Data Mining Why Data Mining?

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Questions and Answers

What is the primary reason for the growth of data in recent years?

  • Improvements in e-commerce and stock trading
  • Advances in scientific simulation and remote sensing
  • Increased use of automated data collection tools and database systems (correct)
  • Proliferation of digital cameras and news sources

Which of the following is NOT a major source of abundant data mentioned in the text?

  • Government: census data, public records (correct)
  • Business: web, e-commerce, transactions, stocks
  • Science: remote sensing, bioinformatics, scientific simulation
  • Society: news, digital cameras

What is the alternative name for data mining?

  • Automated data analysis
  • Data warehousing
  • Knowledge discovery in databases (KDD) (correct)
  • Pattern recognition

Which of the following is NOT a step in the knowledge discovery process described in the text?

<p>Data visualization (A)</p> Signup and view all the answers

What is the core of the knowledge discovery process according to the text?

<p>Data mining (A)</p> Signup and view all the answers

What is the primary purpose of data mining according to the text?

<p>To search for relationships and global patterns in large databases (D)</p> Signup and view all the answers

What is the primary purpose of data cleaning in the data mining process?

<p>To remove noise and inconsistent data (B)</p> Signup and view all the answers

Which of the following steps is not considered a form of data preprocessing in the knowledge discovery process?

<p>Data mining (C)</p> Signup and view all the answers

What is the primary function of a data warehouse in a typical data mining system architecture?

<p>To serve as a single, complete, and consistent store of data from various sources (A)</p> Signup and view all the answers

Which of the following is not considered a major component of a typical data mining system architecture?

<p>Data preprocessing engine (C)</p> Signup and view all the answers

What is the primary purpose of the pattern evaluation step in the knowledge discovery process?

<p>To identify the truly interesting patterns that represent knowledge (C)</p> Signup and view all the answers

Which of the following is considered a key difference between data mining and the broader term of knowledge discovery from data (KDD)?

<p>Data mining is a subset of the KDD process, focusing on the application of intelligent methods to extract patterns (B)</p> Signup and view all the answers

What is data mining?

<p>The process of employing computer learning techniques to automatically analyze and extract knowledge from data (C)</p> Signup and view all the answers

Which of the following is NOT a potential application of data mining?

<p>Data entry and manual data processing (D)</p> Signup and view all the answers

What is the purpose of a data warehouse?

<p>To store historical data for decision support and analysis (A)</p> Signup and view all the answers

Which of the following is an example of an application area for data mining beyond traditional business domains?

<p>Text mining and web mining (D)</p> Signup and view all the answers

What is the relationship between a data warehouse and data mining?

<p>Data warehouses store data that can be analyzed using data mining techniques (D)</p> Signup and view all the answers

What does the term 'data exploration and analysis' refer to in the context of data mining?

<p>The process of analyzing and extracting knowledge from large quantities of data (C)</p> Signup and view all the answers

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