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Entropy2016,18, 370 4.1.Hyper-RegularLagrangians AssumptionsMadein thisSection Weconsider in this sectionasmooth,maybetime-dependentLagrangianL :R×TN→R,which is such that theLegendremapDeïŹnition 1LL :R×TN → T∗N satisïŹes the followingproperty: for eachïŹxedvalue of the time t ∈R, themap v → LL(t,v) is a smoothdiffeomorphismof the tangent bundle TN onto the cotangent bundle T∗N. An equivalent assumption is the following: themap (idR,LL) : (t,v) → ( t,LL(t,v) ) is a smooth diffeomorphismofR×TN ontoR×T∗N. TheLagrangianL is thensaid tobehyper-regular. TheequationsofmotioncanbewrittenonR×T∗N insteadofR×TN. DeïŹnition4. Under theassumptionSection4.1, the functionHL :R×T∗N→Rgivenby HL(t,p)=EL◩(idR,LL)−1(t,p) , t∈R , p∈T∗N , (EL :R×TN→Rbeing the energy functiondeïŹned inDeïŹnition1) is called theHamiltonianassociated to thehyper-regularLagrangianL. The1-formdeïŹnedonR×T∗N ̂HL = ΞN−HLdt , whereΞN is theLiouville1-formonT∗N, is called thePoincarĂ©-Cartan1-formin theHamiltonian formalism. Remark 6. The PoincarĂ©-Cartan 1-form ̂L onR×TN, deïŹned inDeïŹnition 1, is the pull-back, by the diffeomorphism (idR,LL) :R×TN→R×T∗N, of thePoincarĂ©-Cartan1-form ̂HL in theHamiltonian formalismonR×T∗NdeïŹnedabove. 4.2. PresymplecticManifolds DeïŹnition5. Apresymplectic formonasmoothmanifoldMisa2-formω onMwhich isclosed, i.e., such that dω=0. AmanifoldMequippedwithapresymplectic formω is calledapresymplecticmanifoldanddenoted by (M,ω). The kernelkerω of apresymplectic formωdeïŹnedona smoothmanifoldMis the set of vectors v∈TMsuch that i(v)ω=0. Remark7. Asymplectic formω onamanifoldMisapresymplectic formwhich,moreover, isnon-degenerate, i.e., such that for eachx∈Mandeachnon-zerovectorv∈TxM, there exists anothervectorw∈TxMsuch thatω(x)(v,w) =0. Or inotherwords, apresymplectic formωwhosekernel is the set ofnullvectors. Thekernel of apresymplectic formω onasmoothmanifoldMisavector sub-bundleofTMif andonly if for eachx∈M,thevector subspaceTxMofvectorsv∈TxMwhichsatisfy i(v)ω=0 is of aïŹxeddimension, the same forall points x∈M.Apresymplectic formwhichsatisïŹes that condition is said tobeof constant rank. Proposition1. Letω beapresymplectic formof constant rankRemark7onasmoothmanifoldM.Thekernel kerω ofω is acompletely integrablevector sub-bundleofTM,whichdeïŹnesa foliationFω ofMintoconnected immersedsubmanifoldswhich, at eachpointofM,have theïŹbreofkerω at thatpointas tangentvector space. Wenowassume inaddition that this foliation is simple, i.e., such that the set of leavesofFω, denotedby M/kerω, has a smooth manifold structure for which the canonical projection p : M → M/kerω (which associates to each point x ∈ M the leaf which contains x) is a smooth submersion. There exists onM/kerω aunique symplectic formωr such that ω= p∗ωr . 11
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Differential Geometrical Theory of Statistics
Title
Differential Geometrical Theory of Statistics
Authors
Frédéric Barbaresco
Frank Nielsen
Editor
MDPI
Location
Basel
Date
2017
Language
English
License
CC BY-NC-ND 4.0
ISBN
978-3-03842-425-3
Size
17.0 x 24.4 cm
Pages
476
Keywords
Entropy, Coding Theory, Maximum entropy, Information geometry, Computational Information Geometry, Hessian Geometry, Divergence Geometry, Information topology, Cohomology, Shape Space, Statistical physics, Thermodynamics
Categories
Naturwissenschaften Physik
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