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The C and epsilon parameters were determined using the built-in parameter optimizer of the SVMTorch library that iterates over several possible values to pick the optimal choice.
An event which can take one of several possible values is called a random variable.
Several possible values of K were indicated by this method but the maxima tended to be less reliable between runs at higher K values.
We scanned several possible values for one parameter at a time, performing a line search while fixing the remaining model parameters to the true simulated value.
Furthermore, for several possible values of z t, the samples x are classified and the classification is compared with the labelling of D outlier and D normal by the domain expert.
For discrete data, there are two broad classes: dichotomous (e.g., taking one of two possible values such as sex) and polychotomous (e.g., taking one of several possible values such as race or metabolizer status).
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Since the performance of both algorithms is known to be affected by the k value used and different microarray datasets may have different optimal k values [ 18, 19], we tested several possible k values (50, 100, 150, 200, 250 and 300) on six benchmark datasets.
The hesitant fuzzy preference relation (HFPR) was recently introduced by Zhu and Xu to allow the decision makers (DMs) to offer several possible preference values over two alternatives.
So, in system optimum design, depending on the earthquake risk analysis, component importance, and function requirement, the designer can choose several possible discrete values of design intensity for each building and several possible design vectors for each lifeline segment.
Each element of the HMPR is characterized by several possible preference values from the closed interval [1/9, 9]; thus, it can model decision makers' hesitation more accurately and reflect people's intuitions more objectively.
Several possible baseline values existed for our patients (hospital admission, ICU admission, or a calculated baseline from the MDRD equation).
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