Set Systems (Hypergraphs)
[37/70%]Prove that any family of pairwise intersecting subsets of an -element set contains at most subsets.
Let .
Construct a family of subsets of an -element set any two of which intersect in at least elements.
Does there exist such a family of subsets?
Let be any family of -element subsets of an -element set.
If and any two subsets from intersect, then .
If and the union of no two subsets from is the whole -element set, then .
Any family of twenty 5-element subsets of a 15-element set can be partitioned into 6 subfamilies so that any two disjoint subsets lie in different subfamilies.
In such situations (see Sec. 7.1) one usually speaks of a coloring in different colors instead of a partition into subfamilies. Then, contrary to the intuitive idea of coloring, it is the sets that are colored, while their elements are not colored.
For , denote by the minimum number of -element subsets of the set such that every -element subset of the set is entirely contained in at least one of them. For example, Problem 1.6.2 (1) states that .
Find .
Find .
Find .
Prove that .
A group of students consists of 20 people. Exactly 5 of them are specialists in internet search, 5 in fighting spam, etc., 18 kinds of problems in total (so, obviously, some students are specialists in several problems). It is required to form a strong team of developers from these students. One wants the team to contain a specialist in each problem and the size of the team to be as small as possible (to save on salaries).
Under any arrangement, it is possible to recruit such a team of seven people.
Under some arrangement, it is not possible to recruit such a team of five people.
For the collection of sets, find (1) some SCR; (2) an SCR of the smallest size.
A system of common representatives (SCR for short) for a collection of sets is any set such that for every .
Find the smallest size of an SCR for the collection of all -element subsets of the set .
How many SCRs of the smallest size does it have?
A minimal SCR is an SCR of the smallest size for a given collection . We call an element of an -collection, i.e., a collection of -element subsets of the set that contains sets. (This term is not generally accepted.)
Construct a -collection for which the minimal SCR consists of two elements and is unique.
For given , find the largest for which there exists an -collection having exactly two minimal SCRs.
The greedy algorithm is the following one. Take any element lying in the maximum number of sets of the given collection. Add it to the ``pre-SCR'' and discard the sets that contain it. Similarly, take an element lying in the maximum number of the remaining sets, etc.
Construct an example of a collection of sets for which the size of a minimal SCR is less than the size of any of the SCRs that can be obtained by the greedy algorithm, if (1) ; (2) ; (3) is arbitrary.
For any -collection there exists an SCR of size less than
If and , then there exists an -collection every SCR of which has size greater than .
If
then there exists an -collection every SCR of which has size greater than .
For all sufficiently large , if , then and .
For all sufficiently large and , if , then there exists an -collection every SCR of which has size greater than .
If
then there exists an -collection every SCR of which has size greater than .
Matching lemma. Suppose there are several (finitely many) boys and girls. Each boy loves some (quite possibly zero) number of girls. Then all the boys can be married to girls they love (so that the married couples do not overlap) if and only if for any set of boys, the number of girls loved by at least one of them is not less than the number of these boys.
Hall’s theorem. Let be finite sets. One can choose an element in each of them so that all are distinct if and only if for each the union of any of these sets has at least elements.
What is the minimum number of edges that must be deleted from the graph so that no perfect matchings remain (i.e., subgraphs consisting of disjoint segments)?
Suppose that in a system of -element sets every element belonging to at least one of them belongs to exactly of them. Then for this system of sets has an SDR.
Let a family of sets be given. In each of the sets an element is chosen. If all these elements are distinct, then such a collection is called a system of distinct representatives (SDR for short). Or, formally, a system of distinct representatives for a family of sets is an ordered collection of distinct elements , , i.e., an injective map such that for every .
(The ordering of the collection matters for counting the number of SDRs in Problem 5.3.5, not for determining whether an SDR exists.)
For example, Hall's theorem states that a system of finite sets has a system of distinct representatives if and only if for every .
An SDR of a subfamily can be extended to an SDR of the whole family. Here is a more detailed formulation. From a family of sets, several subsets are chosen. Suppose that the elements form an SDR of the family of sets . If the whole family has an SDR, then it has an SDR containing the elements .
Denote by the number of SDRs of the system .
Is it true that for every there exists a system such that ?
Find all possible values of given that .
Find all possible values of given that .
Suppose we are given two partitions of a set into subsets: , . Suppose one of the following conditions holds.
For every subset , the set contains at most of the sets .
.
Then the sets can be renumbered so that in the new numbering for every .
Suppose we are given two partitions of a set into subsets: , . Suppose that for any subsets the following inequality holds:
Then the sets can be renumbered so that after the renumbering there exist pairwise distinct elements , .
Such a collection is called a common system of distinct representatives of the families of sets and .
Find a necessary and sufficient condition on a bipartite graph under which its vertices can be labeled (in the first part) and (in the second part) so that there are edges .
Suppose there are boys and several girls, each boy loves at least girls, and all the boys can be married to girls they love (so that the married couples do not overlap), i.e., there is a matching. Then there are at least
ways to marry off the boys to girls they love.
Find the permanent of the matrix
;
in which diagonal entries are zeros and all the other (including the off-diagonal) entries are ones;
with zeros on the diagonal and ones off the diagonal.
The permanent of a square matrix of size is defined by the formula
where is the set of all permutations of an -element set.
Find the permanent of the matrix consisting entirely of ones.
A submatrix of a given matrix is a matrix obtained from it by deleting some number of rows and columns. The permanent of a rectangular matrix is defined as the sum of the permanents of all its square submatrices of maximal size. Or, as a formula, for
where the sum is taken over all -element arrangements without repetition of the numbers from 1 to . For we set .
The permanent does not change under a permutation of the rows.
Row expansion formula. If , then for every
where is the matrix obtained from the original one by deleting the -th row and the -th column.
The permanent of an matrix of zeros and ones equals zero if and only if it has a zero submatrix with .
For any , the permanent of a rectangular matrix of zeros and ones equals the number of SDRs (Sec. 5.3) of the system of subsets of the set determined by the rows of this matrix.
Mathematicians Vasya and Charlie play a game. First, Charlie marks points in the plane. Then Vasya colors some of these points. If Charlie can now draw a line separating the colored points from the uncolored ones, he wins; otherwise he loses. What is the largest for which Charlie can win regardless of Vasya's moves?
The same, but the points are marked in space, and Charlie draws a plane.
Let be a family of subsets of an arbitrary set . The Vapnik--Chervonenkis dimension (or VC-dimension) of the pair is the maximal such that there exists an -element subset for which every subset of is the intersection of with some set from . Such a subset is said to be shattered by the system . If no such exists, one sets .
Find the VC-dimension of the family of all (two-dimensional closed) rectangles in the plane with sides parallel to the coordinate axes.
Theorem. The VC-dimension of the family of all half-spaces in equals .
Radon’s theorem. Any points in can be partitioned into two sets whose convex hulls intersect.
Find the VC-dimension of the following families of sets:
;
;
;
;
.
Find the VC-dimension of the following finite families:
, , , , , , , ;
, , , , , , , ;
, , , , , , ;
Is it possible to add one more set to the systems from the previous parts so that the VC-dimension increases by 1?
Is the equality possible for some family ?
The same for some countable family of bounded sets.
In every family of VC-dimension each of whose sets has at most elements, there exist subsets and such that
;
.
If and , then for every there exists a set such that and .
If is a family of VC-dimension , then there exists a hereditary (i.e., containing, together with each set, all of its subsets) family of VC-dimension for which .
The same, but with .
If , then
Find the size of a minimal SCR (Sec. 5.2) of a sunflower.
A sunflower with petals and core is a collection of sets such that for and all the sets are nonempty. For example,
-
pairwise disjoint sets form a sunflower with an empty core;
-
one-dimensional vector subspaces (Sec. 7.1) form a sunflower with a one-element core;
-
the sets of all rational fractions with a fixed prime denominator form a sunflower with an infinite core.
Most of the problems in this section are taken from the book [J].
If , then contains a sunflower with petals.
There exist subsets of a finite set, each of which has elements and among which one cannot choose a sunflower with petals.
For every prime there exists a weak -system of -element sets that is not a sunflower and consists of sets.
A weak -system is a collection of sets such that the numbers are the same for all . Obviously, a sunflower is a weak -system. The converse is false. However, the following theorem holds.
Deza’s theorem. If is a weak -system of -element sets and , then is a sunflower.
The proof of the theorem is rather difficult.
Let us show that the above bound is sharp.
If is a finite collection of -element sets and , then there exist sets from whose common part has fewer than elements.
The bound in part (1) is sharp.
The common part of sets is the union of all their pairwise intersections.
If is a finite collection of -element sets and , then contains a flower with petals (and some core).
The bound from part (1) is sharp.
A flower with petals and core is a collection of sets such that each of them contains and there is no SCR of elements for the collection .