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008 170212s2015 gw | s |||| 0|eng d
020 _a9783319220994
_9978-3-319-22099-4
024 7 _a10.1007/978-3-319-22099-4
_2doi
035 _ato000560570
040 _aSpringer
_cSpringer
_dRU-ToGU
050 4 _aQA273.A1-274.9
050 4 _aQA274-274.9
072 7 _aPBT
_2bicssc
072 7 _aPBWL
_2bicssc
072 7 _aMAT029000
_2bisacsh
082 0 4 _a519.2
_223
100 1 _aBercu, Bernard.
_eauthor.
_9467609
245 1 0 _aConcentration Inequalities for Sums and Martingales
_helectronic resource
_cby Bernard Bercu, Bernard Delyon, Emmanuel Rio.
250 _a1st ed. 2015.
260 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2015.
300 _aX, 120 p. 9 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
490 1 _aSpringerBriefs in Mathematics,
_x2191-8198
505 0 _aClassical Results -- Concentration Inequalities for Sums -- Concentration Inequalities for Martingales -- Applications in Probability and Statistics.
520 _aThe purpose of this book is to provide an overview of historical and recent results on concentration inequalities for sums of independent random variables and for martingales. The first chapter is devoted to classical asymptotic results in probability such as the strong law of large numbers and the central limit theorem. Our goal is to show that it is really interesting to make use of concentration inequalities for sums and martingales. The second chapter deals with classical concentration inequalities for sums of independent random variables such as the famous Hoeffding, Bennett, Bernstein and Talagrand inequalities. Further results and improvements are also provided such as the missing factors in those inequalities. The third chapter concerns concentration inequalities for martingales such as Azuma-Hoeffding, Freedman and De la Pena inequalities. Several extensions are also provided. The fourth chapter is devoted to applications of concentration inequalities in probability and statistics.
650 0 _amathematics.
_9566183
650 0 _aFunctions of complex variables.
_9304502
650 0 _aHistory.
_9303998
650 0 _aProbabilities.
_9295556
650 1 4 _aMathematics.
_9566184
650 2 4 _aProbability Theory and Stochastic Processes.
_9303734
650 2 4 _aHistory of Mathematical Sciences.
_9296777
650 2 4 _aSeveral Complex Variables and Analytic Spaces.
_9304717
700 1 _aDelyon, Bernard.
_eauthor.
_9467610
700 1 _aRio, Emmanuel.
_eauthor.
_9467611
710 2 _aSpringerLink (Online service)
_9143950
773 0 _tSpringer eBooks
830 0 _aSpringerBriefs in Mathematics,
_9445669
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-22099-4
912 _aZDB-2-SMA
999 _c415267