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Prove that $A, B, C$ are independent (under certain conditions)



Announcing the arrival of Valued Associate #679: Cesar Manara
Planned maintenance scheduled April 17/18, 2019 at 00:00UTC (8:00pm US/Eastern)To prove the mutual independence of eventsShow that events $B$ and $C$ are independent.How to rigorously determine whether two events are independent?Let $A,B,C$ be mutually independent events. Show that $B$ is independent from ($A cap C$)'.Does $mathbbP(Xin A, Yin A)=mathbbP(Xin A)mathbbP(Yin A)$ for all $A$ borel sets imply $X$ and $Y$ are independent?Suppose that events $A$, $B$ and $C$ satisfy $P(A cap B cap C) = 0$ and each of them has probability not smaller than $frac23$. Find $P(A)$.Independent Events Conceptual Meaning - probability theoryGiven $A, B$, and $C$ are mutually independent events, find $ P(A cap B' cap C')$Prove that intersection of complement of event A with union of event B and C complement are independentQuestions about the independence of three events










2












$begingroup$


Suppose:



  1. $A$ is independent from both $Bcap C$ and $B cup C$.


  2. $B$ is independent from $A cap C$.


  3. $C$ is independent from $A cap B$.


  4. $P(A), P(B), P(C)$ are all greater than zero.


Prove that $A, B, C$ are independent.



I know I have to show that the 3 events are all pairwise independent and that $P(Acap B cap C) = P(A) P(B) P(C)$.



Working with 1., I got to the equality $P(A cap B) + P(A cap C) = P(A) [P(Bcap C) + P(B cup C)]$, but I don't find it very useful. I tried several other approaches and they didn't work.



Could someone give me any hints? I'd also appreciate any intuition into how to solve these type of exercises. I always solve them by trial and error. Thanks!










share|cite|improve this question











$endgroup$
















    2












    $begingroup$


    Suppose:



    1. $A$ is independent from both $Bcap C$ and $B cup C$.


    2. $B$ is independent from $A cap C$.


    3. $C$ is independent from $A cap B$.


    4. $P(A), P(B), P(C)$ are all greater than zero.


    Prove that $A, B, C$ are independent.



    I know I have to show that the 3 events are all pairwise independent and that $P(Acap B cap C) = P(A) P(B) P(C)$.



    Working with 1., I got to the equality $P(A cap B) + P(A cap C) = P(A) [P(Bcap C) + P(B cup C)]$, but I don't find it very useful. I tried several other approaches and they didn't work.



    Could someone give me any hints? I'd also appreciate any intuition into how to solve these type of exercises. I always solve them by trial and error. Thanks!










    share|cite|improve this question











    $endgroup$














      2












      2








      2


      1



      $begingroup$


      Suppose:



      1. $A$ is independent from both $Bcap C$ and $B cup C$.


      2. $B$ is independent from $A cap C$.


      3. $C$ is independent from $A cap B$.


      4. $P(A), P(B), P(C)$ are all greater than zero.


      Prove that $A, B, C$ are independent.



      I know I have to show that the 3 events are all pairwise independent and that $P(Acap B cap C) = P(A) P(B) P(C)$.



      Working with 1., I got to the equality $P(A cap B) + P(A cap C) = P(A) [P(Bcap C) + P(B cup C)]$, but I don't find it very useful. I tried several other approaches and they didn't work.



      Could someone give me any hints? I'd also appreciate any intuition into how to solve these type of exercises. I always solve them by trial and error. Thanks!










      share|cite|improve this question











      $endgroup$




      Suppose:



      1. $A$ is independent from both $Bcap C$ and $B cup C$.


      2. $B$ is independent from $A cap C$.


      3. $C$ is independent from $A cap B$.


      4. $P(A), P(B), P(C)$ are all greater than zero.


      Prove that $A, B, C$ are independent.



      I know I have to show that the 3 events are all pairwise independent and that $P(Acap B cap C) = P(A) P(B) P(C)$.



      Working with 1., I got to the equality $P(A cap B) + P(A cap C) = P(A) [P(Bcap C) + P(B cup C)]$, but I don't find it very useful. I tried several other approaches and they didn't work.



      Could someone give me any hints? I'd also appreciate any intuition into how to solve these type of exercises. I always solve them by trial and error. Thanks!







      probability independence






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      edited Mar 26 at 20:17







      John Doe

















      asked Mar 26 at 16:52









      John DoeJohn Doe

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          $begingroup$

          I think you are on the right track.
          Let us start from the equation you got from hypothesis 1.
          begineqnarray
          P(Acap B) &=& P(A) cdot P(Bcup C) + P(A)cdot P(Bcap C)-P(Acap C)=\
          &=&P(A) [P(B) + P(C) - P(Bcap C)]+ P(A)cdot P(Bcap C)-P(Acap C)=\
          &=& P(A)cdot P(B) + P(A)cdot P(C) -P(Acap C).
          endeqnarray

          So we have
          beginequation
          P(Acap B) -P(A)cdot P(B) = P(A)cdot P(C) - P(Acap C).tag1label1
          endequation

          Now condition 4. makes me think that I could multiply both sides of eqref1 by $P(B)cdot P(C)$
          and get
          beginequation
          P(B)cdot P(C)cdot P(Acap B) -P(A)cdot P^2(B)cdot P(C) =\ =P(A)cdot P(B)cdot P^2(C) - P(B)cdot P(C)cdot P(Acap C).tag2label2
          endequation

          By hypothesis 2. and 3.
          beginequation
          P(Acap Bcap C) = P(B) cdot P(Acap C) = P(C) cdot P(Acap B),tag3label3
          endequation

          so that eqref2 yields
          beginequation
          P(B) cdot P(Acap Bcap C) -P(A)cdot P^2(B)cdot P(C) =\
          =P(A)cdot P(B)cdot P^2(C)-P(C) cdot P(Acap Bcap C),
          endequation

          that is
          beginequation
          [P(B) +P(C)]cdot [P(Acap Bcap C) -P(A)cdot P(B)cdot P(C)] = 0.
          endequation

          From the last equation you get
          beginequation
          P(Acap Bcap C) =P(A)cdot P(B)cdot P(C)tag4label4.
          endequation

          Use now eqref4 and eqref3 to get pairwise independence.




          As for the general intuition, my suggestion is to always ask yourself: "did I use all the hypotheses?", "How can I translate into mathematical terms the hypotheses I have not yet used?" Note also here, the hidden use of the expression relating probability of union and probability of intersection.






          share|cite|improve this answer











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            $begingroup$

            I think you are on the right track.
            Let us start from the equation you got from hypothesis 1.
            begineqnarray
            P(Acap B) &=& P(A) cdot P(Bcup C) + P(A)cdot P(Bcap C)-P(Acap C)=\
            &=&P(A) [P(B) + P(C) - P(Bcap C)]+ P(A)cdot P(Bcap C)-P(Acap C)=\
            &=& P(A)cdot P(B) + P(A)cdot P(C) -P(Acap C).
            endeqnarray

            So we have
            beginequation
            P(Acap B) -P(A)cdot P(B) = P(A)cdot P(C) - P(Acap C).tag1label1
            endequation

            Now condition 4. makes me think that I could multiply both sides of eqref1 by $P(B)cdot P(C)$
            and get
            beginequation
            P(B)cdot P(C)cdot P(Acap B) -P(A)cdot P^2(B)cdot P(C) =\ =P(A)cdot P(B)cdot P^2(C) - P(B)cdot P(C)cdot P(Acap C).tag2label2
            endequation

            By hypothesis 2. and 3.
            beginequation
            P(Acap Bcap C) = P(B) cdot P(Acap C) = P(C) cdot P(Acap B),tag3label3
            endequation

            so that eqref2 yields
            beginequation
            P(B) cdot P(Acap Bcap C) -P(A)cdot P^2(B)cdot P(C) =\
            =P(A)cdot P(B)cdot P^2(C)-P(C) cdot P(Acap Bcap C),
            endequation

            that is
            beginequation
            [P(B) +P(C)]cdot [P(Acap Bcap C) -P(A)cdot P(B)cdot P(C)] = 0.
            endequation

            From the last equation you get
            beginequation
            P(Acap Bcap C) =P(A)cdot P(B)cdot P(C)tag4label4.
            endequation

            Use now eqref4 and eqref3 to get pairwise independence.




            As for the general intuition, my suggestion is to always ask yourself: "did I use all the hypotheses?", "How can I translate into mathematical terms the hypotheses I have not yet used?" Note also here, the hidden use of the expression relating probability of union and probability of intersection.






            share|cite|improve this answer











            $endgroup$

















              2












              $begingroup$

              I think you are on the right track.
              Let us start from the equation you got from hypothesis 1.
              begineqnarray
              P(Acap B) &=& P(A) cdot P(Bcup C) + P(A)cdot P(Bcap C)-P(Acap C)=\
              &=&P(A) [P(B) + P(C) - P(Bcap C)]+ P(A)cdot P(Bcap C)-P(Acap C)=\
              &=& P(A)cdot P(B) + P(A)cdot P(C) -P(Acap C).
              endeqnarray

              So we have
              beginequation
              P(Acap B) -P(A)cdot P(B) = P(A)cdot P(C) - P(Acap C).tag1label1
              endequation

              Now condition 4. makes me think that I could multiply both sides of eqref1 by $P(B)cdot P(C)$
              and get
              beginequation
              P(B)cdot P(C)cdot P(Acap B) -P(A)cdot P^2(B)cdot P(C) =\ =P(A)cdot P(B)cdot P^2(C) - P(B)cdot P(C)cdot P(Acap C).tag2label2
              endequation

              By hypothesis 2. and 3.
              beginequation
              P(Acap Bcap C) = P(B) cdot P(Acap C) = P(C) cdot P(Acap B),tag3label3
              endequation

              so that eqref2 yields
              beginequation
              P(B) cdot P(Acap Bcap C) -P(A)cdot P^2(B)cdot P(C) =\
              =P(A)cdot P(B)cdot P^2(C)-P(C) cdot P(Acap Bcap C),
              endequation

              that is
              beginequation
              [P(B) +P(C)]cdot [P(Acap Bcap C) -P(A)cdot P(B)cdot P(C)] = 0.
              endequation

              From the last equation you get
              beginequation
              P(Acap Bcap C) =P(A)cdot P(B)cdot P(C)tag4label4.
              endequation

              Use now eqref4 and eqref3 to get pairwise independence.




              As for the general intuition, my suggestion is to always ask yourself: "did I use all the hypotheses?", "How can I translate into mathematical terms the hypotheses I have not yet used?" Note also here, the hidden use of the expression relating probability of union and probability of intersection.






              share|cite|improve this answer











              $endgroup$















                2












                2








                2





                $begingroup$

                I think you are on the right track.
                Let us start from the equation you got from hypothesis 1.
                begineqnarray
                P(Acap B) &=& P(A) cdot P(Bcup C) + P(A)cdot P(Bcap C)-P(Acap C)=\
                &=&P(A) [P(B) + P(C) - P(Bcap C)]+ P(A)cdot P(Bcap C)-P(Acap C)=\
                &=& P(A)cdot P(B) + P(A)cdot P(C) -P(Acap C).
                endeqnarray

                So we have
                beginequation
                P(Acap B) -P(A)cdot P(B) = P(A)cdot P(C) - P(Acap C).tag1label1
                endequation

                Now condition 4. makes me think that I could multiply both sides of eqref1 by $P(B)cdot P(C)$
                and get
                beginequation
                P(B)cdot P(C)cdot P(Acap B) -P(A)cdot P^2(B)cdot P(C) =\ =P(A)cdot P(B)cdot P^2(C) - P(B)cdot P(C)cdot P(Acap C).tag2label2
                endequation

                By hypothesis 2. and 3.
                beginequation
                P(Acap Bcap C) = P(B) cdot P(Acap C) = P(C) cdot P(Acap B),tag3label3
                endequation

                so that eqref2 yields
                beginequation
                P(B) cdot P(Acap Bcap C) -P(A)cdot P^2(B)cdot P(C) =\
                =P(A)cdot P(B)cdot P^2(C)-P(C) cdot P(Acap Bcap C),
                endequation

                that is
                beginequation
                [P(B) +P(C)]cdot [P(Acap Bcap C) -P(A)cdot P(B)cdot P(C)] = 0.
                endequation

                From the last equation you get
                beginequation
                P(Acap Bcap C) =P(A)cdot P(B)cdot P(C)tag4label4.
                endequation

                Use now eqref4 and eqref3 to get pairwise independence.




                As for the general intuition, my suggestion is to always ask yourself: "did I use all the hypotheses?", "How can I translate into mathematical terms the hypotheses I have not yet used?" Note also here, the hidden use of the expression relating probability of union and probability of intersection.






                share|cite|improve this answer











                $endgroup$



                I think you are on the right track.
                Let us start from the equation you got from hypothesis 1.
                begineqnarray
                P(Acap B) &=& P(A) cdot P(Bcup C) + P(A)cdot P(Bcap C)-P(Acap C)=\
                &=&P(A) [P(B) + P(C) - P(Bcap C)]+ P(A)cdot P(Bcap C)-P(Acap C)=\
                &=& P(A)cdot P(B) + P(A)cdot P(C) -P(Acap C).
                endeqnarray

                So we have
                beginequation
                P(Acap B) -P(A)cdot P(B) = P(A)cdot P(C) - P(Acap C).tag1label1
                endequation

                Now condition 4. makes me think that I could multiply both sides of eqref1 by $P(B)cdot P(C)$
                and get
                beginequation
                P(B)cdot P(C)cdot P(Acap B) -P(A)cdot P^2(B)cdot P(C) =\ =P(A)cdot P(B)cdot P^2(C) - P(B)cdot P(C)cdot P(Acap C).tag2label2
                endequation

                By hypothesis 2. and 3.
                beginequation
                P(Acap Bcap C) = P(B) cdot P(Acap C) = P(C) cdot P(Acap B),tag3label3
                endequation

                so that eqref2 yields
                beginequation
                P(B) cdot P(Acap Bcap C) -P(A)cdot P^2(B)cdot P(C) =\
                =P(A)cdot P(B)cdot P^2(C)-P(C) cdot P(Acap Bcap C),
                endequation

                that is
                beginequation
                [P(B) +P(C)]cdot [P(Acap Bcap C) -P(A)cdot P(B)cdot P(C)] = 0.
                endequation

                From the last equation you get
                beginequation
                P(Acap Bcap C) =P(A)cdot P(B)cdot P(C)tag4label4.
                endequation

                Use now eqref4 and eqref3 to get pairwise independence.




                As for the general intuition, my suggestion is to always ask yourself: "did I use all the hypotheses?", "How can I translate into mathematical terms the hypotheses I have not yet used?" Note also here, the hidden use of the expression relating probability of union and probability of intersection.







                share|cite|improve this answer














                share|cite|improve this answer



                share|cite|improve this answer








                edited Mar 26 at 22:13

























                answered Mar 26 at 19:49









                MatteoMatteo

                1,3121313




                1,3121313



























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