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Y 1 y 2 2 3The slope of the line through them, m = y 2 y 1 x 2 x 1 = rise run Lines can be represented in three di erent ways Standard Form ax by = c SlopeIntercept Form y = mx b PointSlope Form y y 1 = mX is a value that X can take;⇒λ = λ 2 / 10 ⇒λ = 10 Now, substitute λ = 10, in the formula, we get P (X =0 ) = (e – λ λ 0)/0

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How do you calculate p(x)-= x(x1)(x2)1, and 0!Recall that for a PMF, \(f(x)=P(X=x)\) In other words, the PMF gives the probability our random variable is equal to a value, x We can also find the CDF using the PMF


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List of common statistics formulas (equations) used in descriptive statistics, inferential statistics, and survey sampling Includes links to web pages that explain how to use the formulas, including sample problems with solutionsRecall that for a PMF, \(f(x)=P(X=x)\) In other words, the PMF gives the probability our random variable is equal to a value, x We can also find the CDF using the PMFPoisson Probability distribution Examples and Questions Poisson probability distribution is used in situations where events occur randomly and independently a number of times on average during an interval of time or space
1 1 Triola, Essentials of Statistics, Third Edition Copyright 08 Pea rson Education, Inc 53 Binomial Probability Distributions 2 Triola, Essentials ofOnce you have determined that an experiment is a binomial experiment, then you can apply either the formula or technology (like a TI calculator) to find any related probabilities In this lesson, we will work through an example using the TI /84 calculator If you aren't sure how to use this to find binomial probabilities,× (1/6) 3 (5/6) 1 = 4 × (1/6) 3 × (5/6) =
Calculator Use This online calculator is a quadratic equation solver that will solve a secondorder polynomial equation such as ax 2 bx c = 0 for x, where a ≠ 0, using the quadratic formula The calculator solution will show work using the quadratic formula to solve the entered equation for real and complex rootsThis formula returns "x" if the color in B5 is either "red" or "green", and the quantity in C5 is greater than 10 Otherwise, the formula returns an empty string ("") Explanation In the example shown, we want to "mark" or "flag" records where the color is either red OR green AND the quantity is greater than 10The binomial distribution for a random variable X with parameters n and p represents the sum of n independent variables Z which may assume the values 0 or 1 If the probability that each Z variable assumes the value 1 is equal to p, then the mean of each variable is equal to 1*p 0*(1p) = p, and the variance is equal to p(1p)



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Find a formula for the probability distribution of the total number of heads obtained in four tossesof a balanced coin The samplespace, probabilities and the value of the random variable are given in table 1 From the table we can determine the probabilitiesas P(X =0) = 1 16,P(X =1) = 4 16,P(X =2) = 6 16,P(X =3) = 4 16,P(X =4) = 1 16 (1)Free math problem solver answers your algebra, geometry, trigonometry, calculus, and statistics homework questions with stepbystep explanations, just like a math tutorPMF for discrete random variable X" " p_X(x)" " or " "p(x) Mean " "mu=EX=sum_x x*p(x) Variance " "sigma^2 = "Var"X=sum_x x^2*p(x) sum_x x*p(x)^2 The probability mass function (or pmf, for short) is a mapping, that takes all the possible discrete values a random variable could take on, and maps them to their probabilities Quick example if X is the result of a single dice roll


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Y 1 y 2 2 3The slope of the line through them, m = y 2 y 1 x 2 x 1 = rise run Lines can be represented in three di erent ways Standard Form ax by = c SlopeIntercept Form y = mx b PointSlope Form y y 1 = mPrecalculus The Binomial Theorem The Binomial Theorem 1 Answer23 Solving x 2x1 = 0 by the Quadratic Formula According to the Quadratic Formula, x , the solution for Ax 2 BxC = 0 , where A, B and C are numbers, often called coefficients, is given by



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Or we could use the fact that X is a sum of n independent Bernoulli variables Because the Bernoulli variables have expectation p, EX = np Because they have variance p(1−pP(X = 2) P(X = 1) P(X = 0) binomcdf(12,03,4) ENTER ** To find P(X ≥ k) use binomcdf The function has three (3) arguments number of trials (n), probability of a success (p), number of successes (k) NOTE P(X > k) = 1 – binomcdf(n, p, k) and P(X ≥ k) = 1 – binomcdf(n, p, k–1)** Example 3 Let n = 12, p = 03 and k = 4 To findHow do you use the binomial formula to expand #(x1)^3#?



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Notice the different uses of X and x X is the Random Variable "The sum of the scores on the two dice";Once you have determined that an experiment is a binomial experiment, then you can apply either the formula or technology (like a TI calculator) to find any related probabilities In this lesson, we will work through an example using the TI /84 calculator If you aren't sure how to use this to find binomial probabilities,(1x)^1=1xx^2x^3__&__ up to infinity


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Continuous Random Variables can be either Discrete or Continuous Discrete Data can only take certain values (such as 1,2,3,4,5) Continuous Data can take any value within a range (such as a person's height)Let X be Binomial(n, p) The probability of having x successes in n trials is (where x!Putting this all together we have the probability of x H's in n tosses is P(X=x) = (n over x) p x (1p) (nx) This is a very brief explanation and should be done very slowly in class It is absolutely pointless to produce formulas without a valid explanation one would never know when to apply them



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List of common statistics formulas (equations) used in descriptive statistics, inferential statistics, and survey sampling Includes links to web pages that explain how to use the formulas, including sample problems with solutionsPractice Binomial probability formula This is the currently selected item Practice Calculating binomial probability Next lesson Binomial mean and standard deviation formulasThe word 'trigonometry' being driven from the Greek words' 'trigon' and 'metron' and it means 'measuring the sides of a triangle' In this Chapter, we will generalize the concept and Cos 2X formula of one such trigonometric ratios namely cos 2X with other trigonometric ratios Let us start with our learning!



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Compound Interest The future value (FV) of an investment of present value (PV) dollars earning interest at an annual rate of r compounded m times per year for a period of t years is FV = PV(1 r/m) mt or FV = PV(1 i) n where i = r/m is the interest per compounding period and n = mt is the number of compounding periodsThe formula says the probability of x successes in n trials is C(n,x) p^x (1p)^(nx) where C(n,x) means the number of combinations of n objects taken x at a time, p^x means p raised to the x power, and (1p)^(nx) means 1p raised to the nx powerThe formula for the distance d from a point P(x_1, y_1, z_1) to the line L Let P be a point not on the line L that passes through the point Q and R



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The formula says the probability of x successes in n trials is C(n,x) p^x (1p)^(nx) where C(n,x) means the number of combinations of n objects taken x at a time, p^x means p raised to the x power, and (1p)^(nx) means 1p raised to the nx powerP x(1−p)n − and that it's the sum of n independent Bernoulli variables with parameter p explicitly, which means using ugly tricks about the binomial formula;X − ky integer n ≥ 0 Binomial series X k α k!



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X − ky integer n ≥ 0 Binomial series X k α k!Xk = (1x)α x < 1 if α 6= integer n ≥ 0 2 Geometric sum= 1) E(X) = np = 3* 03 = 09 P(X=x)=!( )!!



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Notice the different uses of X and x X is the Random Variable "The sum of the scores on the two dice";1 1 Triola, Essentials of Statistics, Third Edition Copyright 08 Pea rson Education, Inc 53 Binomial Probability Distributions 2 Triola, Essentials ofFind P (X = 0) Solution For the Poisson distribution, the probability function is defined as P (X =x) = (e – λ λ x)/x!, where λ is a parameter Given that, P (x = 1) = (02) P (X = 2) (e – λ λ 1)/1!



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λ = Σ f ⋅ x Σ f = 12 ⋅ 0 15 ⋅ 1 6 ⋅ 2 2 ⋅ 3 12 15 6 2 ≈ 094 The probability that he will score one goal in a match is given by the Poisson probability formula P (X = 1) = e − λ λ x x!= e − 094 094 1 1!Top Ten Summation Formulas Name Summation formula Constraints 1 Binomial theorem (xy) n= k=0 n k!



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Continuous Random Variables can be either Discrete or Continuous Discrete Data can only take certain values (such as 1,2,3,4,5) Continuous Data can take any value within a range (such as a person's height)All equations of the form ax^{2}bxc=0 can be solved using the quadratic formula \frac{b±\sqrt{b^{2}4ac}}{2a} The quadratic formula gives two solutions, one when ± is addition and one when it is subtraction1The distance between them, d(P;Q) = p (x 2 x 1)2 (y 2 y 1)2 2The coordinates of the midpoint between them, M = x 1 x 2 2;



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Xk = (1x)α x < 1 if α 6= integer n ≥ 0 2 Geometric sumThe formula can be understood as follows k successes occur with probability p k and n − k failures occur with probability (1 − p) n − k However, the k successes can occur anywhere among the n trials, and there are ( n k ) {\displaystyle {\binom {n}{k}}} different ways of distributing k successes in a sequence of n trials1 A perfectly symmetric die that is equally likely to land on any of its 6 sides is thrown twice Let X be the upturned value of the first throw, and let Y be the sum of the two upturned values Find the joint probability mass function of X and Y 2 Seventy percent of the graduate students at the local university are domestic and thirty percent are international


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Then p = P(X = 1) = P(A) is the probability that the event A occurs For example, if you flip a coin once and let A = {coin lands heads}, then for X = I{A}, X = 1 if the coin lands heads, and X = 0 if it lands tails Because of this elementary and intuitive coinflipping example, a Bernoulli rv is sometimes referred to as a coin flipFormula P(x) = nCx (p)x (q)nx To calculate P(x) you need to know two things 1 how many combinations of outcomes would provide x number of successes, nCx 2 the probability of a success in any given trial (p) Calculating nCx The nCx looks kind of forbidding, but it's really just notation representing combinations (thus the capital C in theP(x = 1) = 4!1!3!


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× (1/6) 1 (5/6) 3 = 4 × (1/6) × (5/6) 3 = P(X = 2) = 4!= (02)(e – λ λ 2)/2!Top Ten Summation Formulas Name Summation formula Constraints 1 Binomial theorem (xy) n= k=0 n k!


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× (1/6) 2 (5/6) 2 = 6 × (1/6) 2 × (5/6) 2 = P(X = 3) = 4!Given that X is a Poisson random variable with {eq}\lambda {/eq} = 05, use the formula to determine the following probabilities a P(X = 0)You will need to pull out a common factor to write the sum in a form where the formula above is visibly applicable $\endgroup$ – Dilip Sarwate Oct 24 '13 at 141 Add a comment 2 Answers 2


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X n x n − px (1p) nx VAR(X) = np(1p) = 3* 03 * 07 = 063 SD(X) = np(1p) Calculations shown for Binomial (n=3, p=03) = 0794 Note this is equivalent to counting success = 1 andP (15;10) = = 347% Hence, there is a 347% probability of that event to occur 15 times Example #2 Usage of the Poisson distribution equation can be visibly seen for improving productivity and operating efficiency of a firm1The distance between them, d(P;Q) = p (x 2 x 1)2 (y 2 y 1)2 2The coordinates of the midpoint between them, M = x 1 x 2 2;


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X∞ (1−p)k As this last sum is a geometric series, and 1−p < 1, X∞ j=n P(X = n) = p 1 1−(1−p) = p 1 p = 1 The cumulative distribution function is given by P(X ≤ n) = 1−P(X > n) = 1− X∞ k=n1 (1−p)k−1p = 1− X∞ k=n (1−p)kp = 1−p (1−p)n p so P(X ≤ n) = 1−(1−p)n If X is a geometrically distributed randomYou will need to pull out a common factor to write the sum in a form where the formula above is visibly applicable $\endgroup$ – Dilip Sarwate Oct 24 '13 at 141 Add a comment 2 Answers 2You will need to pull out a common factor to write the sum in a form where the formula above is visibly applicable $\endgroup$ – Dilip Sarwate Oct 24 '13 at 141 Add a comment 2 Answers 2



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