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estimation. The adaptive nature of EIS in addition to the transparent and compact form of hidden neurons makes them promising candidates for online modeling and control of complex processes competitive to neural networks. From a dynamic system point of view, such training can be useful for all neural network applications requiring real-time updating of the weights. The main advantages of the EIS are: (1) It can develop an existing model when the data pattern changes, while inheriting the rule base; (2) it can start to learn a process from a single data sample and improve the performance of the model predictions online; and (3) it is recursive and very effective.

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13.4.1.1 Signaling Traf c Management. The signaling traf c management functions are:

H (X/Y ) H (X )

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where 0 , 1 , . . . , m are chosen so that f satis es the constraints. The approach using calculus only suggests the form of the density that maximizes the entropy. To prove that this is indeed the maximum, we can take the second variation. It is simpler to use the information inequality D(g||f ) 0. Approach 2 (Information inequality) If g satis es (12.1) and if f is of the form (12.4), then 0 D(g||f ) = h(g) + h(f ). Thus h(g) h(f ) for all g satisfying the constraints. We prove this in the following theorem. Theorem 12.1.1 (Maximum entropy distribution) Let f (x) = f (x) m = e 0 + i=1 i ri (x) , x S, where 0 , . . . , m are chosen so that f satis es (12.1). Then f uniquely maximizes h(f ) over all probability densities f satisfying constraints (12.1). Proof: Let g satisfy the constraints (12.1). Then h(g) =

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The first thing to think about when implementing a Windows CE custom control is not how to make the control green. Programming the various appearance and behavioral aspects of the control comes second.

E4.4

To open or close all folders:

The Roomba s smooth plastic surface doesn t lend itself to attachment devices that must touch the ground. One option is to take Roomba apart and find the appropriate places to drill holes for markers. This would enable you to create a very stable holder for the marker but would definitely void the warranty. Whatever attachment method you use, it must press down a little on the marker so it makes a decent line. There s room for experimentation here. The following sections detail the three non-destructive techniques for attaching markers used in this chapter.

Context Awareness Function (CAF)

Low (%) Sales Revenue Food operations Beverage operations Total Sales Revenue Cost of Sales, Food Cost of Sales, Beverages Total Cost of Sales Gross Margin Operating Expenses Wages expense Salaries expense Employee benefits expense Employee meals expense Laundry, linen, uniforms expense Replacements expense Services supplies expense Menus, printing expense Miscellaneous expense Entertainment expense Advertising, promotion expense Utilities expense Administrative expense Repairs, maintenance expense Rent expense Property taxes expense Insurance expense Interest expense Depreciation expense Franchise expense (if applicable) Total operating expenses Operating income (before tax) 70.0 20.0 100% 30.0% 23.0% 35.0% 56.0% 26.0% 2.0% 3.0% 1.0% 1.5% 0.5% 1.0% 0.3% 0.3% 0.5% 0.7% 2.0% 3.0% 1.0% 4.5% 0.5% 0.8% 0.3% 2.0% 3.0% 51.5% 1.5%

C. Correlations of Nonverbal and Verbal Scores (N = 29) NV4 NV4 NV14 NV30 NV42 NV57 NV65 V4 V14 V30 V42 V57 V65 1.00 .12 .10 .04 .02 .02 .92 .28 .02 .07 .01 .02 NV14 1.00 .37 .19 .20 .25 .16 .68 .25 .26 .21 .24 NV30 NV42 NV57 NV65 V4 V14 V30 V42 V57 V65

Margetts, B M, 602, 611 Margolis, K, 523, 541 Margolis, R B, 249, 263 Margulies, S, 86, 89 Marieb, E N, 181, 188 Marin, B V, 551, 564 Marin, G, 551, 564 Mark, D B, 357 Mark, M M, 278, 290 Mark, T, 371, 389 Markides, K S, 549, 550, 563, 564 Markidis, M, 68 Markman, H J, 84, 93 Markou, A, 149, 168 Markovitz, J H, 354, 361 Markowitz, M, 241 Marks, D F, 5, 6, 7, 10, 12, 13, 14, 19, 21, 22, 23, 33, 557, 564 Marks, D I, 273, 290 Marks, G, 236, 240 Marks, I, 379, 385 Marks, J L, 160, 165 Marks, J S, 142 Marks, M J, 152, 167 Marks, N F, 557, 564 Marks, S R.

Figure 17-2: A pivot table created from the data in Figure 17-1

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