Data Analysis Techniques for Trend and Pattern Identification

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Questions and Answers

Which of the following is NOT an example of a complex data type that can be mined?

  • Text and web data
  • Social networks
  • Relational database tables (correct)
  • Sensor data streams

Which discipline is NOT directly related to data mining?

  • Database technology
  • Machine learning
  • High-performance computing
  • Software engineering (correct)

What is a key challenge in data mining that arises from the high dimensionality of data?

  • Scalability issues due to large data volumes
  • Difficulty in handling complex data types
  • Need for sophisticated algorithms
  • All of the above (correct)

Which of the following is NOT a type of pattern that can be mined from data?

<p>Executable patterns (A)</p> Signup and view all the answers

What is the primary motivation for using a multi-dimensional view of data mining?

<p>To handle the diversity of data types and applications (C)</p> Signup and view all the answers

Which of the following is a key issue in data mining that relates to the quality of mined patterns?

<p>All of the above (D)</p> Signup and view all the answers

What is the main purpose of classification in data mining?

<p>Predicting class labels based on training examples (A)</p> Signup and view all the answers

Which method is NOT typically used for classification in data mining?

<p>Clustering algorithms (C)</p> Signup and view all the answers

In outlier analysis, what does an outlier represent?

<p>A data object that does not comply with the general behavior of the data (C)</p> Signup and view all the answers

Which of the following is NOT a typical application of classification in data mining?

<p>Cluster analysis (B)</p> Signup and view all the answers

What is the main principle behind cluster analysis in data mining?

<p>Maximizing intra-class similarity &amp; minimizing interclass similarity (A)</p> Signup and view all the answers

Which of the following is an example of using classification in data mining?

<p>Detecting credit card fraud (A)</p> Signup and view all the answers

What is a key application of mining data streams?

<p>Fraud detection and rare event analysis (A)</p> Signup and view all the answers

Which type of pattern mining focuses on finding frequent substructures within networks or graphs?

<p>Graph mining (B)</p> Signup and view all the answers

What is a key aspect of information network analysis?

<p>Analyzing multiple heterogeneous networks with actors participating in different contexts (D)</p> Signup and view all the answers

Which data mining task focuses on analyzing the World Wide Web as a vast information network?

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

What is a key challenge addressed in data mining?

<p>Ensuring all mined knowledge is interesting and valuable (C)</p> Signup and view all the answers

Which data mining task focuses on analyzing changes and trends over time?

<p>Trend and evolution analysis (D)</p> Signup and view all the answers

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