Mean as center of Gravity. Let X be a discrete random variable with a finite number of number of possible values say x1,x2.....xmFor convenience, set PK=P(X=xk),for K = 1, 2.....m . Think of a horizontal axis as a seesaw and each PKas a mass placed at point xkon the seesaw. The center of gravity of those masses is defined to be the point c on the horizontal axis at which a fulcrum could be placed to balance the seesaw.

Relative to the center of gravity , The torque acting on the seesaw by the mass PKis proportional to the product of that mass with the signed distance of the point XkFrom c That is , to ((xk-c). Pkshow that the center of gravity equal the mean of the random variable X ( hint: To balance, the total torque acting on the seesaw must be 0)

Short Answer

Expert verified

The random variable's mean equals the centre of gravity.

μX=c

Step by step solution

01

Step 1. Given information. 

Set PK=P(X=x)for k=1,2,3.....mand consider the possible values of a random variable X to be x1,x2......xm. Consider the seesaw below, with each mass PKplaced at point XKand the center of gravity at point c. (xk-c)pkis the torque exerted on the seesaw by mass pk.

A balanced seesaw has a total torque of zero.

02

Step 2. The center of gravity is equal to the mean of the random variable X.

An event's total probability is:

P(X=x)=1

A random variable's expected value is given by:

μ=xP(X=x)

The seesaw is balanced if the total torque acting on it equals:

k1m(xk-c)pk=0k1m(xk·pk-c·pk)=0k1m(xk·pk-k1mc·pk)=0μx-k1mc·pk=0μx-ck1m·P(X=xk)=0μx-c·1=0μx-c·1=0μx-c=0μx=c

As a result, the random variable's mean equals the centre of gravity.

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