining techniques aim to create new algorithms resilient to error and noise. This work encapsulates all the latest applications of robust optimization in data mining. This brief contains an overview of the rapidly growing field of robust data mining research field and presents  the most well known machine learning algorithms, their robust counterpart formulations and algorithms for attacking these problems. This brief will appeal to theoreticians and data miners working in this field.
650 0 _aMathematics.
650 0 _aSoftware engineering.
650 0 _aData mining.
650 0 _aMathematical optimization.
650 1 4 _aMathematics.
650 2 4 _aOptimization.
650 2 4 _aData Mining and Knowledge Discovery.
650 2 4 _aSoftware Engineering/Programming and Operating Systems.
700 1 _aPardalos, Panos M.
_eauthor.
700 1 _aTrafalis, Theodore B.
_eauthor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9781441998774
830 0 _aSpringerBriefs in Optimization,
_x2190-8354
856 4 0 _uhttp://dx.doi.org/10.1007/978-1-4419-9878-1
912 _aZDB-2-SMA
999 _c94499
_d94499