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Random variable value or x (x) F n o i ct n u f n o i t u b ri st i d ve i t a l mu cu 18/23 Cumulative Distribution Function (CDF) The cumulative distribution function F(x) for a discrete random variable is a stepfunction Example (Widgets, PMF and CDF, cont)(b)If f(x) has a critical point at x= 0 and f00(x) >0, then f(x) has a local minimum The domain is that xmust be in the interval 0;40 Taking the derivative of A(x) and setting it equal to 0 gives a critical point at x= Evaluating the area at the endpointsThe cumulative distribution function F(x) for a continuous rv X is defined for every number x by F(x) = P(X ≤ x) = For each x, F(x) is the area under the density curve to the left of x This is illustrated in Figure 45, where F(x) increases smoothly as x increases Figure 45 A pdf and associated cdf
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x[X^ "¯^ ~fBA 40'ã-F(x) = Z x a d dt (F(t))dt C where C= F(a) The second part of the fundamental theorem says that di erentiation undoes integration, in the sense that f(x) = d dx Z x a f(t)dt;S = e , x = e ⇒ sx = 0 s = a , x = a ⇒ sx = 0 s = b , x = b ⇒ sx = 0 , so Axiom (5) is also verified We also note that s·e = s for any s 6= 0 in F Thus, F is a commutative ring with identity To show that F is a field we need to show further that F is a division ring;



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Density function (PDF) of Xis the function f X(x) such that for any two numbers aand bin the domain X, with aThe yintercept is found when x = 0 f (x) = x 2 − 1 3 x 4 0 Use y = f (x) y = x 2 − 1 3 x 4 0 If x1 Majority Voting, ie, f(x,y,z) = 1 if the algebraic sum xy z ≥ 2, and f(x,y,z) = 0 otherwise 2 Parity f(x,y,z) = 0 if the algebraic sum x y z is even, and f(x,y,z) = 1 if it is odd 3 All or Nothing f(0,0,0) = f(1,1,1) = 1, otherwise f(x,y,z) = 0 Solution 1 Majority Voting f(x,y,z) = x·y x·z y ·z 2 Parity f(x,y,z
And let X = f (k) k2Pg Note that X contains itsIf f(x) is the density function for a random variable X, then we can represent y f(x) graphically by a curve as in Fig 22 Since f(x) 0, the curve cannot fall below the x axis The entire area bounded by the curve and the x axis must be 1 because of Property 2 on page 36 Geometrically the probability that X is between a and b, ie,B F(A,B,C,D) = D (A' C') 6 a Since the universal gates {AND, OR, NOT can be constructed from the NAND gate, it is universal
X x x y y y x y x y x y x y • Resolve each force into rectangular components, then add the components in each direction x x x x x F R P Q S • The scalar components of the resultant vector are equal to the sum of the corresponding scalar components of the given forces y y y y y F R P Q S x y x y R R R R2 R2 tan 1The result is considered significant when the calculated Fratio is more than the critical Fratio We can calculate the critical Fratio using the Ftable or an apt tool Source−b a = − coe of x coe of x2 ii) = c a = constant term coe of x2 36 The quadratic equation whose roots are and is (x− )(x− )=0 ie x2 −( )x =0 ie x2 −SxP=0whereS=Sum of the roots and P =Product of the roots 37 For an arithmetic progression(AP) whose rst term is (a) and the common di erence is (d) i) nthterm= t n



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0≤t≤40 0≤h≤100 Examiners report In part (c), most candidates were able to sketch a somewhat accurate representation of the height of the wheel over two full cycles f(x)=sinx tanx= sinx cosx 5 marks 5b Let sinx=2 Show that 3A function f f has a local maximum at a point b b in an open interval (a, c) (a, c) if f (b) f (b) is greater than or equal to f (x) f (x) for every point x x ( x x does not equal b b) in the interval Likewise, f f has a local minimum at a point b b in (a, c) (a, c) if f (b) f (b) is less than or equal to f (x) f (x) for every x x ( x x doesThe next statement discusses f of X equals the absolute value of X plus one, and it is saying that it is continuous for all ex been that differential for all X And this is true because if we look at the graph of F equals the absolute value of X plus one, it's going to be the graph of the absolute value function shifted to the left



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Homework 7 Real Analysis Joshua Ruiter Proposition 01 (Exercise 4) Let fbe integrable on 0;b De ne g(x) = Z b x f(t) t dt for 02 If a < b, then F(a) ≤ F(b) for any real numbers a and bF(x) (a,b) 7!(a,b) flip over the yaxis One important point of caution to keep in mind is that most of the visual horizontal changes described in the chart above are the exact opposite of the e↵ect that most people anticipate after having seen the chart on page 68 To 70



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Where fis a continuous function on an open interval containing aand x Problems 1 Let f(x) = 1 1x4 a, and let Fbe an antiderivative of f, so that F0= fSection 2 De nitions (LECTURE NOTES 5) 77 (a)Verify function f(x) satis es the second property of pdfs, Z 1 1 f(x) dx= Z 4 2 1 6 xdx= x2 12 x=4 x=2 = 42 12 22 12 = 12∆kf(a) = f(ax) real a,x difference formula f = polynomial 9 Euler's summation X a≤k



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Probability that X takes on some value a, we deal with the socalled probability density of X at a, symbolized by f(a) = probability density of X at a 2 However, intervals of values can always be assigned probabilities The probability of any continuous interval is given by p(a ≤ X ≤ b) = ∫f(x) dx =Area under f(X) from a to b b aNow we saw that functions that are differentiable more than once could be useful, we define new classes of functions as follows Definition 51 The Space of Cn Functions If f(x) is n times differentiable on a,b and if fn(x) is itself continuous on a,b, we shall write f(x) ∈ Cna,b NoteCna,b is a linear space of functions Example 53 Here is a function that is continuous but19 If x 1, x 2, x 3 and y 1, y 2, y 3 are both in GP with the same common ratio, then the points (x 1, y 1) (x 2, y 2) and (x 3, y 3) (A) lie on a straight line (B) lie on an ellipse lie on a circle (D) are vertices of a triangle The sum of the radii of inscribed and circumscribed circles for an n sided regular polygon of



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Misc 43Choose the correct answerIf 𝑓𝑎𝑏−𝑥=𝑓𝑥, then 𝑎𝑏𝑥 𝑓𝑥𝑑𝑥 is equal to (A) 𝑎𝑏2𝑎𝑏 𝑓𝑏−𝑥𝑑𝑥 (B) 𝑎𝑏2𝑎𝑏 𝑓𝑏𝑥𝑑𝑥 𝑏 −𝑎2𝑎𝑏 𝑓𝑥𝑑𝑥 (D) 𝑎𝑏2𝑎𝑏Your input find the average rate of change of $$$ f\left(x\right)=x^{2} $$$ on the interval $$$ \left1,3\right $$$ The average rate of change of $$$ f\left(x\right) $$$ on the interval $$$ a,b $$$ is $$$ \frac{f(b)f(a)}{ba} $$$ We have that $$$ a=1 $$$, $$$ b=3 $$$, $$$ f\left(x\right)=x^{2} $$$Xk = X k x k!



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Math 432 Real Analysis II Solutions to Homework due March 11 Question 1 Let f(x) = k be a constant function for k 2R 1 Show that f is integrable over any a;b by using Cauchy's " P condition for integrabilityX a f(t)dt This value is f(x) (b) d dx Z b a f(t)dt This value is zero (it's the derivative of a constant) (c) Z b a d dx f(x)dx This value is f(b)−f(a) (d) Z b a f(x)dt This is a little tricky since the integral is in terms of t, but f is an expression in x, it will be constant with respect to t The answer f(x)(bIe, for each s 6= 0 F in F, the equations sx = 1 F ≡ e has



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X such that P(a6X6b) = b a f(x)dx for every aand b The function fis called the density function for Xor the PDF for X More precisely, such an Xis said to have an absolutely ontinuousc distribution Note that 1 1 f(x)dx= P(1The function f(x) = x3 is increasing between 0 and 1 Therefore the supremum of the values on an interval (x i 1;x i) is f(x i) = x3i, and the in mum is f(x i 1) = x3i 1 Thus we can calculate the lower and upper sums of fwith respect to D n L(f;D n) = i=1 (i 1 n)3 1 n = 1 n4 i=1 (i 1)3 = 1 4n4 (n4 2n3 n2) n3 n4 = 1 4 1 2n 1 4n2 AF (x) ∈ F x such that the Galois group of f (x) is isomorphic to G Solution Any group G is a subgroup of a permutation group Sn There exists a field F and a polynomial f (x) (for example general polynomial) with Galois group Sn Let E be the splitting field of f (x) and B = EG Then G is the Galois group of F (x) over B Problem set 11 1



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The function F(x) C is the General Antiderivative of the function f(x) on an interval I if F0(x) = f(x) for all x in I and C is an arbitrary constant The function x2 C where C is an arbitrary constant, is the General Antiderivative of 2x This is actually a family of functions, each with its own value of C Definition Indefinite IntegralX k ∆kf(a) k!The function FX(x) is also called the distributionfunction of X 162 Properties of a CumulativeDistribution Function The valuesFX(X)of the distributionfunction of a discrete random variable X satisfythe conditions 1 F(∞)= 0 and F(∞)=1;



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B there is a left inverse g B !The graph of a function f (x) = a x 2 b x c open up or open down depending on the value of a When a > 0 the graph open up When a < 0 the graph open down In this case a = 1 Since 1 > 0 the graph open up c) What is the yIntercept?Lagrange's Mean Value Theorem If a function f is defined on the closed interval a,b satisfying the following conditions – i) The function f is continuous on the closed interval a, b ii)The function f is differentiable on the open interval (a, b) Then there exists a value x = c in such a way that f'(c) = f(b) – f(a)/(ba)This theorem is also known as the first mean value



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FX (x ) dx = F X (1 ) F X (1 ) = 1 0 = 1 This says that the total area under the pdf curve is equal to the total proba bility that X takes a value between 1 and 1 , which is1Derivative examples Example #1 f (x) = x 3 5x 2 x8 f ' (x) = 3x 2 2⋅5x10 = 3x 2 10x1 Example #2 f (x) = sin(3x 2) When applying the chain rule f ' (x) = cos(3x 2) ⋅ 3x 2' = cos(3x 2) ⋅ 6x Second derivative test When the first derivative of a function is zero at point x 0 f '(x 0) = 0 Then the second derivative at point x 0, f''(x 0), can indicate the type of that pointSolution Let f(x) = d(x;y) By Theorem 403, the function f is continuous By Corollary 427, there exists a point a2Xsuch that d(a;y) d(x;y) for all x2X To see that the conclusion may fail if \compact" is replaced by \closed," let M= l1 Let (k) 2l1 be given by (k) n = (1 if n= k 0 if n6= k;



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Minimum SOP and POS •f= xyz x`yz xy`z Is called sum of products The is sum operator which is an OR gate The product such as xy is an AND gate for the two inputs x and yAnnotations for §14 (iii) , §14 (iii) , §14 and Ch1 If f ( n) exists and is continuous on an interval I, then we write f ∈ C n ( I) When n ≥ 1, f is continuously differentiable on I When n is unbounded, f is infinitely differentiable on I and we write f ∈ C ∞ The composition of f and g is the function g ∘ f A → C defined by (g ∘ f)(x) = g(f(x)) for all x ∈ A We often refer to the function g ∘ f as a composite function It is helpful to think of composite function g ∘ f as " f followed by g " We then refer to f



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Question 1 The Random Variable X Has Mean µ And Variance O Three Independent Observa Tions Homeworklib
C D F B A) 15º B) 18º C) 30º D) 36º E) º RESOLUCIÓN Completando ángulos m∠BAC = m ∠ACB = 4x m∠DAC = x A X X 4x X 3x 3x 4x 2x 2x E C D F B ∆ACD 4x 4x x = 180º x = º RPTA E 11 En la figura mostrada, calcule "x" X 5 5 3 3 30º A) 60º B) 40º C) 80º D) 70º E) 50º RESOLUCIÓN Del gráfico ∠ exterior 8αA such that g f = idA Solution For each b 2 B such that b = f(a) for some a 2 A, we set g(b) = a This is wellde ned since for each b 2 B there is at most one such a Now pick some element 2 A and for each b 2A function f from A to B is an assignment of exactly one element of B to each element of A If f is a function from A to B, wee write f A !B Domain, Codomain, Image, Preimage, Range A function from A to B f A !B A is the domain B is the codomain a 2A, b 2B such that f(a) = b a is the preimage of b under f b is the image of a under f



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Then f g(b) = f(g(b)) = f(a) = b, ie f g = idB 119 Show that for an injective function f A !



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