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Pregled bibliografske jedinice broj: 1231194

Trace maximization algorithm for the approximate tensor diagonalization


Begović Kovač, Erna; Perković, Ana
Trace maximization algorithm for the approximate tensor diagonalization // Linear and multilinear algebra (2022) doi:10.1080/03081087.2022.2158997 (znanstveni, online first)


CROSBI ID: 1231194 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Trace maximization algorithm for the approximate tensor diagonalization

Autori
Begović Kovač, Erna ; Perković, Ana

Vrsta, podvrsta
Radovi u časopisima, znanstveni

Izvornik
Linear and multilinear algebra (2022)

Status rada
Online first

Ključne riječi
Jacobi-type methods ; convergence ; tensor diagonalization ; tensor trace

Sažetak
In this paper we develop a Jacobi-type algorithm for the approximate diagonalization of tensors of order d≥3 via tensor trace maximization. For a general tensor this is an alternating least squares algorithm and the rotation matrices are chosen in each mode one-by-one to maximize the tensor trace. On the other hand, for symmetric tensors we discuss a structure-preserving variant of this algorithm where in each iteration the same rotation is applied in all modes. We show that both versions of the algorithm converge to the stationary points of the corresponding objective functions.

Izvorni jezik
Engleski

Znanstvena područja
Matematika



POVEZANOST RADA


Projekti:
HRZZ-UIP-2019-04-5200 - Dekompozicije i aproksimacije matrica i tenzora (DAMAT) (Begović Kovač, Erna, HRZZ - 2019-04) ( CroRIS)

Ustanove:
Fakultet kemijskog inženjerstva i tehnologije, Zagreb

Profili:

Avatar Url Erna Begović Kovač (autor)

Avatar Url Ana Perković (autor)

Poveznice na cjeloviti tekst rada:

doi arxiv.org dx.doi.org www.tandfonline.com

Citiraj ovu publikaciju:

Begović Kovač, Erna; Perković, Ana
Trace maximization algorithm for the approximate tensor diagonalization // Linear and multilinear algebra (2022) doi:10.1080/03081087.2022.2158997 (znanstveni, online first)
Begović Kovač, E. & Perković, A. (2022) Trace maximization algorithm for the approximate tensor diagonalization. Prihvaćen za objavljivanje u Linear and multilinear algebra. [Preprint] doi:10.1080/03081087.2022.2158997.
@unknown{unknown, author = {Begovi\'{c} Kova\v{c}, Erna and Perkovi\'{c}, Ana}, year = {2022}, DOI = {10.1080/03081087.2022.2158997}, keywords = {Jacobi-type methods, convergence, tensor diagonalization, tensor trace}, journal = {Linear and multilinear algebra}, doi = {10.1080/03081087.2022.2158997}, title = {Trace maximization algorithm for the approximate tensor diagonalization}, keyword = {Jacobi-type methods, convergence, tensor diagonalization, tensor trace} }
@unknown{unknown, author = {Begovi\'{c} Kova\v{c}, Erna and Perkovi\'{c}, Ana}, year = {2022}, DOI = {10.1080/03081087.2022.2158997}, keywords = {Jacobi-type methods, convergence, tensor diagonalization, tensor trace}, journal = {Linear and multilinear algebra}, doi = {10.1080/03081087.2022.2158997}, title = {Trace maximization algorithm for the approximate tensor diagonalization}, keyword = {Jacobi-type methods, convergence, tensor diagonalization, tensor trace} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus


Citati:





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