Temporal pattern detection in time-varying graphical models

F Tomasi, V Tozzo, A Barla - 2020 25th International …, 2021 - ieeexplore.ieee.org
Graphical models allow to describe the interplay among variables of a system through a
compact representation, suitable when relations evolve over time. For example, in a …

An efficient linearly convergent regularized proximal point algorithm for fused multiple graphical lasso problems

N Zhang, Y Zhang, D Sun, KC Toh - SIAM Journal on Mathematics of Data …, 2021 - SIAM
Nowadays, analyzing data from different classes or over a temporal grid has attracted a
great deal of interest. As a result, various multiple graphical models for learning a collection …

Generalised temporal network inference

V Tozzo - 2020 - tesidottorato.depositolegale.it
Network inference is becoming increasingly central in the analysis of complex phenomena
as it allows to obtain understandable models of entities interactions. Among the many …

[PDF][PDF] Graphical Models for Multivariate Time-Series.

F Tomasi, TS DIBRIS-TH - 2019 - core.ac.uk
Gaussian graphical models have received much attention in the last years, due to their
exibility and expression power. In particular, lots of interests have been devoted to graphical …

[PDF][PDF] 時系列データの自動ネットワーク構造検出アルゴリズ

小幡紘平, 松原靖子, 川畑光希他 - 情報処理学会論文誌, 2023 - ir.library.osaka-u.ac.jp
本論文では, ネットワーク構造を持つ多次元時系列データのためのパターン検出手法である NGL
について述べる. NGL は, 時間変化するネットワーク構造を持つ多次元時系列データが与えられた …