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(3) The computing resource providers needed almost production-quality services (in terms of persistence and reliability) from the word go This led to disappointment in some cases as the R&D network was not built for this purpose In this case the particle physics community went from no use of UKLight to using it depending upon its stability to meet targets within a matter of a few months This is typical and should be seen as a good thing ie, once provided with advanced networking facilities, users can immediately benefit, so much so that the R&D service is soon inadequate..

44.2 30.8

stable state convergence can be very slow. In our example, for instance, it takes 4210 iterations if = 10 6 is chosen, that is, if the algorithm is terminated if the probabilities of two consecutive iterations differ no more than 10 6 . In this case the computed probabilities differ less than 8 10 4 from those shown in Table 5.4. For = 10 4 the algorithm needs 687 iterations and the result differs less than 0.025 from those shown in Table 5.4. In order to mitigate this disadvantage, several different acceleration methods have been suggested, among them (conjugate) gradient descent [Jamshidian and Jennrich 1993, Russel et al. 1995, Bauer et al. 1997] and a transformation to a root finding problem, so that the Newton Raphson method can be applied [Jamshidian and Jennrich 1993]. Often standard expectation maximization is applied first to approach a convergence point and then it is switched to one of the mentioned methods to speed up convergence. Here we do not discuss these methods in detail, but only study briefly an approach that draw on a simple idea from (artificial) neural network training [Anderson 1995, Bishop 1996, Rojas 1996, Haykin 2008], namely the introduction of a momentum term. For this we view the change of the parameters from one iteration of the expectation maximization algorithm to the next as a generalized gradient.4 To this generalized gradient we add a fraction of the change made in the previous iteration (this is the momentum term) to speed up the gradient ascent. Formally, we update a parameter using the rule t+1 = t + t with t = ( EM t ) + t 1 , t

4.13 INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS (IEEE)

500 550 Wavelength (nm) (b)

Mucinous borderline (low malignant potential) tumors are typically unilateral ( 95%), large (often 15 cm), multilocular cystic neoplasms

account the fact that attacks can be mounted at different levels within a networked computer system. The problem with providing security at the application is that it makes it dif cult to ensure that no trap doors to lower levels have been left open and it also places responsibility for security with each application developer, which can be inef cient probably insecure. We begin at the packet level.

Mortgage-Backed Security Prepayment penalties are comparable with PACs, but there are no bands to limit exposure to changes in prepayment activity, and these uncertain changes contribute to the uncertainty in timing of both coupon and principal payments.

Method createAcct removeAcct auditAccount creditAcct debitAcct transferFunds Manager Role Yes Yes Yes No No No Teller Role Yes Yes No No No No Customer Role No No No Yes Yes Yes

> 800

mathematical graph theory and have applications in many elds such as computer networks and data retrieval algorithms. The eccentricity of a vertex is the maximum distance from a vertex v to any other vertex in the graph where distance is de ned to be the length of the shortest path and is denoted by d(u, v). The diameter of G, diam (G), is the maximum eccentricity where this maximum is taken over all eccentricity values in the graph. That is, diam(G) = max d(v, u)

the buffet. The chefs do a good job with their roasting at night, especially with the prime rib, which can be carved for you. Homemade soups are featured daily, and there are many choices of fresh salads and tasty desserts. The best time to come for island flair and fun is on Bahamian night each Friday.

When a patient has an abnormal Pap smear, in almost all circumstances she should undergo colposcopy. The exceptions to this are discussed below. The patient in this clinical scenario with an LSIL Pap smear should undergo colposcopy with colposcopic-directed biopsies. Multiple studies have shown that biopsy of lesions visualized by colposcopy is necessary to determine the grade of