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10-2-2 Statistical Inference When the size of a response to a query is so large that the user cannot comprehend it, techniques of data reduction must be employed The techniques required may range from simple cross-tabulations to extensive statistical processing in order to provide meaningful data The process of obtaining these results is more complex than the simple request-response sequence Many intermediate data elements are obtained from the database to be incorporated into the result Frequently requests are made iteratively until it is possible to obtain a satisfactory formulation for the query When cross tabulations are generated, many of the possible combinations may not produce results of interest When statistical approaches are used for the selection of relevant factors, nding an appropriate analysis technique may require several trials It is often desirable to produce results in an intermediary form in order to help the user formulate the data relationships and analysis concepts Examples of outputs to aid in concept formation are graphical outputs of trendlines, histograms of di erent subsets of the data variables of interest, and presentation of the data in scattergrams to get impressions of possible correlations between variables

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5

Example 10-2

All the statements in your program execute in order Unfortunately, that s not very useful, unless you want your program to do exactly the same thing every time you run it In fact, often you won t want to execute all the code, but rather you ll want the program to do one thing if a variable has a certain value and something different if the variable has another value That means you need to be able to cause your program to pick and choose which statements to execute based on conditions that change as the program runs This process is called branching, and there are two ways to accomplish it: unconditionally and conditionally As the name implies, unconditional branching happens every time the branch point is reached An unconditional branch happens, for example, whenever the compiler encounters a new method call.

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A query to help formulate the question, Can aspirin treatment in patients with arthritis affect uric acid can be entered into a system which supports statistical data analysis (TOD) as follows: PROGRAM scatterplot ELEMENT FOR HORIZONTAL AXIS = Ur Acid ELEMENT FOR VERTICAL AXIS = ASA SUBSET 5 /* A sub le from a previously de ned catalog is chosen */ Rheumatoid Arthritis 249 Patients The response is shown in Fig 10-2 This initial query shows some correlation and helps a user conceptualize a relationship The researcher may now look at the same data for all records in the le, or for more speci c patient groups

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We introduced you to methods in 1, and you ve been using the Main( ) and WriteLine( ) methods extensively in the past three chapters When the compiler reaches the WriteLine( ) call, the compiler stops execution in the Main( ) method and branches to the WriteLine( ) method, which exists elsewhere in the NET Framework When the WriteLine( ) method completes its execution or returns execution picks up in the original method on the line just below the branch point (the line where the WriteLine( ) method was called) Conditional branching is more complicated Methods can branch based on the evaluation of certain conditions that occur at runtime For instance, you might create a branch that will calculate an employee s federal withholding tax only when his earnings are greater than the minimum taxable by law.

2

Retrieval of a few attributes of a large subset of tuples is not all restricted to the scienti c environment In management-oriented database systems, the selection of data describing a part of the enterprise and comparing the performance of these parts with averages based on the entire enterprise, or on industrial standards, is the preferred mode of operation Graphical output can again aid in concept formation, and simple statistics can provide baseline data so that unusual events or trends can be recognized This type of processing may produce exception reports that trigger action to determine and correct, if necessary, unexpected patterns In this manner data can become information

C# provides a number of statements that support conditional branching, such as if, else, and switch We ll show you how to use each of these statements later in this chapter A second way that methods break out of their mindless step-by-step processing of instructions is by looping A loop causes the method to repeat a set of steps until some condition is met (for example, Keep asking for input until the user tells you to stop or until you receive 10 values ) C# provides many statements for looping, including for, while, and do..while, which are also discussed in this chapter..

Demands on the Database Statistical inference implies the retrieval of large quantities of well-structured data Use of the get-next operation becomes predominant

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