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Update step: In this step, we deal with the received observations y k = (y 1,k ⋯ y M,k ) one after another by using the Bayesian rule to obtain individual update distributions and their corresponding existence probabilities.
After all the M observations are processed, we obtain the update distributions ( {f}_{i,M}left({mathbf{x}}_{i,k}right)=Nleft({mathbf{x}}_{i,k};{mathbf{m}}_{i,k}^M,{mathbf{P}}_{i,k}^Mright) ), i = 1 ⋯ N k − 1 and their existence probabilities ( {p}_{i,k}^M ), i = 1 ⋯ N k − 1.
Assuming that the observations at time step k are denoted by y k = (y 1,k ⋯ y M ,k ) where M is the number of observations at time step k, we deal with these M observations one after another to obtain individual update distributions and their corresponding existence probabilities.
After observation y j − 1,k is processed, the update distributions and their corresponding existence probabilities are f i,j − 1(x i,k ), i = 1 ⋯ N k − 1 and ( {p}_{i,k}^{j-1} ), i = 1 ⋯ N k − 1, respectively.
The Gibbs sampling update distributions can be derived following the methodology in Teh et al. (2006).
Due to space limitations, the details of the Gibbs sampling update distributions and their derivations are deferred to the Appendix A. Set the values for the prior parameters α a,α b,γ a,γ b,λ.
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Ford's own computer engineers had designed the company's update distribution software, but they used publicly available building blocks, Mr. Timms continued.
Broadband Hog - While Windows 10's mandatory update policy has split opinions, a far less widely reported issue is also taking place: the new OS uses a peer-to-peer (p2p) update distribution system called 'Windows Update Delivery Optimization' (WUDO).
Otherwise, observation y j,k may originate from other targets or from clutter; in this case, previous update distribution f i,j − 1(x i,k ) should be maintained.
As shown in Equation 6, we use the marginal distributions f e,j − 1(x e,k ), e = 1 ⋯ N k − 1 of individual targets to obtain the update distribution ( {f}_{i,j}^uleft({mathbf{x}}_{i,k}right) ) of target i.
Motorola is promising to announce more phones after they've worked with their "various partners" — which, in other words, means they've still got to figure out which carriers are willing to support which phones for a bit longer, and which will work with them on the update distribution process.
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Justyna Jupowicz-Kozak
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