Distributing elements into groups all variants
Grouping of elements into groups depends on 3 conditions
- whether the elements are distinct or identical.
- whether the groups are distinct or identical.
- whether groups can be empty or not.
So we have 8 possible combinations of above 3 conditions.
- Number of ways to distribute n identical elements into m distinct non-empty groups.
- Number of ways to distribute n identical elements into m distinct groups.
- Number of ways to distribute n distinct elements into m identical non-empty groups.
- Number of ways to distribute n distinct elements into m identical groups.
- Number of ways to distribute n identical elements into m identical non-empty groups.
- Number of ways to distribute n identical elements into m identical groups.
- Number of ways to distribute n distinct elements into m distinct groups.
- Number of ways to distribute n distinct elements into m distinct non-empty groups.
1. Number of ways to distribute n identical elements into m distinct non-empty groups.
- Number of ways to distribute 2 balls into a bag and a bucket such that no bag is empty.
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If we want to divide 5 star into 3 groups we need 2 bars (⭐ ⭐ ❚ ⭐ ⭐ ❚ ⭐) with the conditions that.
- the bars cannot be at the extremes
- there must be at least 1 star between 2 bars
This means we need to place the 2 bars in one of the following 4 positions:
⭐ __ ⭐ __ ⭐ __ ⭐ __ ⭐ Total number of ways = 4C2
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Total ways = (n-1) C (m-1)
2. Number of ways to distribute n identical elements into m distinct groups.
- Number of ways to distribute 2 balls into a bag and a bucket
{ { 0 in bucket, 2 in bag }, { 1 in bucket, 1 in bag }, { 2 in bucket, 0 in bag } } -
To divide 5 star into 3 groups you would need 2 bars.
⭐ ⭐ ❚ ⭐ ⭐ ❚ ⭐ Out of 7 possible position the bars can be at any two position.
Total number of ways = 7C2 - Total ways = (n+m-1) C (m-1)
3. Number of ways to distribute n distinct elements into m identical non-empty groups.
- Number of ways to distribute a red ball and a blue ball into 2 bags such that no bag is empty
{ {both in different bags } } Any other arrangement will either make one bag empty or will mirror above scenario since both bags are identical.
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This is given by Stirling numbers of second kind S(n,m) which counts the number of ways to partition a set of n elements into m non-empty subsets.
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S(n,m) = m * S(n-1,m) + S(n-1,m-1)
- m * S(n-1,m)
This term refers to the case where the n-th element is added to one of the existing m sets that have already been formed from the n−1 elements. - S(n-1,m-1)
This term refers to the case where the n-th element is placed in its own new set, which means it becomes the only element in that set. - Base Cases
- S(0,0) = 1: There’s exactly one way to partition zero elements into zero sets (the empty partition).
- S(n,0) = 0 for n>0: You cannot partition a non-zero number of elements into zero non-empty sets.
- S(n,1) = 1: There’s exactly one way to partition n elements into 1 set (all elements in one set).
- m * S(n-1,m)
- Total ways = S(n,m) = m * S(n-1,m) + S(n-1,m-1)
4. Number of ways to distribute n distinct elements into m identical groups.
- Number of ways to distribute a red ball and a blue ball into 2 bags.
{ { both in same bag }, { both in different bags } } -
If some groups are empty, we can count the number of ways to distribute elements into remaining non-empty groups using the above result i.e. S(n, m - number of empty groups) ways. This can occur with no groups empty, 1 group empty, 2 groups empty, …. so on till m-1 groups.
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Total ways = S(n,1) + S(n,2) + ….. + S(n,m)
This is closely related to the Bell Number (Bn) which counts the different ways to partitions a set of n elements into any number of groups. Bn = S(n,1) + S(n,2) + S(n,3) + …. S(n,n)
5. Number of ways to distribute n identical elements into m identical non-empty groups.
- Number of ways to distribute 2 balls into 2 bags such that no bags are empty.
{ {1,1} } -
Since elements are identical only the count of element in each group matters. and since the groups are identical the order of the groups do not matter. So {2,1} is same as {1,2} one way to achieve this is to keep the count in weakly decreasing order.
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This situation is very similar to Integer Partition problem which counts all possible unordered set of positive numbers that have sum n.
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A very nice visual explanation for the recursive relation is on Youtube
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The recursive relation is defined as: P(n,m) = P(n-1,m-1) + P(n-m,m)
- If a group has 1 element , when we remove that group we get all possible ways to distriubte n-1 elements into m-1 groups given by P(n-1,m-1)
- If no group has 1 element i.e all groups have atleast 2 elements In this case removing 1 element from each group will give us all possible ways to distribute n-m elements into m groups given by P(n-m,m)
- Total ways = P(n,m) = P(n-1,m-1) + P(n-m,m)
6. Number of ways to distribute n identical elements into m identical groups.
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Number of ways to distribute 2 balls into 2 bags
{ {1,1}, {0,2} } Here, {2,0} is samse to {0,2} because groups are identical -
Similar to case #4 If some groups are empty then we can count the number of ways to distribute elements into remaining non-empty groups using the above result i.e. P(n, m - number_of_empty_groups) ways. we can have no groups empty, 1 group empty , 2 groups empty, …. so on till m-1 groups.
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Total ways = P(n,1) + P(n,2) + ….. + P(n,m)
7. Number of ways to distribute n distinct elements into m distinct groups.
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Number of ways to distribute a red ball and a blue ball into a bucket and a bag.
{ { None in bucket, both in bag }, { both in bucket, None in bag },
{ red ball in bucket, blue ball in bag }, { blue ball in bucket, red ball in bag } } , - For each element we have m groups to choose from.
- Total Number of ways = m _ m _ m * m …. (n times) = mn
8. Number of ways to distribute n distinct elements into m distinct non-empty groups.
- Number of ways to distribute a red ball and a blue ball into a bucket and a bag such that neither is empty.
{ { red ball in bucket, blue ball in bag }, {blue ball in bucket, red ball in bag } } -
Method 1: Using Inclusion-Exclusion Principle
- we know that we can have mn ways if we allow empty groups
from this we need to subtract number of ways in which some groups are empty. - total ways of having empty groups can be expressed as
no. of ways 1 group is empty - no. of ways 2 groups are empty + no. of ways 3 groups are empty - …… + (-1)m * no. of ways m-1 groups are empty -
number of ways 1 group = mC1 * (m-1)n
mC1 is the number of ways to choose any one group from m groups. And since we are left with m-1 groups number of ways to distribute is (m-1)n instead of mn. -
Total ways = mn - [ mC1 * (m-1)n - mC2 * (m-2)n + mC3 * (m-3)n - …. + (-1) m * mCm-1 * (1)n ]
= mn - mC1 * (m-1)n + mC2 * (m-2)n - mC3 * (m-3)n + …. + (-1) m * mCm-1 * (1)n= (i=0 to m)∑ (-1)i * mCi * (m-i)n
- we know that we can have mn ways if we allow empty groups
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Method 2: Using Stirlings Numbers of Second kind
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we know that Stirlings Number of Second kind is the number of ways to distribute n distinct items into m identical non-empty groups. we can multiply this number by m! which is the number of ways groups can be arranged since they are distinct.
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Total ways = m! * S(n,m)
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- Total ways = (i=0 to m) ∑ (-1)i * mCi * (m-i)n = m! * S(n,m)