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On the surface, this seems a safe bet, as why would you put data in invoiceLineItem without a matching value in invoice But unless you ve created a constraint between invoice and invoiceLineItem, you could have values for invoiceLineItem.invoiceId that aren t in the invoice table. These values would be excluded in the second query, causing the user to have to think about why this is true. Simply adding

(149)

ALTER TABLE invoiceLineItem ADD CONSTRAINT invoice$has$invoiceLineItems FOREIGN KEY (invoiceId) REFERENCES invoice (invoiceId)

This quantity can be minimized by taking its partial derivativewith respectto eachof the coefficientsand settingthe resultingequationequalto zeroThe outcomeof this process is the normal equations that can be expressed conciselyin matrix form as

[ z ] r V \ { a } : { t z l r{ y } )

could prevent a lot of heartache trying to decipher the random bits and bytes from the meaningful data. Even worse, note that you d also be required to check for bad data like this in any program that uses this data (such as ETL for your warehouse), or you d corrupt the sources of data that use this data, requiring even more data cleanup.

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Independent Learning Independent-learning options for continuing education under school and college auspices appear to be increasing in importance and number Correspondence courses, the open university, independent study, and distance learning are quite similar, yet different A number of colleges, universities, and other education agencies offer some or all of these types of continuing education in almost any subject imaginable Students may enroll for one course, or several courses over time, and then terminate their involvement; or they may enroll to earn a degree, which requires a planned program of courses The possibilities in program type and content vary with the institution In correspondence courses the process takes place entirely by mail Teachers and students never meet Students receive materials, assignments, and requirements (which are typically standardized for all students taking the same offering) from an institution and work at their own pace They periodically send in completed written work, which is critiqued and evaluated by staff at the institution A nal examination may be required Distance learning is much the same as independent study except that it is supported by the Internet It is designed particularly for people in remote places and for those who must study at home Study is guided and enhanced by print materials, teleconferencing transmissions, and Webbased content, which may take the form of lectures, demonstrations, dramas, photo essays, documentaries, case studies, panel discussions, and more The institution sponsoring the distance learning provides and recommends materials for study and is responsible for evaluating student performance Evaluation of work is by Web-based examination, written papers that are communicated electronically, and special projects

( 1 4r0 )

It can be shownthat Eq (14l0) is, in fact,equivalenf the normalequations to developed previouslyfor simple linear,polynomial, and multiple linear regression The coefficientof determination and the standard error can alsobe formulatedin terms of matrix algebra Recallthat r: is definedas t S,-S, -

Check constraints allow you to define, for an individual column or row, a condition of the data that must occur. You use them to constrict the set of values to a certain domain. For example, if you want to make sure that the values could only be entered into the status column of the invoice table, you d define a condition that said status in ('active','inactive'). The following is the syntax for adding a constraint to an existing table:

| _ _S ,

For the invoice table example, you could code the following:

r--l-

I(vr - -urt'

ALTER TABLE invoice ADD CONSTRAINT invoice$statusDomain CHECK (invoiceStatus in ('active','inactive'))

where! : the predictionof the least-squares The residualsbetweenthe best-fit curve fit and the data,y; - j, can be expressed vector form as in

No matter how many rows you modify in a statement, the condition specified by a constraint is checked one row at a time, and can t see which other rows are modified. You can access the columns in a table by name with no alias, or you can access data in other rows, or even tables using user-defined functions. As another example, consider the employee.salary example we used previously in the chapter. If you wanted to make sure it s greater than 0, you might define the following:

{y} - f"zlla}

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