Wednesday, May 1, 2019

BIO NOMINAL DISTRIBUTION


  • BIO NOMINAL DISTRIBUTION
    RESEARCH METHODOLOGY

  • MEANING
  1. IS DISCRETE PROBABILITY DISTRIBUTION
  2. DISCOVERED BY JAMES BERNOULLI
  3. USED IN SUCH SITUATIONS WHERE AN EXPERIMENT RESULTS IN TWO POSSIBILITIES SUCCESS OR FAILURE
  4. IS A DISCRETE PROBABILITY DISTRIBUTION WHICH EXPRESSES THE PROBABILITY OF ONE SET OF TWO ALTERNATIVES-SUCCESS(p) AND FAILURE(q)

  • DEFINITION OF BIO NOMINAL DISTRIBUTION
  1. BIO NOMINAL DISTRIBUTION IS DEFINED AND GIVEN BY THE FOLLOWING PROBABILITY FUNCTION
  2. P(X=x)=nCxqn-x.px
  3. p=PROBABILITY OF SUCCESS
  4. q=PROBABILITY OF FAILURE=1-p.
  5.  n=NUMBER OF TRIALS
  6. P(X=x)=PROBABILITY OF x SUCCESS IN n TRIALS

  • ASSUMPTION
  1. NUMBER OF TRIALS IS FINITE
  2. EACH TRIAL MUST RESULT IN TWO MUTUALLY EXCLUSIVE OUTCOME SUCCESS OR FAILURE
  3. IN EACH TRIAL,THE PROBABILITY OF SUCCESS DENOTED BY P REMAINS CONSTANT. LIKE IF WE TOSS A COIN,THE PROBABILITY OF GETTING A HEAD IN EACH TOSS REMAINS THE SAME=1/2
  4. TRIALS ARE INDEPENDENT: THE OUTCOME OF ANY TRIAL DOES NOT EFFECT THE OUTCOME OF SUBSEQUENT TRIALS
  • PROPERTIES OF BIONOMINAL DISTRIBUTION
  1. THE BIO NOMINAL DISTRIBUTION IS A THEORETICAL FREQUENCY DISTRIBUTION WHICH IS BASED ON BIO NOMINAL ALGEBRA
  2. IS DISCRETE PROBABILITY DISTRIBUTION IN WHICH THE NUMBER OF SUCCESS 0,1,2,3----n ARE GIVEN IN WHOLE NUMBER NOT IN FRACTION NUMBER
  3. CAN BE PRESENTED GRAPHICALLY BY MEANS OF A LINE GRAPH. THE UMBER OF SUCCESS IS TAKEN ON X-AXIS AND THE PROBABILITY OF SUCCESS TAKEN ON THE Y AXIS
  4. THE SHAPE OF BIONOMINAL DISTRIBUTION DEPENDS ON VALUE OF p and q
  • MAIN PARAMETERS
  1. MEAN =X‾ =np
a.    VARIANCE=2 =npq
b.    S.D==   =√npq

  1. MOMENT COEFFICIENT OF SKEWNESS=√β1 =q-p/(npq)

  1. MOMENT OF COEFFICIENT OF KURTOSIS=β2 =3 +(1-6pq)/npq

  • APPLICATION OF BIONOMINAL DISTRIBUTION
  1. APPLICATION OF BIO NOMINAL DISTRIBUTION:- WHEN WE GIVEN THE PROBABILITY OF OCCURRENCE OF AN EVENT RELATING TO PROBLEM IE THE VALUE OF p and q ARE GIVEN WE CAN FIND THE PROBABILITY OF THE HAPPENING OF EVENT EXACTLY X TIMES OUT OF N TRIALS BY USING THE FORMULA   P(X=x) = nCxqn-x.px
  2. TO FIND n,p and q FROM MEAN AND STANDARD DEVIATION
  3. TO FIND MEAN AND STANDARD DEVIATION WHEN n,p and q ARE GIVEN
  4. FITTING OF BIO NOMINAL DISTRIBUTION

  • PROBLEM:-
  •  A FAIR COIN IS TOSSED THRICE. FIND THE PROBABILITY OF GETTING
  • EXACTLY TWO HEADS
  • AT LEAST TWO HEADS
  • AT THE MOST 2 HEADS  

  • SOLUTION
  • LET p= PROBABILITY OF GETTING ONE HEAED AND WHEN A COIN IS TOSSED =1/2
  •  q= THE PROBABILITY OF TAIL=1/2
  •  n = 3
  • P(X=x) =nCxqn-x.px
  • P (2H)=3C2q3-2.p2  =3C2 (1/2)1.(1/2)2 =3X1/2X ¼=3/8


  • P =AT LEAST 2 HEADS
  • =P(2H)+P(3H)
  • P(2H) =P(X=x) =nCxqn-x.px
  • P (2H)=3C2q3-2.p2  =3C2 (1/2)1.(1/2)2 =3X1/2X ¼=3/8
  • P(3H)=P(X=x) =nCxqn-x.px
  • P (3H)=3C3q3-3.p3  =3C3 (1/2)0.(1/2)3 =1X1/8
  • P(2H)+P(3H) = 3/8 +1/8=4/8=1/2




  • AT THE MOST TWO HEADS
  • P (AT TWO MOST TWO HEADS)
  • = P(0H)+P(1H)+P(2H)
  • 1-P(3H)
  • P (3H)=3C3q3-3.p3  =3C3 (1/2)0.(1/2)3 =1X1/8
  • AT MOST TWO HEAD=1-1/8=7/8

  • TO FIND n.pand q FROM MEAN AND STANDARD DEVIATION
  1. THE MEAN OF A BIO NOMINAL DISTRIBUTION IS 20 AND SD IS 4. FIND n.p and q
  2. MEAN= np
  3. S.D=√npq
4.     MEAN =np=20 -------1
5.     = √ npq =4
6.     SQUARING BOTH SIDES
7.     npq= 16 -----2
8.     DIVIDING 2 BY 1
9.     npq/np=16/20=4/5
10.  p=1-4/5=1/5
11.  np=20=nx1/5=20=n=20x5=100




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