Receiver operating characteristic: Difference between revisions

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en>Cecillef
m very minor typo in the name of one of the journal papers ("to" changed to "for" in "A simple generalization of the area under the ROC curve for multiple class classification problems")
 
en>CWenger
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In [[mathematics]], specifically in [[homotopy theory]], a '''classifying space''' ''BG'' of a [[topological group]] ''G'' is the quotient of a [[weakly contractible]] space ''EG'' (i.e. a topological space for which all its [[homotopy group]]s are trivial) by a [[free action]] of ''G''. It has the property that any ''G'' [[principal bundle]] over a [[paracompact]] manifold is isomorphic to a [[pullback bundle|pullback]] of the principal bundle ''EG'' → ''BG''.<ref>{{Citation | last1=Stasheff | first1=James D.|authorlink=Jim Stasheff | title=Algebraic topology (Proc. Sympos. Pure Math., Vol. XXII, Univ. Wisconsin, Madison, Wis., 1970) | publisher=[[American Mathematical Society]] | location=Providence, R.I. | year=1971 | chapter=''H''-spaces and classifying spaces: foundations and recent developments | pages=247–272}}, Theorem 2</ref>
 
For a [[discrete group]] ''G'', ''BG'' is, roughly speaking, a [[connected space|path-connected]] [[topological space]] ''X'' such that the [[fundamental group]] of ''X'' is isomorphic to ''G'' and the higher [[homotopy groups]] of ''X'' are [[trivial group|trivial]], that is, ''BG'' is an [[Eilenberg-Maclane space]], or a ''K(G,1)''.
 
==Motivation==
An example for ''G'' [[infinite cyclic]] is the [[circle]] as ''X''. When ''G'' is a [[discrete group]], another way to specify the condition on ''X'' is that the [[universal cover]] ''Y'' of ''X'' is [[contractible]]. In that case the projection map
 
:<math>\pi: Y\longrightarrow X\ </math>
 
becomes a [[fiber bundle]] with structure group ''G'', in fact a [[principal bundle]] for ''G''. The interest in the classifying space concept really arises from the fact that in this case ''Y'' has a [[universal property]] with respect to principal ''G''-bundles, in the [[homotopy category]]. This is actually more basic than the condition that the higher homotopy groups vanish: the fundamental idea is, given ''G'', to find such a contractible space ''Y'' on which ''G'' acts ''[[group action|freely]]''. (The [[weak equivalence (homotopy theory)|weak equivalence]] idea of homotopy theory relates the two versions.) In the case of the circle example, what is being said is that we remark that an infinite cyclic group ''C'' acts freely on the [[real line]] ''R'', which is contractible. Taking ''X'' as the [[quotient space]] circle, we can regard the projection π from ''R'' = ''Y'' to ''X'' as a [[helix]] in geometrical terms, undergoing projection from three dimensions to the plane. What is being claimed is that π has a universal property amongst principal ''C''-bundles; that any principal ''C''-bundle in a definite way 'comes from' π.
 
==Formalism==
A more formal statement takes into account that ''G'' may be a [[topological group]] (not simply a ''discrete group''), and that [[group action]]s of ''G'' are taken to be continuous; in the absence of continuous actions the classifying space concept can be dealt with, in homotopy terms, via the [[Eilenberg–MacLane space]] construction. In homotopy theory the definition of a topological space ''BG'', the '''classifying space''' for principal ''G''-bundles, is given, together with the space ''EG'' which is the '''total space''' of the [[universal bundle]] over ''BG''. That is, what is provided is in fact a [[continuous mapping]]
 
:<math>\pi: EG\longrightarrow BG.\ </math>
 
Assume that the homotopy category of [[CW complex]]es is the underlying category, from now on. The ''classifying'' property required of ''BG'' in fact relates to π. We must be able to say that given any principal ''G''-bundle
 
:<math>\gamma: Y\longrightarrow Z\ </math>
 
over a space ''Z'', there is a '''classifying map''' φ from ''Z'' to ''BG'', such that γ is the [[pullback of a bundle]] of π along φ. In less abstract terms, the construction of γ by 'twisting' should be reducible via φ to the twisting already expressed by the construction of π.
 
For this to be a useful concept, there evidently must be some reason to believe such spaces ''BG'' exist. In abstract terms (which are not those originally used around 1950 when the idea was first introduced) this is a question of whether the [[contravariant functor]] from the homotopy category to the [[category of sets]], defined by
 
:''h''(''Z'') = set of isomorphism classes of principal ''G''-bundles on ''Z''
 
is a [[representable functor]]. The abstract conditions being known for this ([[Brown's representability theorem]]) the result, as an [[existence theorem]], is affirmative and not too difficult.
 
==Examples==
#The [[circle]] '''S'''<sup>1</sup> is a classifying space for the [[infinite cyclic group]] '''Z'''.
#The [[torus|''n''-torus]] <math>\mathbb T^n</math> is a classifying space for '''Z'''<sup>''n''</sup>, the [[free abelian group]] of rank ''n''.
#The wedge of ''n'' circles is a classifying space for the [[free group]] of rank ''n''.
#A [[closed manifold|closed]] (that is [[compact space|compact]] and without boundary) connected [[surface]] ''S'' of [[Genus (mathematics)|genus]] at least 1 is a classifying space for its [[fundamental group]] <math>\pi_1(S)</math>.
#The [[Real_projective_space#Infinite_real_projective_space|infinite-dimensional projective space]] <math>\mathbb {RP}^\infty</math> is a classifying space for '''Z'''/2'''Z'''.
#A [[closed manifold|closed]] (that is [[compact space|compact]] and without boundary) connected [[hyperbolic manifold]] ''M'' is a classifying space for its [[fundamental group]] <math>\pi_1(M)</math>.
#A finite connected locally [[CAT(0) space|CAT(0)]] [[cubical complex]] is a classifying space of its [[fundamental group]].
#<math>\mathbb{CP}^\infty</math> is the classifying space ''B'''''S'''<sup>1</sup> for the circle '''S'''<sup>1</sup> thought of as a compact topological group.
 
==Applications==
This still leaves the question of doing effective calculations with ''BG''; for example, the theory of [[characteristic class]]es is essentially the same as computing the [[cohomology group]]s of ''BG'', at least within the restrictive terms of homotopy theory, for interesting groups ''G'' such as [[Lie group]]s. As was shown by the [[Bott periodicity theorem]], the [[homotopy group]]s of ''BG'' are also of fundamental interest. The early work on classifying spaces introduced constructions (for example, the [[bar construction]]), that gave concrete descriptions as a [[simplicial complex]].
 
An example of a classifying space is that when ''G'' is cyclic of order two; then ''BG'' is [[real projective space]] of infinite dimension, corresponding to the observation that ''EG'' can be taken as the contractible space resulting from removing the origin in an infinite-dimensional [[Hilbert space]], with ''G'' acting via ''v'' going to &minus;''v'', and allowing for [[homotopy equivalence]] in choosing ''BG''. This example shows that classifying spaces may be complicated.
 
In relation with [[differential geometry]] ([[Chern–Weil theory]]) and the theory of [[Grassmannian]]s, a much more hands-on approach to the theory is possible for cases such as the [[unitary group]]s that are of greatest interest. The construction of the [[Thom complex]] ''MG'' showed that the spaces ''BG'' were also implicated in [[cobordism theory]], so that they assumed a central place in geometric considerations coming out of [[algebraic topology]]. Since [[group cohomology]] can (in many cases) be defined by the use of classifying spaces, they can also be seen as foundational in much [[homological algebra]].
 
Generalizations include those for classifying [[foliation]]s, and the [[classifying topos]]es for logical theories of the predicate calculus in [[intuitionistic logic]] that take the place of a 'space of models'.
 
==References==
<references />
* J.P. May, ''A concise course in algebraic topology''
 
== External links ==
*{{Springer|id=C/c022440|title=Classifying space}}
 
==See also==
* [[Classifying space for O(n)]], ''B''O(''n'')
* [[Classifying space for U(n)]], ''B''U(''n'')
* [[Classifying stack]]
 
[[Category:Algebraic topology]]
[[Category:Homotopy theory]]
[[Category:Fiber bundles]]
[[Category:Representable functors]]

Revision as of 22:51, 20 January 2014

In mathematics, specifically in homotopy theory, a classifying space BG of a topological group G is the quotient of a weakly contractible space EG (i.e. a topological space for which all its homotopy groups are trivial) by a free action of G. It has the property that any G principal bundle over a paracompact manifold is isomorphic to a pullback of the principal bundle EGBG.[1]

For a discrete group G, BG is, roughly speaking, a path-connected topological space X such that the fundamental group of X is isomorphic to G and the higher homotopy groups of X are trivial, that is, BG is an Eilenberg-Maclane space, or a K(G,1).

Motivation

An example for G infinite cyclic is the circle as X. When G is a discrete group, another way to specify the condition on X is that the universal cover Y of X is contractible. In that case the projection map

π:YX

becomes a fiber bundle with structure group G, in fact a principal bundle for G. The interest in the classifying space concept really arises from the fact that in this case Y has a universal property with respect to principal G-bundles, in the homotopy category. This is actually more basic than the condition that the higher homotopy groups vanish: the fundamental idea is, given G, to find such a contractible space Y on which G acts freely. (The weak equivalence idea of homotopy theory relates the two versions.) In the case of the circle example, what is being said is that we remark that an infinite cyclic group C acts freely on the real line R, which is contractible. Taking X as the quotient space circle, we can regard the projection π from R = Y to X as a helix in geometrical terms, undergoing projection from three dimensions to the plane. What is being claimed is that π has a universal property amongst principal C-bundles; that any principal C-bundle in a definite way 'comes from' π.

Formalism

A more formal statement takes into account that G may be a topological group (not simply a discrete group), and that group actions of G are taken to be continuous; in the absence of continuous actions the classifying space concept can be dealt with, in homotopy terms, via the Eilenberg–MacLane space construction. In homotopy theory the definition of a topological space BG, the classifying space for principal G-bundles, is given, together with the space EG which is the total space of the universal bundle over BG. That is, what is provided is in fact a continuous mapping

π:EGBG.

Assume that the homotopy category of CW complexes is the underlying category, from now on. The classifying property required of BG in fact relates to π. We must be able to say that given any principal G-bundle

γ:YZ

over a space Z, there is a classifying map φ from Z to BG, such that γ is the pullback of a bundle of π along φ. In less abstract terms, the construction of γ by 'twisting' should be reducible via φ to the twisting already expressed by the construction of π.

For this to be a useful concept, there evidently must be some reason to believe such spaces BG exist. In abstract terms (which are not those originally used around 1950 when the idea was first introduced) this is a question of whether the contravariant functor from the homotopy category to the category of sets, defined by

h(Z) = set of isomorphism classes of principal G-bundles on Z

is a representable functor. The abstract conditions being known for this (Brown's representability theorem) the result, as an existence theorem, is affirmative and not too difficult.

Examples

  1. The circle S1 is a classifying space for the infinite cyclic group Z.
  2. The n-torus 𝕋n is a classifying space for Zn, the free abelian group of rank n.
  3. The wedge of n circles is a classifying space for the free group of rank n.
  4. A closed (that is compact and without boundary) connected surface S of genus at least 1 is a classifying space for its fundamental group π1(S).
  5. The infinite-dimensional projective space is a classifying space for Z/2Z.
  6. A closed (that is compact and without boundary) connected hyperbolic manifold M is a classifying space for its fundamental group π1(M).
  7. A finite connected locally CAT(0) cubical complex is a classifying space of its fundamental group.
  8. is the classifying space BS1 for the circle S1 thought of as a compact topological group.

Applications

This still leaves the question of doing effective calculations with BG; for example, the theory of characteristic classes is essentially the same as computing the cohomology groups of BG, at least within the restrictive terms of homotopy theory, for interesting groups G such as Lie groups. As was shown by the Bott periodicity theorem, the homotopy groups of BG are also of fundamental interest. The early work on classifying spaces introduced constructions (for example, the bar construction), that gave concrete descriptions as a simplicial complex.

An example of a classifying space is that when G is cyclic of order two; then BG is real projective space of infinite dimension, corresponding to the observation that EG can be taken as the contractible space resulting from removing the origin in an infinite-dimensional Hilbert space, with G acting via v going to −v, and allowing for homotopy equivalence in choosing BG. This example shows that classifying spaces may be complicated.

In relation with differential geometry (Chern–Weil theory) and the theory of Grassmannians, a much more hands-on approach to the theory is possible for cases such as the unitary groups that are of greatest interest. The construction of the Thom complex MG showed that the spaces BG were also implicated in cobordism theory, so that they assumed a central place in geometric considerations coming out of algebraic topology. Since group cohomology can (in many cases) be defined by the use of classifying spaces, they can also be seen as foundational in much homological algebra.

Generalizations include those for classifying foliations, and the classifying toposes for logical theories of the predicate calculus in intuitionistic logic that take the place of a 'space of models'.

References

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  • J.P. May, A concise course in algebraic topology

External links

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See also