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select account-number, date-time, sum(value) over (partition by account-number order by date-time rows unbounded preceding) as balance from transaction order by account-number, date-time The query gives the cumulative balances on each account just before each transaction on the account; the cumulative balance of the account is the sum of values of all earlier transactions on the account The partition by clause partitions tuples by account number, so for each row only the tuples in its partition are considered A window is created for each tuple; the keywords rows unbounded preceding specify that the window for each tuple consists of all tuples in the partition that precede it in the speci ed order (here, increasing order of date-time) The aggregate function sum(value) is applied on all the tuples in the window Observe that the query does not use a group by clause, since there is an output tuple for each tuple in the transaction relation While the query could be written without these extended constructs, it would be rather dif cult to formulate Note also that different windows can overlap, that is, a tuple may be present in more than one window Other types of windows can be speci ed For instance, to get a window containing the previous 10 rows for each row, we can specify rows 10 preceding To get a window containing the current, previous, and following row, we can use between rows 1 preceding and 1 following To get the previous rows and the current row, we can say between rows unbounded preceding and current Note that if the ordering is on a nonkey attribute, the result is not deterministic, since the order of tuples is not fully de ned We can even specify windows by ranges of values, instead of numbers of rows For instance, suppose the ordering value of a tuple is v; then range between 10 preceding and current row would give tuples whose ordering value is between v 10 and v (both values inclusive) When dealing with dates, we can use range interval 10 day preceding to get a window containing tuples within the previous 10 days, but not including the date of the tuple Clearly, the windowing functionality of SQL:1999 is very rich and can be used to write rather complex queries with a small amount of effort.

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CHAPTER 9:

The term data mining refers loosely to the process of semiautomatically analyzing large databases to nd useful patterns Like knowledge discovery in arti cial intelligence (also called machine learning), or statistical analysis, data mining attempts to discover rules and patterns from data However, data mining differs from machine learning and statistics in that it deals with large volumes of data, stored primarily on disk That is, data mining deals with knowledge discovery in databases

The McGraw Hill Companies, 2001

Then the currents owing through each inductor will be related by i 2 = ai 1 (114)

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Some types of knowledge discovered from a database can be represented by a set of rules The following is an example of a rule, stated informally: Young women with annual incomes greater than $50,000 are the most likely people to buy small sports cars Of course such rules are not universally true, and have degrees of support and con dence, as we shall see Other types of knowledge are represented by equations relating different variables to each other, or by other mechanisms for predicting outcomes when the values of some variables are known There are a variety of possible types of patterns that may be useful, and different techniques are used to nd different types of patterns We shall study a few examples of patterns and see how they may be automatically derived from a database Usually there is a manual component to data mining, consisting of preprocessing data to a form acceptable to the algorithms, and postprocessing of discovered patterns to nd novel ones that could be useful There may also be more than one type of pattern that can be discovered from a given database, and manual interaction may be needed to pick useful types of patterns For this reason, data mining is really a semiautomatic process in real life However, in our description we concentrate on the automatic aspect of mining

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The discovered knowledge has numerous applications The most widely used applications are those that require some sort of prediction For instance, when a person applies for a credit card, the credit-card company wants to predict if the person is a good credit risk The prediction is to be based on known attributes of the person, such as age, income, debts, and past debt repayment history Rules for making the prediction are derived from the same attributes of past and current credit card holders, along with their observed behavior, such as whether they defaulted on their creditcard dues Other types of prediction include predicting which customers may switch over to a competitor (these customers may be offered special discounts to tempt them not to switch), predicting which people are likely to respond to promotional mail ( junk mail ), or predicting what types of phone calling card usage are likely to be fraudulent Another class of applications looks for associations, for instance, books that tend to be bought together If a customer buys a book, an online bookstore may suggest other associated books If a person buys a camera, the system may suggest accessories that tend to be bought along with cameras A good salesperson is aware of such patterns and exploits them to make additional sales The challenge is to automate the process Other types of associations may lead to discovery of causation For instance, discovery of unexpected associations between a newly introduced medicine and cardiac problems led to the nding that the medicine may cause cardiac problems in some people The medicine was then withdrawn from the market Associations are an example of descriptive patterns Clusters are another example of such patterns For example, over a century ago a cluster of typhoid cases was found around a well, which led to the discovery that the water in the well was contaminated and was spreading typhoid Detection of clusters of disease remains important even today.

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