An Approximate Bayesian Approach to Optimal Input Signal Design for System Identification. [PDF]
Bania P, Wójcik A.
europepmc +1 more source
Bi‐Directional Recurrent Attentional Topic Model Using Flexible Priors
ABSTRACT This article presents extensions to the Bi‐Directional Recurrent Attentional Topic Model (bi‐RATM) framework, a Dirichlet‐based model used in text document analysis. The allocation of topics to a sentence in a document is determined by its content as well as the topics of its neighboring sentences, and the weighting is typically variable. Many
Pantea Koochemeshkian, Nizar Bouguila
wiley +1 more source
Federated learning with joint server-client momentum. [PDF]
Li B, Zhang S, Han Q.
europepmc +1 more source
Human and Intellectual Capital Spending Efficiency and Efficacy: Evidence from U.S. Universities
ABSTRACT We analyze the efficiency and efficacy of human and intellectual capital investment to better understand the effects of social investment. Existing literature in the corporate setting lacks analysis on the impact of human and intellectual capital investment, likely due to data scarcity.
Christopher S. Armstrong +3 more
wiley +1 more source
Jensen's inequality for partial traces in von Neumann algebras
Abstract Motivated by a recent result on finite‐dimensional Hilbert spaces, we prove Jensen's inequality for partial traces in semifinite von Neumann algebras. We also prove a similar inequality in the framework of general (non‐tracial) von Neumann algebras.
Mizanur Rahaman, Lyudmila Turowska
wiley +1 more source
Analysis of mean-field models arising from self-attention dynamics in transformer architectures with layer normalization. [PDF]
Burger M +4 more
europepmc +1 more source
On the Mean‐Field Limit of Consensus‐Based Methods
ABSTRACT Consensus‐based optimization (CBO) employs a swarm of particles evolving as a system of stochastic differential equations (SDEs). Recently, it has been adapted to yield a derivative free sampling method referred to as consensus‐based sampling (CBS). In this paper, we investigate the “mean‐field limit” of a class of consensus methods, including
Marvin Koß, Simon Weissmann, Jakob Zech
wiley +1 more source
Gradient regularity for widely degenerate elliptic partial differential equations. [PDF]
Strunk M.
europepmc +1 more source
Statistical CSI-Based Beamspace Transmission for Massive MIMO LEO Satellite Communications. [PDF]
Dong Q +5 more
europepmc +1 more source

