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Common Symbols and Terminology

Authors
Affiliations
New York University
Australian National University

The following symbols and conventions are used throughout the book.

SymbolMeaning
1 ⁣ ⁣1{P}\1\{P\}indicator, equal to 1 if statement PP is true and 0 otherwise
α1\alpha \coloneqq 1α\alpha is defined to be equal to 1
f1f \equiv 1function ff is everywhere equal to 1
(A)\wp(A)the power set of AA — the collection of all subsets of AA
[n]\natset{n}{1,,n}\{1, \ldots, n\}
N\NN, Z\ZZ, R\RR and C\CCthe natural, integer, real, and complex numbers respectively
Z+\ZZ_+, R+\RR_+, etc.the nonnegative elements of Z\ZZ, R\RR, etc.
x\lvert x\rvert for xRx \in \RRthe absolute value of xx
λ\lvert \lambda\rvert for λC\lambda \in \CCthe modulus of λ\lambda (i.e., a2+b2\sqrt{a^2+b^2} if λ=a+ib\lambda=a+ib)
B\lvert B\rvert for set BBthe cardinality of BB
Rn\RR^nall nn-tuples of real numbers
xyx \leq y for x,yRnx,y \in \RR^nxiyix_i \leq y_i for i=1,,ni=1,\ldots,n (pointwise partial order)
xyx \ll y for x,yRnx,y \in \RR^nxi<yix_i < y_i for i=1,,ni=1,\ldots,n
D(F)\dD(F)the set of distributions on FF
RM\RR^{\Msf}the set of all functions from M\Msf to R\RR
iRMi\RR^{\Msf}the set of increasing functions in RM\RR^{\Msf}
L(RX)\lopxthe set of linear operators on RX\RR^{\Xsf}
M(RX)\mopxthe set of Markov operators in L(RX)\lopx (see Section 2.3.3.4)
a,b\la a, b \rainner product of the vectors aa and bb
αAuα\bigvee_{\alpha \in A} u_\alphathe supremum of {uα}αA\{u_\alpha\}_{\alpha \in A}
αAuα\bigwedge_{\alpha \in A} u_\alphathe infimum of {uα}αA\{u_\alpha\}_{\alpha \in A}
IIDindependent and identically distributed
X=dYX \eqdist YXX and YY have the same distribution
XFX \sim FXX has distribution FF
FFGF \lefsd GGG first-order stochastically dominates FF