§ 1. Comparison of functions on a filtered set
Let E be a set filtered by a filter with base (Gen. Top., I, p. 58); in this chapter we shall consider functions whose domain of definition is a subset of E belonging to the filter base (the subset depending on the function) and which take their values either in the field of real numbers , or, more generally, in a normed vector space over a valued field (Gen. Top., IX, p. 170).
In applications, E will most often be a subspace of the real space , or the extended line , and will be the trace on E of the filter of neighbourhoods of a closure point of E, or else the filter of complements of relatively compact subsets of E ("neighbourhoods of the point at infinity").
It will not in general suffice to know that such a function tends to a given limit along to be able to treat all the problems of "passage to the limit along " for expressions formed from this function.
For example, when the real variable x tends to the three functions , and all tend to , but, of the expressions
the first tends to , the second to 1, the third to 0.
It is thus important to know not just the limit value of a function along (when this limit exists) but also the "manner" in which the function approaches its limit; in other words, one is led to classify the set of functions which tend to the same limit.
1. Comparison relations: I. Weak relations
In what follows we denote by V a normed vector space over a valued field K, and by the set of functions with values in V, each of which is defined on a subset of E belonging to the filter base . The relations which we shall define between such functions have a local character relative to the filter with base : let us clarify what we mean by this. If f and g are two functions from , recall that the relation "there is a set such that f and g are defined and equal on Z" is an equivalence relation on (Gen. Top.*, I, p. 66). This being so, we shall say that a relation S involving a function of is of local character (along ) relative to , if it is compatible (in ) with the equivalence relation (Set Theory, II, p. 117); we know that if is the germ of along , the equivalence class of modulo (an element of the quotient set ), then one can derive from S, by passage to the quotient, a relation between and the other arguments of S, and that, conversely, every relation of this nature defines a relation of local character relative to .
Example
If and are two functions in , the relation "there is an such that and are defined on and for every " is of local character relative to and . We denote by the relation obtained by passing to the quotient (for and ); we remark that if then there exist a function and a function , defined on all of E, such that for all .
Remarks.* 1) Let () be normed vector spaces over K, and a function defined on , with values in V; by passing to the quotient along the function defines a map from
2) With the same notation, let be a map of a subset of into V; we denote by the function equal to at every point where the are defined and where the point belongs to the set where is defined . For example, is the function equal to at every point where and are both defined. Observe that the map is not a group law on , since if is not defined on all of E there is no function such that .
Definition 1
Given two real functions* belonging to , which are on a set in , we say that is dominated by , or that dominates (along *), and write* or , if there are a set and a number such that for every (in other words, if there exists a such that )
In particular, in all that follows, given a function in we shall denote by the function which belongs to and is defined on the same set as : we expressly draw attention to the fact that in this chapter is a function and not a number.
Given two normed vector spaces , and two functions belonging to and respectively, one says that is dominated by (along ), and writes or , if .
The relation is clearly of local character in and ; it is thus equivalent to the relation derived by passing to the quotient. When and are real functions one must be careful not to confuse the relations and .
Note that for every scalar the relation is equivalent to . If there exists a set such that for every point where .
Examples. 1) The relation means that is bounded on a set of .
2) For every function of , and every scalar , one has . 3) When tends to one has . 4) When tends to in one has
The following propositions are immediate consequences of def. 1:
Proposition 1
If* are three functions in then the relations and imply .
Proposition 2
Let* be two functions in and a function in . The relations and imply .
Further:
Proposition 3
Let* be three normed spaces over the same valued field, and a bilinear map from into . If and are functions in and respectively, and are two functions in such that and then .
Indeed (Gen. Top., IX, p. 173, th. 1) there exists a number such that
Corollary
If* is a normed algebra, if are two functions in , and are two functions in , then the relations imply .
The relation between functions in is transitive by prop. 1; since it is reflexive the relation "*f \preccurlyeq g and g \preccurlyeq f*" is an equivalence relation on (Set Theory, II, p. 113).
Definition 2
Given two functions* of we say that and are similar (along ), and write , if and .
For every scalar the relation is equivalent to . It implies the existence of a set such that that the subset of of points where is identical with the subset of of points where .
Example 1
For a real function the relation means that there are two numbers such that on a set in , or that the function is bounded on a set in : one then says that is logarithmically bounded on a set in .
Example 2
Let be a normed space over a non-discrete valued field , and let be a polynomial in the variable , with coefficients in , such that . For every vector one has as tends to .
Example 3
We have seen that as tends to , but we do not have , even though these functions vanish at the same points.
Example 4
One has when tends to in , but not .
It follows immediately from prop. 3 of V, p. 213, that if are functions in ( being any valued field) the relations and imply that .
We remark that in contrast the relations and do not imply that , as is shown by the example , as the real variable tends to .
The comparison relations are said to be weak. We say that two functions from are weakly comparable if they satisfy one (at least) of the relations .
Remark 1
Two functions in need not be weakly comparable, as is shown by the example of the functions 1 and as tends to .
Remark 2
Denote by the relation on , and by the quotient set ; note that the relation implies . Passing to the quotient the relation gives, by prop. 1 of V, p. 213, an order relation on (Set Theory, III, p. 134); the preceding example shows that is not totally ordered by this relation.
2. Comparison relations: II. Strong relations
Definition 3
Given two real functions* belonging to , which are on a set in , one says that is negligible relative to , or that is preponderant over (along ), and one writes or if, for every , there exists a set such that for every .
Given two normed spaces and two functions belonging to and respectively, one says that is negligible relative to (along ), and one writes or , if .
For every scalar the relation is equivalent to . The relation implies but is not equivalent to it.
Note that the relation by no means implies the relation " or ": one has as tends to , but neither of the relations or is true.
Examples. 1) The relation means that tends to 0 along .
2) When and are two real numbers such that one has as tends to . Similarly, when and are two rational integers such that one has as the complex number tends to .
3) As tends to one has for every integer (III, p. 105).
4) In one has, as tends to ,
The following propositions can be deduced immediately from def. 3:
Proposition 4
If are three functions in then the relations and (resp. and ) imply .
Proposition 5
Let be two functions in and a function in . Then the relations and imply .
Moreover, the same argument as in prop. 3 of V, p. 213 shows that:
Proposition 6
With the notation of prop. 3, the relations and (resp. and ) imply .
Prop. 4 shows that the relation between functions in is transitive; but it is not reflexive: to be precise, the relation implies that vanishes on a set in (in other words, is equivalent to 0 modulo ); indeed, for an such that there exists an such that for every , which is possible only if for every . It follows that the relation "f \ll g and g \ll f" is transitive and symmetric, but not reflexive: so it is not an equivalence relation (it implies that there is a set such that for every ).
Proposition 7
If and are two functions in then the relation is equivalent to .
Indeed, implies that for every there exists an such that for every . But then , and consequently , whence (V, p. 215, prop. 4) .
Corollary
The relation is an equivalence relation on .
Indeed, if and then , whence (V, p. 215, prop. 5) , and consequently, since , we have , which shows that this relation is transitive; it is symmetric by prop. 7, and is clearly reflexive, whence the corollary.
Definition 4
Given two functions* of one says that and are equivalent (along ), and writes , if .
The relation implies but is not equivalent to it.
Example 1
If is a constant function, on , the relation means that tends to along .
Example 2
Let be a normed space over a non-discrete valued field , and let be a polynomial in the variable , with coefficients in , such that . Then as tends to .
Example 3
When the real number tends to one has .
Example 4
As the complex variable tends to 0 one has . More generally, if is a normed space over a valued field , and is a function defined on a neighbourhood of , with values in , and admitting a derivative at the point , then, as approaches , we have (I, p. 3, def. 1).
Example 5
As approaches in one has
Example 6
Let be a polynomial with real coefficients in two real variables , not having a constant term. If, as approaches 0 while remaining , there is a function , continuous on an interval , and such that and for , one can show that there are a rational number and a real number such that (V, p. 259, exerc. 3).
Example 7
For every let denote the number of prime numbers which are ; it has been proved that as tends to .
Remark
Note that the relation by no means implies that the difference tends to 0 along ; this difference can even be unbounded, as is shown by the example as tends to .
Proposition 8
Let* be a valued field and four functions in ; then the relations and imply .
Indeed, we have ; since , and , we have (V, p. 215, prop. 5 and 6).
In contrast, we have given an example in V, p. 214 where one has , and yet the relation does not hold (so neither a fortiori does
The comparison relations are called strong relations. Two functions from are called comparable (or strongly comparable when one wants to avoid any possible confusion) if they satisfy one of the three relations: , or "there exists a such that ".
Remark 1
Two functions can be weakly comparable though not strongly comparable, for example the functions 1 and as tends to .
Remark 2
In the definitions of the comparison relations and the norms on the spaces where and respectively take their values, are involved only apparently; in reality only the topologies on and are involved, for the relations and are replaced by equivalent relations when one replaces the norm on or by an equivalent norm (\emph{Gen. Top.}, IX, p. 170, def. 7).
3. Change of variable
Let be a map from the set into such that is a filter base on . It is clear that if are functions in and respectively, then belong to and respectively, and that the relation (resp. ) is equivalent to (resp. ).
4. Comparison relations between strictly positive functions
Let be a function in which is strictly positive on a set in . Comparison relations featuring can be formulated in another way: the relation is equivalent to saying that (which is defined on a set in ) is bounded on a set in ; the relation is equivalent to saying that tends to 0 along . If is a function in the relation means that is logarithmically bounded on a set in , and the relation that tends to 1 along . If is a function in and positive on a set in , to say that and are comparable implies that tends to a limit (finite or equal to ) along .
Proposition 9
Let and be two functions in , strictly positive on a set in . For and to be comparable it is necessary and sufficient that for every number , with at most one exception, the function has constant sign on a set in .
The condition is necessary. Indeed, if one has except for , so is strictly negative on a set in , except for ; if then is strictly positive on a set in for all ; finally, if ( constant ), then except for , so, except perhaps for , has the sign of on a set in .
The condition is sufficient. Indeed, suppose that the ratio has two distinct cluster points along . For every number such that there then exist in every set two points such that and ; thus does not have constant sign on ; we have arrived at a conclusion incompatible with the hypothesis. It follows that can have only one cluster value (finite or infinite) along the filter with base , and consequently, (Gen. Top., I, p. 85, corollary) has this value as its limit along .
Proposition 10
Let and be two functions in which are strictly positive on a set in ; for every real and the relation (resp. ) is equivalent to (resp. ); if the relation (resp. ) is equivalent to (resp. ); if it is equivalent to (resp. ).
The proofs are immediate.
One notes that in the set of functions strictly positive on a set in is such that is a multiplicative group in ; is identical to the quotient group of by the subgroup of classes (mod. ) of logarithmically bounded functions in ; on the order relation deduced from the relation by passage to the quotient is compatible with the group structure of and thus makes it an ordered group.
Proposition 11
Let be a function in such that ; the relation implies ; the relation implies .
Indeed, if then tends to along . Similarly, if one has , so tends to 0, and the same for .
On the other hand, note that the relation does not imply , nor even that , as is shown by the example where as tends to ; similarly, the relation does not imply , as is shown by the example as tends to .
Definition 5
Let be a function in , strictly positive on a set in , and such that or . One says that a function is of order (finite or infinite) relative to if .
Note that if is of order relative to then is of order relative to ; one therefore need treat only the case where tends to along .
Proposition 12
Let g be a function in such that ; let f be a function in .
a) For f to be of order relative to g it is necessary and sufficient that for every .
b) For f to be of order relative to g it is necessary and sufficient that for every .
c) For f to be of finite order equal to relative to g it is necessary and sufficient that, for every , one has .
Let us prove c) for example. If the order of f relative to g is then for every there exists a set such that, for every , we have
or ; since one thus has for every ; the converse is immediate. The proofs of a) and b) are similar.
Note that if f is of finite order relative to g then is of order 0 relative to g, and conversely; if (resp. ) is of order (resp. ) relative to g, and if is defined, then is of order relative to g.
Remark 1
Observe that though f may be of finite order relative to g nevertheless the ratio need not tend to a limit; for example, every logarithmically bounded function is of order 0 relative to g, but need not have a limit along .
Remark 2
A function defined on a set in need not have a determinate order (finite or not) relative to g, for the functions having a determinate order relative to g are comparable to all the powers of g with at most one exception. Now f need not have this property, as one sees from the example (as x tends to ). In this example f is comparable to for and ; if one takes then f is not comparable to any power (positive or negative) of g.
5. Notation
Given a real function it is often convenient in a formula to write for a function dominated by f, and for a negligible function relative to f. When, in a proof, there feature several functions dominated by the same function f (resp. negligible relative to f) we denote them by , etc. (resp. , etc.).
Many authors write (resp. ) indiscriminately for all functions in a proof that are dominated by f (resp. negligible relative to f), an abuse of language which may risk confusion.
With this notation we can express props. 1, 2, 3 (V, p. 213) as follows: if and then ; one can write
Similarly, prop. 4 (V, p. 215) shows that if and (resp. and ) then , and props. 5 and 6 (V, p. 5) can be expressed in the form
The relation is equivalent to . The notation (resp. ) denotes a function bounded on a set in (resp. a function tending to 0 along ).
Exercises
See the exercises for § 1.