Minimization of φ-divergences on sets of signed measures

被引:55
作者
Broniatowski, Michael [1 ]
Keziou, Amor
机构
[1] Univ Paris 06, LSTA, F-75252 Paris 05, France
[2] Univ Reims, Math Lab, CNRS, UMR 6056, F-51100 Reims, France
关键词
minimum divergences; maximum entropy; convex programming; moment problem; empirical likelihood; convex distances; Fenchel duality;
D O I
10.1556/SScMath.43.2006.4.2
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We consider the minimisation problem of phi-divergences between a given probability measure P and subsets Omega of the vector space M-F of all signed measures which integrate a given class F of bounded or unbounded measurable functions. The vector space M-F is endowed with the weak topology induced by the class F boolean OR B-b where B-b is the class of all bounded measurable functions. We treat the problems of existence and characterization of the phi-projections of P on Omega. We also consider the dual equality and the dual attainment problems when Omega is defined by linear constraints.
引用
收藏
页码:403 / 442
页数:40
相关论文
共 31 条
[1]   MINIMUM HELLINGER DISTANCE ESTIMATES FOR PARAMETRIC MODELS [J].
BERAN, R .
ANNALS OF STATISTICS, 1977, 5 (03) :445-463
[2]   PARTIALLY-FINITE PROGRAMMING IN L-1 AND THE EXISTENCE OF MAXIMUM ENTROPY ESTIMATES [J].
Borwein, J. M. ;
Lewis, A. S. .
SIAM JOURNAL ON OPTIMIZATION, 1993, 3 (02) :248-267
[3]   PARTIALLY FINITE CONVEX-PROGRAMMING .2. EXPLICIT LATTICE MODELS [J].
BORWEIN, JM ;
LEWIS, AS .
MATHEMATICAL PROGRAMMING, 1992, 57 (01) :49-83
[4]   DUALITY RELATIONSHIPS FOR ENTROPY-LIKE MINIMIZATION PROBLEMS [J].
BORWEIN, JM ;
LEWIS, AS .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1991, 29 (02) :325-338
[5]  
Brondsted A, 1964, MATEMAT-FYSIS MEDDEL, V34, P27
[6]  
CRESSIE N, 1984, J ROY STAT SOC B MET, V46, P440
[7]   SANOV PROPERTY, GENERALIZED I-PROJECTION AND A CONDITIONAL LIMIT-THEOREM [J].
CSISZAR, I .
ANNALS OF PROBABILITY, 1984, 12 (03) :768-793
[8]   MEM pixel correlated solutions for generalized moment and interpolation problems [J].
Csiszár, I ;
Gamboa, F ;
Gassiat, E .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1999, 45 (07) :2253-2270
[9]   GENERALIZED PROJECTIONS FOR NONNEGATIVE FUNCTIONS [J].
CSISZAR, I .
ACTA MATHEMATICA HUNGARICA, 1995, 68 (1-2) :161-186
[10]   I-DIVERGENCE GEOMETRY OF PROBABILITY DISTRIBUTIONS AND MINIMIZATION PROBLEMS [J].
CSISZAR, I .
ANNALS OF PROBABILITY, 1975, 3 (01) :146-158