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Let us assume that training samples X x 1 ; . . . ; x N 2 Rn N have been given so far and they were already discarded. Instead of keeping actual training samples, a system x holds an eigenspace model W ; Uk ; Lk ; N where , Uk , and Lk are a mean input x vector, an n k eigenvector matrix, and a k k eigenvalue matrix, respectively. Here, k is the number of eigen-axes spanning the current eigenspace. Now, assume that a chunk x of L training samples Y y 1 ; . . . ; y L 2 Rn L is presented. The mean vector 0 is updated without the past training samples X as follows: 0 x 1 N L x y N L 7:10

To provide a name for a button or text field, select the object on the Stage. To provide a name for an entire movie, deselect all objects on the Stage.

test phase of an engine, and furthermore that most of the faults appear quite instantaneously. These include measurements of physical variables, such as pressures and temperatures measured from sensors at different positions in the whole test bench cycle (e.g., pressure of the oil is one important factor) and also all kind of emissions (NOX, CO2 etc.) whose values should be quite low in order to be in line with the legally allowed boundary. Faults in the system may spoil these values and mislead the conclusion of an engine under test and evaluation. Our approach is now to identify high-dimensional relationships and dependencies within the system, serving as (fault-free) reference models, which can be used to calculate the deviation of new samples to these models ( ! residuals). As this identi cation should be done fully automatically and without prior knowledge within online operating mode in real time, it requires an incremental and evolving learning mechanism for model building. In order not to be restricted to simple linear dependencies, we exploit fuzzy models with highly nonlinear characteristics (and that are also able to model linear dependencies). The noise is usually quite high at such engine test benches, such that the integration of error bands surrounding the models into the fault detection process is necessary. In the case of global error bands, we exploit the whole model error (including bias and variance error [24]), and the fault condition becomes (for m identi ed models, see [43]): 9m : ^fuz;k;m xk;m ex f m > thr model errorm _ ^fuz;k;m xk;m ex f m < thr model errorm 5:29

ActionScript also has an object called an array. An array is like a file cabinet filled with information. You can think of an array as a super-charged variable; instead of creating 20 variables to store product names, you create one array with 20 elements that stores this information. Then instead of having to remember the names of twenty variables, you remember the name of one array and the element number that houses the information. You can use arrays to store items like product names, prices, and descriptions to name a few.

ing the effect of fermentation on the level of the above-mentioned nutrients The substitution of NaCl and fat and the concomitant re-formulation of fermented sausage recipes has also been the subject of extensive research, the former due to its relation to the development of hypertension in sensitive individuals, and the latter due to the high saturated fatty acid and cholesterol content and their relation to cardiovascular disease Since both ingredients possess a speci c role in the manufacture of dry fermented sausages, this task seems to be quite challenging Potassium chloride, potassium lactate, glycine, manganese chloride, calcium chloride, and calcium ascorbate (Ibanez et al 1995, 1996, 1997; Gou et al 1996; Gimeno et al.

For each row (i) of the above matrix, we sum over columns (h) and divide by (n 1) yielding ti.xy: ( 4/4), (2/4), ( 2/4), ( 1/4), ( 1/4), or ti.xy: 1, .5, .5, .25, .25. (A25.4) (A25.3)

Creating Flashy Text with the Property Inspector Creating input text boxes Creating dynamic text boxes Setting character options Creating rich formatted text Loading Text from External Sources Creating text data Using the loadVariables action Creating an E-Mail Link Project: Creating a Scrolling Text Box Programming the down arrow Deciphering the rest of the code Creating a Text Hyperlink Populating Dynamic Text with Array Elements Project: Creating a Ticker Text Marquee 209 210 211 212 213 215 216 216 216 217 218 221 223 224 225.