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for a retail store, with one tuple for each item that is sold, is a typical example of a fact table The dimensions of the sales table would include what the item is (usually an item identi er such as that used in bar codes), the date when the item is sold, which location (store) the item was sold from, which customer bought the item, and so on The measure attributes may include the number of items sold and the price of the items To minimize storage requirements, dimension attributes are usually short identi ers that are foreign keys into other other tables called dimension tables For instance, a fact table sales would have attributes item-id, store-id, customer-id, and date, and measure attributes number and price The attribute store-id is a foreign key into a dimension table store, which has other attributes such as store location (city, state, country) The item-id attribute of the sales table would be a foreign key into a dimension table item-info, which would contain information such as the name of the item, the category to which the item belongs, and other item details such as color and size The customer-id attribute would be a foreign key into a customer table containing attributes such as name and address of the customer We can also view the date attribute as a foreign key into a date-info table giving the month, quarter, and year of each date The resultant schema appears in Figure 229 Such a schema, with a fact table, multiple dimension tables, and foreign keys from the fact table to the dimension tables, is called a star schema More complex data warehouse designs may have multiple levels of dimension tables; for instance, the item-info table may have an attribute manufacturer-id that is a foreign key into another table giving details of the manufacturer Such schemas are called snow ake schemas Complex data warehouse designs may also have more than one fact table.

The McGraw Hill Companies, 2001

1 cos [2 (377t)] dt 2 dt = (170)2 2 1 60

22

Sonic uses the term project to describe the process of creating a movie in Sonic MyDVD When you first open the program you will see the window shown in Figure 10-1, where you can choose the type of output you want and the type of project you are creating

.

The eld of information retrieval has developed in parallel with the eld of databases In the traditional model used in the eld of information retrieval, information is organized into documents, and it is assumed that there is a large number of documents Data contained in documents is unstructured, without any associated schema The process of information retrieval consists of locating relevant documents, on the basis of user input, such as keywords or example documents The Web provides a convenient way to get to, and to interact with, information sources across the Internet However, a persistent problem facing the Web is the explosion of stored information, with little guidance to help the user to locate what is interesting Information retrieval has played a critical role in making the Web a productive and useful tool, especially for researchers Traditional examples of information-retrieval systems are online library catalogs and online document-management systems such as those that store newspaper articles The data in such systems are organized as a collection of documents; a newspaper article or a catalog entry (in a library catalog) are examples of documents In the context of the Web, usually each HTML page is considered to be a document A user of such a system may want to retrieve a particular document or a particular class of documents The intended documents are typically described by a set of keywords for example, the keywords database system may be used to locate books on database systems, and the keywords stock and scandal may be used to locate articles about stock-market scandals Documents have associated with them a set of keywords, and documents whose keywords contain those supplied by the user are retrieved Keyword-based information retrieval can be used not only for retrieving textual data, but also for retrieving other types of data, such as video or audio data, that have descriptive keywords associated with them For instance, a video movie may have associated with it keywords such as its title, director, actors, type, and so on There are several differences between this model and the models used in traditional database systems Database systems deal with several operations that are not addressed in information-retrieval systems For instance, database systems deal with updates and with the associated transactional requirements of concurrency control and durability These matters are viewed as less important in information systems Similarly, database systems deal with structured information organized with relatively complex data models (such as the relational model or objectoriented data models), whereas information-retrieval systems traditionally have used a much simpler model, where the information in the database is organized simply as a collection of unstructured documents Information-retrieval systems deal with several issues that have not been addressed adequately in database systems For instance, the eld of information retrieval has dealt with the problems of managing unstructured documents, such as approximate searching by keywords, and of ranking of documents on estimated degree of relevance of the documents to the query.

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The McGraw Hill Companies, 2001