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To do this, the probability distribution governing the data must be described.
Like most methods, EBSeq-HMM makes assumptions regarding the distribution governing expression measurements.
As in our previous work, we did not assume anything about the underlying probability distribution governing these random processes.
To accurately estimate the null distribution governing sporadic CNAs, we perform random positional permutations on CNA units that preserve correlations inherent to the copy number data.
They solve the radiation transport problem stochastically by simulating the tracks of a sufficiently large number of individual particles using the random number generated probability distribution governing the individual physical processes.
A robust regression of the number of reads as a function of contig length for this dataset with a weight threshold of 0.62 (consistent with a Gaussian distribution governing the model's errors) results in identification of 12% (324/2805) of the points as outliers.
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There are various delay models, including constant delay, random delay which is independent of previous transmission, and random delay with the probability distribution governed by a Markov chain.
An approximation to a distribution governed by temperature readings taken at the edge of a polygonal domain can be constructed using interpolation functions which in linear combination––satisfy first order, constancy and linearity conditions.
Assuming that a Poisson distribution governs the number of episodes in individual patients, we would conclude that 15.5 % have at least one event per year.
Let { s 1, s 2,..., s n } be a set of sampling instances randomly and independently taken from the distribution governed by probability density function f in the d-dimensional vector space.
We propose different parameterizations of the conditional probability distributions governing the transitions between the image levels.
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CEO of Professional Science Editing for Scientists @ prosciediting.com