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1、常用数学符号英文对照Basic math symbolsSymbolSymbol NameMeaning / definitionExample=equals signequality5 = 2+35 is equal to 2+3not equal signinequality5 45 is not equal to 4approximately equalapproximationsin(0.01) 0.01,x  y means x is approximately equal to y>strict inequality

2、greater than5 > 45 is greater than 4<strict inequalityless than4 < 54 is less than 5inequalitygreater than or equal to5 4,x  y means x is greater than or equal to yinequalityless than or equal to4 5,x y means x is greater than or equal to y(

3、 )parenthesescalculate expression inside first2 × (3+5) = 16 bracketscalculate expression inside first(1+2)×(1+5) = 18+plus signaddition1 + 1 = 2minus signsubtraction2 1 = 1±plus - minusboth plus and minus operations3 ± 5 = 8 and -2±minus - plusboth minus and plus operations

4、3 ± 5 = -2 and 8*asteriskmultiplication2 * 3 = 6×times signmultiplication2 × 3 = 6·multiplication dotmultiplication2 · 3 = 6÷division sign / obelusdivision6 ÷ 2 = 3/division slashdivision6 / 2 = 3horizontal linedivision / fractionmodmoduloremainder calculation7 mod

5、 2 = 1.perioddecimal point, decimal separator2.56 = 2+56/100abpowerexponent23 = 8abcaretexponent2 3 = 8asquare roota · a  = a9 = ±33acube root3a · 3a  · 3a  = a38 = 24afourth root4a · 4a

6、0; · 4a  · 4a  = a416 = ±2nan-th root (radical) for n=3, n8 = 2%percent1% = 1/10010% × 30 = 3per-mille1 = 1/1000 = 0.1%10 × 30 = 0.3ppmper-million1ppm = 1/100000010ppm × 30 = 0.0003ppbper-billion1ppb = 1/100000

7、000010ppb × 30 = 3×10-7pptper-trillion1ppt = 10-1210ppt × 30 = 3×10-10Geometry symbolsSymbolSymbol NameMeaning / definitionExampleangleformed by two raysABC = 30°measured angle ABC = 30°spherical angle AOB = 30°right angle= 90° = 90°°degree

8、1 turn = 360° = 60°degdegree1 turn = 360deg = 60degprimearcminute, 1° = 60 = 60°59double primearcsecond, 1 = 60 = 60°5959lineinfinite line ABline segmentline from point A to point B rayline that start from point A arcarc from point A to point B = 60°

9、perpendicularperpendicular lines (90° angle)AC  BC| |parallelparallel linesAB | | CDcongruent toequivalence of geometric shapes and sizeABC XYZsimilaritysame shapes, not same sizeABC XYZtriangletriangle shapeABC BCD|x-y|distancedistance between points x and y| x-y 

10、| = 5pi constant = 3.141592654.is the ratio between the circumference and diameter of a circlec = ·d = 2··rradradiansradians angle unit360° = 2 radcradiansradians angle unit360° = 2 cgradgradians / gonsgrads angle unit360° = 400 gradggradians /

11、gonsgrads angle unit360° = 400 gAlgebra symbolsSymbolSymbol NameMeaning / definitionExamplexx variableunknown value to findwhen 2x = 4, then x = 2equivalenceidentical to equal by definitionequal by definition :=equal by definitionequal by definition approximat

12、ely equalweak approximation11 10approximately equalapproximationsin(0.01) 0.01proportional toproportional toy  x when y = kx, k constantlemniscateinfinity symbol much less thanmuch less than1 1000000much greater thanmuch greater than1000000 1( )parenthesescalc

13、ulate expression inside first2 * (3+5) = 16 bracketscalculate expression inside first(1+2)*(1+5) = 18 bracesset xfloor bracketsrounds number to lower integer4.3 = 4xceiling bracketsrounds number to upper integer4.3 = 5x!exclamation markfactorial4! = 1*2*3*4 = 24| x |single vertical ba

14、rabsolute value| -5 | = 5f (x)function of xmaps values of x to f(x)f (x) = 3x+5(f  g)function composition(f  g) (x) = f (g(x)f (x)=3x,g(x)=x-1 (f  g)(x)=3(x-1)(a,b)open interval(a,b) = x | a < x < bx (2,6)a,bc

15、losed intervala,b = x | a  x  bx  2,6deltachange / differencet = t1 - t0discriminant = b2 - 4ac sigmasummation - sum of all values in range of series xi= x1+x2+.+xnsigmadouble summationcapital piproduct - product of all value

16、s in range of series xi=x1x2.xnee constant / Euler's numbere = 2.718281828.e = lim (1+1/x)x , xEuler-Mascheroni  constant = 0.527721566. golden ratiogolden ratio constant pi constant = 3.141592654.is the ratio between the circumference and diamet

17、er of a circlec = ·d = 2··rLinear Algebra SymbolsSymbolSymbol NameMeaning / definitionExample·dotscalar producta · b×crossvector producta × bABtensor producttensor product of A and BA  Binner product   brackets

18、matrix of numbers ( )parenthesesmatrix of numbers | A |determinantdeterminant of matrix A det(A)determinantdeterminant of matrix A | x |double vertical barsnorm ATtransposematrix transpose(AT)ij = (A)jiAHermitian matrixmatrix conjugate transpose(A)ij

19、 = (A)jiA*Hermitian matrixmatrix conjugate transpose(A*)ij = (A)jiA -1inverse matrixA A-1 = I rank(A)matrix rankrank of matrix Arank(A) = 3dim(U)dimensiondimension of matrix Arank(U) = 3Probability and statistics symbolsSymbolSymbol NameMeaning / definitionExampleP(A)pr

20、obability functionprobability of event AP(A) = 0.5P(A  B)probability of events intersectionprobability that of events A and BP(AB) = 0.5P(A B)probability of events unionprobability that of events A or BP(AB) = 0.5P(A | B)conditional probability functionprobability of event A

21、 given event B occuredP(A | B) = 0.3f (x)probability density function (pdf)P(a  x  b) =  f (x) dx F(x)cumulative distribution function (cdf)F(x) = P(X x) population meanmean of population values = 10E(X)expectation valueexpected value

22、of random variable XE(X) = 10E(X | Y)conditional expectationexpected value of random variable X given YE(X | Y=2) = 5var(X)variancevariance of random variable Xvar(X) = 42variancevariance of population values2 = 4std(X)standard deviationstandard deviation of random variable Xstd(X) = 2Xstandard

23、 deviationstandard deviation value of random variable XX  = 2medianmiddle value of random variable xcov(X,Y)covariancecovariance of random variables X and Ycov(X,Y) = 4corr(X,Y)correlationcorrelation of random variables X and Ycorr(X,Y) = 0.6X,Ycorrelationcorrelation of random variabl

24、es X and YX,Y = 0.6summationsummation - sum of all values in range of seriesdouble summationdouble summationMomodevalue that occurs most frequently in population MRmid-rangeMR = (xmax+xmin)/2 Mdsample medianhalf the population is below this value Q1lower / first quartile25%

25、of population are below this value Q2median / second quartile50% of population are below this value = median of samples Q3upper / third quartile75% of population are below this value xsample meanaverage / arithmetic meanx = (2+5+9) / 3 = 5.333s 2sample variancepopulation sam

26、ples variance estimators 2 = 4ssample standard deviationpopulation samples standard deviation estimators = 2zxstandard scorezx = (x-x) / sx X distribution of Xdistribution of random variable XX  N(0,3)N(,2)normal distributiongaussian distributionX

27、60; N(0,3)U(a,b)uniform distributionequal probability in range a,b X  U(0,3)exp()exponential distributionf (x) = e-x , x0 gamma(c, )gamma distributionf (x) = c xc-1e-x / (c), x0  2(k)chi-square distributionf (x) = x

28、k/2-1e-x/2 / ( 2k/2 (k/2) ) F (k1, k2)F distribution  Bin(n,p)binomial distributionf (k) = nCk pk(1-p)n-k Poisson()Poisson distributionf (k) = ke- / k! Geom(p)geometric distributionf (k) =  p(1-p) k&#

29、160;HG(N,K,n)hyper-geometric distribution  Bern(p)Bernoulli distribution  Combinatorics SymbolsSymbolSymbol NameMeaning / definitionExamplen!factorialn! = 1·2·3·.·n5! = 1·2·3·4·5 = 120nPkpermutation5P3 = 5! / (5-3)! = 60nCk c

30、ombination5C3 = 5!/3!(5-3)!=10Set theory symbolsSymbolSymbol NameMeaning / definitionExample seta collection of elementsA = 3,7,9,14,B = 9,14,28A Bintersectionobjects that belong to set A and set BA B = 9,14A Bunionobjects that belong to set A or set BA B = 3,7,9,14,28A Bsubsetsubset has f

31、ewer elements or equal to the set9,14,28 9,14,28A Bproper subset / strict subsetsubset has fewer elements than the set9,14 9,14,28A Bnot subsetleft set not a subset of right set9,66 9,14,28A Bsupersetset A has more elements or equal to the set B9,14,28 9,14,28A Bproper superset / strict supersetset

32、A has more elements than set B9,14,28 9,14A Bnot supersetset A is not a superset of set B9,14,28 9,662Apower setall subsets of A power setall subsets of A A = Bequalityboth sets have the same membersA=3,9,14,B=3,9,14,A=BAccomplementall the objects that do not belong to set A A Brelati

33、ve complementobjects that belong to A and not to BA = 3,9,14,B = 1,2,3,A-B = 9,14A - Brelative complementobjects that belong to A and not to BA = 3,9,14,B = 1,2,3,A-B = 9,14A Bsymmetric differenceobjects that belong to A or B but not to their intersectionA = 3,9,14,B = 1,2,3,A B = 1,2,9,14A Bsymmetr

34、ic differenceobjects that belong to A or B but not to their intersectionA = 3,9,14,B = 1,2,3,A B = 1,2,9,14aAelement ofset membership A=3,9,14, 3 AxAnot element ofno set membershipA=3,9,14, 1 A(a,b)ordered paircollection of 2 elements A×Bcartesian productset of all ordered pairs from

35、A and B |A|cardinalitythe number of elements of set AA=3,9,14, |A|=3#Acardinalitythe number of elements of set AA=3,9,14, #A=3aleph-nullinfinite cardinality of natural numbers set aleph-onecardinality of countable ordinal numbers set Øempty setØ = C = Øuniversal setset

36、of all possible values 0natural numbers / whole numbers  set (with zero)0 = 0,1,2,3,4,.0  01natural numbers / whole numbers  set (without zero)1 = 1,2,3,4,5,.6  1integer numbers set = .-3,-2,-1,0,1,2,3,.-6  rational numbers set = x | x=a/b,

37、 a,b2/6  real numbers set = x | - < x <6.343434complex numbers set = z | z=a+bi, -<a<,      -<b<6+2i  Logic symbolsSymbolSymbol NameMeaning / definitionExample·andandx · ycaret / cir

38、cumflexandx  y&ampersandandx & y+plusorx + yreversed caretorx  y|vertical lineorx | yx'single quotenot - negationx'xbarnot - negationx¬notnot - negation¬ x!exclamation marknot - negation! xcircled plus / oplusexclu

39、sive or - xorx  ytildenegation ximplies  equivalentif and only if (iff) equivalentif and only if (iff) for all  there exists  there does not exists  therefore  because / since  Calculus & analysis symbolsSymbolS

40、ymbol NameMeaning / definitionExamplelimitlimit value of a function epsilonrepresents a very small number, near zero  0ee constant / Euler's numbere = 2.718281828.e = lim (1+1/x)x ,xy 'derivativederivative - Lagrange's notation(3x3)' = 9x2y ''second derivativederivative of derivative(3x3)'' = 18xy(n)nth derivativen times derivation(3x3)(3) = 18derivativederivat

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