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IT training data mining concepts and techniques han kamber 2000 09 08

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Nội dung chi tiết: IT training data mining concepts and techniques han kamber 2000 09 08

IT training data mining concepts and techniques han kamber 2000 09 08

Jiawei HanMicheline KamberContents2Data Warehouse and OLA!’ Technology for Data Mining3‘2.1 What is a data warehouse? ................................

IT training data mining concepts and techniques han kamber 2000 09 08...................................... 32.2A multidimensional data model.................................................................. 62.2.1From

tables to data cubes............................................................... 62.2.2Stars, snowflakes, and fact constellations: schemas for mult IT training data mining concepts and techniques han kamber 2000 09 08

idimensional databases.......82.2.3Examples for defining star, snowflake, and fact constellation schemas.................. II2.2.4Measures: their cate

IT training data mining concepts and techniques han kamber 2000 09 08

gorization and computation ........................................ 132.2.5Introducing concept hierarchies............................................

Jiawei HanMicheline KamberContents2Data Warehouse and OLA!’ Technology for Data Mining3‘2.1 What is a data warehouse? ................................

IT training data mining concepts and techniques han kamber 2000 09 08 multidimensional databases......................... 182.3Data warehouse architecture.................................................................

.. 192.3.1Strps for the design and construction of data warehouses .............................. 1923.2 A three-tier data warehouse architecture..... IT training data mining concepts and techniques han kamber 2000 09 08

...............................,. . . . . . 202.3.3OLAP server architectures: KOLAP vs. MOLAP vs. HOLAP..............i.....................2223.4 SQL

IT training data mining concepts and techniques han kamber 2000 09 08

extensions to support OLAP operations...............................................242.4Data warehouse implementation ...............................

Jiawei HanMicheline KamberContents2Data Warehouse and OLA!’ Technology for Data Mining3‘2.1 What is a data warehouse? ................................

IT training data mining concepts and techniques han kamber 2000 09 08(lata.....................................................................302.4.3Efficient processing of OLAP queries.................................

...................302.4.4Metadata repository.....................................................................312.4.5Data warehouse back-end tools IT training data mining concepts and techniques han kamber 2000 09 08

and utilities.............................................322.5Further development of data cube technology...........................................

IT training data mining concepts and techniques han kamber 2000 09 08

.........322 5.1Discovery-driven exploration of data cubes.............................................332.5.2Complex aggregation at multiple granular

Jiawei HanMicheline KamberContents2Data Warehouse and OLA!’ Technology for Data Mining3‘2.1 What is a data warehouse? ................................

IT training data mining concepts and techniques han kamber 2000 09 08ÍỈ.1Data warehouse usage....................................................................382.6.2From on-line analytical processing to on-lineanalyt

ical mining.........................392.7Summary........................................................................................411Contents3Da IT training data mining concepts and techniques han kamber 2000 09 08

ta Preprocessing33.1Why preprocess the data?................................................................... 33.2Data cleaning.....................

IT training data mining concepts and techniques han kamber 2000 09 08

....................................................................... 5

Jiawei HanMicheline KamberContents2Data Warehouse and OLA!’ Technology for Data Mining3‘2.1 What is a data warehouse? ................................

Jiawei HanMicheline KamberContents2Data Warehouse and OLA!’ Technology for Data Mining3‘2.1 What is a data warehouse? ................................

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