The underlying philosophy of this approach can be explained as follows. The action-selection probabilities, which are stored in some form either directly or indirectly, are used to guide the search. As a result, we have a stochastic search in which each action is considered to be equally good...
Quantum technologies offer a promising route to the efficient sampling and analysis of stochastic processes, with potential applications across the sciences. Such quantum advantages rely on the preparation of a quantum sample state of the stochastic proc
The image above is not just an appealing visual that drew you to this article (despite its length), but it also represents a potential journey of the SGD algorithm in search of a global minimum. In this journey, it navigates rocky paths where the height symbolizes the loss. If this doesn...
This study introduces an enhanced self-adaptive wild goose algorithm (SAWGA) for solving economical-environmental-technical optimal power flow (OPF) problems in traditional and modern energy systems. Leveraging adaptive search strategies and robust diversity capabilities, SAWGA distinguishes itself from clas...
“Hyperdimensional hashing” section, we introduce HD hashing, a dynamic hashing algorithm. Finally, we conclude the paper by presenting and discussing empirical results of these two methods to show how, in fact, approaches based on HDC have the potential to bring efficient and robust alternative ...
39) and several of its properties are explained in Section 4.2 of Maitra and Sudderth [6]. Player 1’s objective is to maximize the payoff given by u, and player 2’s objective is to minimize it. For a discussion of alternative payoffs, we refer to Sect. 10. 2.6 Superfair Games A...
(11) is convenient, since it allows inferring the marginals and the dependence structure of the data separately, as briefly explained in the following. To infer the marginal distributions, we consider two options. The first is parametric inference, where we choose from a set of parametric ...
The fact that M is a minimum makes the determination of a local stable manifold rather straightforward, as will be explained just below. The validation a local unstable manifold for the saddle, and of an orbit connecting this unstable manifold to the minimum are more involved. We briefly ...
Quantum technologies offer a promising route to the efficient sampling and analysis of stochastic processes, with potential applications across the sciences. Such quantum advantages rely on the preparation of a quantum sample state of the stochastic proc
Altogether, these data demonstrate that HeLa cells latently infected with HIV-1 display rare bursts of viral transcription, which are best explained by stochastic pausing. Fig. 8: Bursting of the HIV-1 promoter in latently infected HeLa cells. A Schematic of the HIV-1 reporter construct used ...