Deprecated: $wgMWOAuthSharedUserIDs=false is deprecated, set $wgMWOAuthSharedUserIDs=true, $wgMWOAuthSharedUserSource='local' instead [Called from MediaWiki\HookContainer\HookContainer::run in /var/www/html/w/includes/HookContainer/HookContainer.php at line 135] in /var/www/html/w/includes/Debug/MWDebug.php on line 372
Generalized iterated-sums signatures - MaRDI portal

Generalized iterated-sums signatures (Q6169180)

From MaRDI portal
scientific article; zbMATH DE number 7710378
Language Label Description Also known as
English
Generalized iterated-sums signatures
scientific article; zbMATH DE number 7710378

    Statements

    Generalized iterated-sums signatures (English)
    0 references
    0 references
    0 references
    0 references
    11 July 2023
    0 references
    Unlike iterated-integrals and iterated-sum signatures, Kiraly and Oberhauser's generalization of signatures (introduced in a specific context) are not compatible with the shuffle product, nor the quasishuffle product. In order to recover a character property for them, the quasishuffle product is deformed by coalgebra isomorphisms, and especially a family of isomorphism indexed by formal diffeomorphisms. These products are shown to be compatible with a generalized iterated-sum signature defined with the same formal diffeomorphism. In a second part, inspired by machine learning applications, it is shown that polynomial transformations of the time series increments induce transformation of iterated-sum signatures dually corresponding to a quasishuffle and Hopf algebra endomorphism, whereas polynomial transformations of the time series itself induce transformation of iterated-sum signatures dually corresponding to a quasishuffle, but not Hopf algebra, endomorphism.
    0 references
    0 references
    time series analysis
    0 references
    time warping
    0 references
    signature
    0 references
    quasi-shuffle product
    0 references
    Hoffman's exponential
    0 references
    Hopf algebra
    0 references

    Identifiers

    0 references
    0 references
    0 references
    0 references
    0 references
    0 references
    0 references
    0 references