Treffer: Bayesian Tensor Decomposition for Signal Processing and Machine Learning
Titel:
Bayesian Tensor Decomposition for Signal Processing and Machine Learning : Modeling, Tuning-Free Algorithms, and Applications / Lei Cheng
Beteiligt:
Ausgabe:
1st ed. 2023.
Veröffentlicht:
Cham : Springer International Publishing AG, 2024
Umfang:
183 Seiten
Format:
Sprache:
Englisch
Anmerkungen:
Tensor decomposition: Basics, algorithms, and recent advances.- Bayesian learning for sparsity-aware modeling.- Bayesian tensor CPD: Modeling and inference.- Bayesian tensor CPD: Performance and real-world applications.- When stochastic optimization meets VI: Scaling Bayesian CPD to massive data.- Bayesian tensor CPD with nonnegative factors.- Complex-valued CPD, orthogonality constraint and beyond Gaussian noises.- Handling missing value: A case study in direction-of-arrival estimation.- From CPD to other tensor decompositions.
RVK-Notation:
ISBN:
9783031224409 ; 303122440X