Intermediate software designer preparation --- database system 3

database

Databases and Data WarehousesBoth are software for storing and managing data, but their design and purpose are quite different, as follows:

  • A database is a software used to store and manage data while a data warehouse is a software used to store and manage large amounts of historical data.
  • Databases are typically used to support business applications, while data warehouses are used to support decision support systems.
  • Databases usually contain current and real-time data, while data warehouses contain historical and bulk data.
  • Databases typically employ transaction processing, while data warehouses employ batch processing.
  • Databases are usually designed to be application-oriented, while data warehouses are designed to be subject-oriented.
  • A database is usually an OLTP (Online Transaction Processing) system, while a data warehouse is an OLAP (Online Analytical Processing) system.
  • Databases are typically used to support transaction processing, while data warehouses are used to support analysis and decision making.
  • A database usually contains a small number of data tables, while a data warehouse contains a large number of fact tables and dimension tables.

data mining

method:

  • decision tree

  • Neural Networks

  • genetic algorithm

  • Association Rule Mining

Classification:

  • Correlation Analysis

  • sequential pattern analysis

  • classification analysis

  • Cluster analysis [the inverse of classification analysis]

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Origin blog.csdn.net/weixin_45880844/article/details/130318481