Zobrazeno 1 - 10
of 49 204
pro vyhledávání: '"optimal estimation"'
Autor:
Jiang, Stephen, Fan, Jianqing
With the rise of big data, networks have pervaded many aspects of our daily lives, with applications ranging from the social to natural sciences. Understanding the latent structure of the network is thus an important question. In this paper, we model
Externí odkaz:
http://arxiv.org/abs/2410.07621
Despite being optimized, the information processing of biological organisms exhibits significant variability in its complexity and capability. One potential source of this diversity is the limitation of resources required for information processing.
Externí odkaz:
http://arxiv.org/abs/2409.14003
This paper establishes optimal convergence rates for estimation of structured covariance operators of Gaussian processes. We study banded operators with kernels that decay rapidly off-the-diagonal and $L^q$-sparse operators with an unordered sparsity
Externí odkaz:
http://arxiv.org/abs/2408.02109
Autor:
Jorma Rissanen
This book presents a comprehensive and consistent theory of estimation. The framework described leads naturally to a generalized maximum capacity estimator. This approach allows the optimal estimation of real-valued parameters, their number and inter
We consider the centralized optimal estimation problem in spatially distributed systems. We use the setting of spatially invariant systems as an idealization for which concrete and detailed results are given. Such estimators are known to have a degre
Externí odkaz:
http://arxiv.org/abs/2406.14781