Sentence examples for naive stochastic from inspiring English sources
A naive stochastic simulation requires running many Brownian particles together, which is computationally greedy and inefficient.
Particularly, if the models were originally meant to be ODE-oriented, a later discrete interpretation as a qualitative or stochastic model by a naive automatic translation may produce wrong results; see Figure 1 for an introductory example demonstrating the problem.
They employ algorithms such as Naive Bayes, Nearest Neighbor, Support Vector Machines (SVM), Stochastic Gradient Descent (SGD), Decision Tree, Random Forest, Neural Network (NN), and Logistic Regression to classify the purpose of e-commerce transactions, the interests of online readers, the targets of travelers, etc.
Here, we study whether dedicated algorithms for stochastic models are indeed superior to the naive approach of applying the readily available least squares algorithm designed for deterministic models.
"⇔" means that both forward and reaction rates are increased and "~" means that the optimisation led to no clear change We would like to note here that a (naive) comprehensive search for optima using a regular grid approach and stochastic simulations of the system in this particular case would have taken a prohibitively long computation time.
Naive global optimization amounts to evolving a collection of realizations of this stochastic map and picking the realization with the best properties.
We utilize the flexibility of particle filters to construct a stochastic global optimization algorithm which can converge to the optimal solution appreciably faster than naive global optimization.
The rules applying to each region act simultaneously, in a parallel way, to all the objects and regions, and the stochastic behavior of the system is achieved by applying the rules according to their stochastic parameters in a naive probabilistic manner.
That is called stochastic resonance.
See also stochastic process.
