###### algorithm is a deterministic

- Thus the SBP learning algorithm is a deterministic evolutionary learning algo- rithm. (witpress.com)
- A deterministic approach algorithm is a deterministic algorithm that always allows two agents with any distinct labels to solve the task of approach regardless of the choices and the behavior of the adversary. (springer.com)

###### nondeterministic

- Responding to this literature, we here note a case in which a deterministic model of evolution may give highly misleading inferences, resulting from the nondeterministic properties of mutation in a finite population. (genetics.org)

###### differential

- This process results in a method for constructing deterministic differential equation models with a potentially large scope of application including dynamic directed contact networks and heterogeneous systems using time dependent parameters. (springer.com)
- Under the assumption of a large population size, the evolution of a single beneficial allele over time can be described by deterministic differential equations ( Hartl and Clark 2007 ). (genetics.org)

###### stochastic

- In the context of epidemics propagated on contact networks, this work assists in clarifying the link between stochastic simulation and traditional population level deterministic models. (springer.com)
- This is the deterministic version of the model, the stochastic version is BIOMD0000000634 . (ebi.ac.uk)
- It uses one or more implementation-defined stochastic processes to generate a sequence of uniformly distributed non-deterministic random numbers. (boost.org)

###### simplicity

- For simplicity of calculation a deterministic approach is implemented for the proposed model. (hindawi.com)

###### environments

- Bunimovich, L.A.: Deterministic walks in random environments. (springer.com)

###### Pair

- We study martingale inequalities from an analytic point of view and show that a general martingale inequality can be reduced to a pair of deterministic inequalities in a small number of variables. (arxiv.org)

###### models

- Here, a class of approximate deterministic models is introduced into the field of epidemiology that reduces this state space to one that is numerically feasible. (springer.com)
- models a non-deterministic random number generator . (boost.org)
- However, recent work has suggested that deterministic models of evolution may be effective in capturing the effects of selection even under complex models of demography, suggesting the more general application of deterministic approaches to inference. (genetics.org)

###### Growth

- Longevity, Growth and Intergenerational Equity - The Deterministic Case ," Economics Working Papers 2010-19, Department of Economics and Business Economics, Aarhus University. (repec.org)

###### model

- A deterministic epidemic model taking account of repeated contacts between the same individuals. (springer.com)
- We propose an alternative approach that acts to correct for this error, and which we denote the delay-deterministic model. (genetics.org)
- We outline scenarios in which our model may produce improved results for the inference of selection, noting that such situations can be easily identified via the use of a regular deterministic model. (genetics.org)
- fitting a deterministic model to data provides an estimate of the magnitude of selection acting upon one or very many alleles. (genetics.org)

###### Population

- In many fields of science including population dynamics, the vast state spaces inhabited by all but the very simplest of systems can preclude a deterministic analysis. (springer.com)

###### https

- Murrieta-Mendoza, A. and Botez, R., "Aircraft Vertical Route Optimization Deterministic Algorithm for a Flight Management System," SAE Technical Paper 2015-01-2541, 2015, https://doi.org/10.4271/2015-01-2541 . (sae.org)

###### estimate

- The objective of this paper is therefore to derive a simulation-driven method, including variation management, for combining deterministic simulations with Fault Tree Analysis, to estimate system reliability when measured data is not available. (diva-portal.org)

###### give

- Namely, we give a deterministic polynomial-time algorithm that selects variables in a given de Morgan formula so that, with high probability over the random assignments to the chosen variables, the original formula shrinks in size, when simplified using a deterministic polynomial-time formula-simplification algorithm. (sfu.ca)

###### analysis

- This paper presents a novel methodology, based on a deterministic walk, to texture analysis and texture characterization. (springer.com)
- It was found that deterministic simulations can be used to produce relevant input data for fault tree analysis. (diva-portal.org)

###### system

- Period doubling and "period three" oscillations provide indications of deterministic chaos in this system. (springer.com)
- It is assumed that this path denotes an operating system pseudo-device which generates a stream of non-deterministic random numbers. (boost.org)

###### approach

- Assuming that \(\Delta \) and l are unknown to both agents, does there exist a deterministic approach algorithm always working at a cost that is polynomial in \(\Delta \) and l ? (springer.com)

###### random

- Before we begin consideration of random beams in the subsequent chapters we will first make a brief overview of deterministic beam-like fields. (oreilly.com)
- 1). A deterministic random number generator (e.g. a pseudo-random number engine) has entropy 0. (boost.org)

###### solutions

- As long as we believe that it's possible to deterministically control the development of software, deterministic solutions will be the only ones that we can entertain. (artima.com)
- Then you can claim what few physics solutions can, deterministic physics. (box2d.org)

###### results

- The paper presents the deterministic walk technique and its results for two experiments using Brodatz images. (springer.com)

###### make

- How to make Box2D more deterministic? (box2d.org)
- It's possible to make physics deterministic. (box2d.org)

###### always

- I had always assumed that cross-platform deterministic fp was impossible. (box2d.org)

###### time

- Find a deterministic algorithm which, when given an integer k, is guaranteed to find a prime of at least k digits in length of time polynomial in k. (polymathprojects.org)
- On the other hand, given any specific large number n, we can test it for primality in a deterministic manner in a time polynomial in the number of digits (by the AKS primality test ). (polymathprojects.org)

###### View

- From a practical point of view, one would be happy with a randomized algorithm, but there's no denying that to find a deterministic algorithm for such a basic problem would be a great achievement if it could be done. (polymathprojects.org)

###### study

- Institute of Advanced Study : Is the Future Deterministic? (dur.ac.uk)

###### process

- however, during its learning process, NS de- velops in a deterministic way by degrees to a more advanced or mature stage. (witpress.com)