Pregled bibliografske jedinice broj: 1231194
Trace maximization algorithm for the approximate tensor diagonalization
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
Citiraj ovu publikaciju:
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