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task, and it must provide mechanisms for the user to attain guarantees about execution order and mutual exclusion when necessary. Some systems solve both problems by restricting the user to a single task; this is the case when running application code directly on a microcontroller (in a sense, the degenerate case of operating systems). In such a model, there may be multiple logically distinct tasks present, but the coordination of those tasks is handled in an application-speci c way by the application programmer, rather than managed in a standard way by the operating system. Some sensor operating systems, such as TinyOS, solve the hardware management problem, but make no attempt to solve the task coordination problem. Others, such as MOS, include task management features. There are two costs associated with task management: a small amount of CPU bandwidth (consumed by the kernel to make scheduling decisions and context switches) and a signi cant amount of memory. The memory cost is high because multiple tasks, each with its own static memory requirements and execution stack, may need to coexist in memory at the same time. While it is possible to swap the memory of suspended tasks out to another device, such as ash memory, this greatly increases the context switching time and thus the CPU overhead of the scheduling system. Task coordination does, however, move signi cant complexity away from the applications and into the operating system. This may be a drawback if applications are relatively simple, such as a single application thread and network stack. On the other hand, if applications make use of such features, it makes sense to implement them once in the operating system and test them thoroughly, eliminating the need for application programmers to reimplement and debug such complex code multiple times. 6.3.3 Resource Constraints

The Universal Access preference panel includes a great feature that lets you easily make everything on the screen larger. On the Seeing panel, click the radio button to turn on Zoom. When Zoom is on, you can use Command-Option-= to zoom in and make everything larger (Figure 3-4). You now have more stuff than you can see at once, so just mouse around to change the part of the screen that s being enlarged. To zoom out again, press Command-Option-minus. You can hold down these keystroke combinations to zoom smoothly and rapidly.

For example, if the date was Thursday, July 2, 1998, and we wanted our date time picker to display this date as The Date: Thursday July 02, 1998, our application could set the format string as follows: SendMessage(hwndDateTime, DTM_SETFORMAT, 0, (LPARAM)TEXT("`The Date: `ddddMMMdd', `yyy")); Another way that applications can customize date time picker display formats is by means of callback fields. The application adds X characters to the format string specified with the DTM_SETFORMAT message. Then, whenever the control needs to display the date time information, it sends its parent DTN_FORMAT and DTN_FORMATQUERY notifications. The application responds to these notifications by specifying the text to use in place of the callback fields, and to indicate the physical size of the text to be displayed. The application must allow users to enter text in the regions of the string displayed by the date time picker that corresponds to the callback fields. The application handles the DTN_WMKEYDOWN notification to respond to user input in callback fields.

Writing data to a file in Windows CE is done with the WriteFile function. The syntax and use of this function is very similar to ReadFile:

Data miners need to guard against multicollinearity, a condition where some of the predictor variables are correlated with each other Multicollinearity leads to instability in the solution space, leading to possible incoherent results For example, in a data set with severe multicollinearity, it is possible for the F-test for the overall regression to be signi cant, whereas none of the t-tests for the individual predictors are signi cant This situation is analogous to enjoying the whole pizza while not enjoying any of the slices Consider Figures 38 and 39 Figure 38 illustrates a situation where the predictors x1 and x2 are not correlated with each other; that is, they are orthogonal, or independent.