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Table 3-4 shows a number of array formula examples based on the worksheet shown in Figure 3-7.

compute (an equivalent of) the factor potentials for the maximal cliques (see below) Furthermore, since not all undirected graphs have hypertree structure, the search space is smaller Finally, and this may be the most important advantage in some applications, this approach allows us to control directly the complexity of the learned graphical model and, especially, the complexity of reasoning with this model, namely by limiting the size of the maximal cliques That the complexity of reasoning can be controlled in this way is obvious if join tree propagation (cf Section 422) is used to update the represented distribution wrt given evidence, but holds equally well for other propagation methods In order to understand why exerting such control is more difficult with other learning approaches, recall that the preparations for join tree propagation involve a triangulation step (cf Algorithm 42.

on categorization of the original intended purposes of the various types of structures and activities which later caused groundwater pollution (Fetter 1999). While a focus on intent may seem logical enough to the legal mind, the resulting classi cation is unwieldy in practice. After all, an aquifer neither knows nor cares about the motives of the humans who polluted it. Furthermore, engineers designing a clean-up operation are more likely to be successful if they focus on the processes by which the pollutants passed through the soil and into the aquifer, rather than on the motives of the former land-user. For these reasons, a much simpler classi cation of groundwater pollution sources will be adopted here. We will classify all sources of pollution into two categories:

otr( AX B) = A' B'

Fig. 10.5 Flow chart showing the typical sequence of steps taken in a groundwater modeling exercise. Although originally developed for modeling ow, the same sequence of steps should also be followed when modeling pollutant migration and/or geochemical processes in aquifers (mass balance or reactive transport). (After Hulme et al. 2002.)

1 on page 132), in which edges may be added to the graph How many edges have to be added in this step depends in a complex way on the structure of the graph, which makes it practically impossible to foresee and thus to control the size of the maximal cliques of the triangulated graph (which determine the reasoning complexity) The main task when developing a simulated annealing approach to learning undirected graphs with hypertree structure is, obviously, to find an efficient method to randomly generate and modify such graphs In the following we consider two alternatives and discuss their respective merits and drawbacks.

Table 3.4 Equilibration times, te , for atmospheric aerosols Sp = 1 Aerosol Polar Background Maritime Remote continental Desert dust storm Rural Urban

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DNS does much more than the name-to-address translation. It also allows for:

Both approaches exploit the fact that in order to ensure that a graph has hypertree structure we only have to make sure that the family of attribute sets underlying its maximal cliques has the running intersection property,29 which guarantees acyclicity, and that there is a path between any pair of nodes, which guarantees connectedness (although in applications it is often beneficial and convenient to relax the latter condition) The first approach relies directly on the defining condition of the running intersection property for a family M of sets, namely that there is an ordering M1 , , Mm of the sets in M, so that i {2, , m} : k {1, , i 1} : Mi.

Example 6.1: For the convolutional code Cconv (2, 1, 2) whose encoder is seen in Figure 6.3, determine the polynomial expression of the output for the input sequence (100011). The input sequence in polynomial form is M(D) = 1 + D 4 + D 5 The generator matrix is of the form G(D) = 1 + D 2 1 + D + D 2

Figure 17.4. Continuous chopper. (Photograph courtesy of Pertti Leino.)

Pseudocode of eClustering Algorithm eClustering Begin eClustering+ Read the input-output pair, zt IF (t = 1) THEN (Initialise) ELSE Calculate recursively the data density around by (2.6); Update recursively the density of the focal points by (2.7); IF (Condition A) THEN (form a new focal point, R R +1; zi* zt; D(zi*) 1; Ii* 1) ; IF (Condition B) THEN (remove the rule for which it holds) Assign the current data sample to the nearest cluster (to the rule it satis es most); END IF Repeat the procedure until end of the data stream or external request to stop END eClustering+