Sentence examples for so stochastic from inspiring English sources

The deterministic simulations we have done cannot address this issue, so stochastic simulations are required.

Many problems are not that well-defined so stochastic strategies are popular including stochastic gradient descent [ 21], simulated annealing [ 22- 24], evolutionary computation [ 25], and other heuristics.

We employed six DNA markers to increase character number, and analyzed the data using both MP and ML, so stochastic and systematic errors can both be excluded as reasons for the gene-tree conflicts observed.

For the case of biochemical reaction networks, and under the assumption of well-mixed compartments and large enough concentration of molecules (so stochastic effects are negligible), kinetic models describe the concentration dynamics using nonlinear deterministic ordinary differential equations.

So, the stochastic integral ∫ 0 t S ( t − s ) Q ( X ( s ) ) d W ( s ) is well defined.

So a stochastic process X ( t ) is called a strong solution of (2.1), if it is R C L L, F t -adapted, X ( t ) ∈ D ( A ) and satisfies (2.1).

We also prove that our criterion has a probabilistic interpretation as a model which is asymptotically optimal within the given class of distributions by reaching the lower bound on the logarithmic prediction errors, given by the so called stochastic complexity, and approximated by BIC.

The results show that the oscillators with feedforward inhibition and those with equivalent PRCs produce output spike trains with a significant level of coherence, so if stochastic synchronization happens among oscillators with feedforward inhibition, it will most likely happen in oscillators with the corresponding equivalent PRCs.

In the next round of analyses, we will be interested to know whether the changes in the frailty states (baseline frailty state versus the follow up state) can be described using a so called "stochastic" transition model [ 32] which we have evaluated in other community-dwelling elderly samples, although not with ones that include as many performance measures as the PEP study [ 33].

CADNA provides new numerical types, the so-called stochastic types, on which round-off errors can be estimated.

We propose two location algorithms based on the so-called stochastic walk and present their experimental results.