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Is it a matter of probability, process, or some hybrid thereof?
Due to the small variation of the TRIODs for nuclear pixel representation, we collect a set of nuclear TRIODs as prototypes and apply a probability process to model them.
This study presented a nucleus-enhanced probability process with top-ranked intensity-ordered descriptors (TRIOD) and employed the distance-regularized level set method for accurately localizing the nuclear regions.
Since the M Gaussian models are centered on the N=M TRIODs, respectively, all model weights can be set as (frac {1}{M}) which means all the models have the same contribution to the final probability process.
Then, a probability process is employed to model nuclear TRIOD prototypes, and the enhanced nuclear probability map can be constructed with the TRIODs of all pixels in a DIC microscope image.
PDCs occurrence has been considered in the last volcanic hazards map as a low probability process; evidences found in this contribution suggest instead to include them as more probable and thus very important for the hazards assessment of the Copahue volcano.
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The key feature of the ANN methodology is to assume that there are some latent, or 'hidden', intermediary variables in the input (covariate) and output (survival probability) processes.
Requiring both probability and process will resolve fizzlings and misconnections (Salmon 1997), as the former involves no process-linkage and the latter no probability-raising.
The probability and process accounts (and by extension hybrids) are said to be inevitably circular, because the notions of probability and process cannot be understood without reference to causation.
Likewise requiring either probability or process will resolve preemptions and disconnections, but not fizzlings and misconnections.
The second method, CS-EM, modifies EM by incorporating misclassification cost into the probability estimation process.
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Justyna Jupowicz-Kozak
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