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By applying proposed contingent probability on MBH feature, we achieve 94.91% which is comparable to Kovashka and Grauman [7] method.
If each network were fully independent and had the same probability p of misclassifying a compound, the contingent probability P that k of K networks in an ensemble will mistakenly assign a "negative" compound to the "positive" class or a "positive" compound to the "negative class" would be expected to follow a binomial distribution: P k | K, p = K k p k 1 - p K - k (1).
Symmetrically, the contingent probability that fea2's combined visual word ( {W}_j^{mathrm{fea}2} ) related to all the combined visual words of fea1 is Pleft({mathrm{mathcal{L}}}_s,:Big|{W}_j^{mathrm{fea}2}right)=frac{mathrm{His}left({W}_j^{mathrm{fea}2},{mathrm{mathcal{L}}}_sright)}{{displaystyle {sum}_smathrm{His}left({W}_j^{mathrm{fea}2},{mathrm{mathcal{L}}}_sright)}} (13).
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Fig. 6 Influence of evaluation parameters on the contingent probability-based representation.
We compare the results of contingent probability-based video representation's different parameter values on the KTH dataset as Fig. 6 shows.
In this table, POOL STRep means the POOL compress strategies-based spatio-temporal video representation, and CP STRep means the contingent probability-based spatio-temporal video representation.
In this paper, we compare two different compress strategies with experiments which is POOL compress [21], contingent probability-based representation [22].
On the other hand, we can see that in most cases the cure are very stable, which means that the parameter m has weak influence on the contingent probability-based representation.
Specifically, if subjects pressed a spacebar, a liquid reward was delivered at a probability contingent on the orientation of that presented stimulus (for example, 80% for a stimulus tilted 135°, 50% for a stimulus oriented 75°, and 20% for a stimulus oriented 15°).
For each of the illustrative errors chosen, the probability of contingent adverse events will be modelled on the basis of information in the literature.
In any case, the values for questions on risk reductions are sufficiently different to cause some concern about the incorporation of probabilities into contingent valuation questions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com