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DA0-001 · Question #349

Which of the following types of analyses should be used to evaluate the connections and anomalies in a data set when either known patterns are being violated or new patterns are emerging?

The correct answer is C. Graph. Graph analysis is used to identify connections, relationships, and anomalies in complex datasets, particularly when known patterns are violated or new ones emerge.

Data Analysis

Question

Which of the following types of analyses should be used to evaluate the connections and anomalies in a data set when either known patterns are being violated or new patterns are emerging?

Options

  • ACorrelation
  • BDescriptive
  • CGraph
  • DRegression

How the community answered

(30 responses)
  • A
    10% (3)
  • B
    3% (1)
  • C
    80% (24)
  • D
    7% (2)

Why each option

Graph analysis is used to identify connections, relationships, and anomalies in complex datasets, particularly when known patterns are violated or new ones emerge.

ACorrelation

Correlation analysis measures the strength and direction of a linear relationship between two quantitative variables, but it doesn't inherently evaluate connections or anomalies in the broader sense described.

BDescriptive

Descriptive analysis summarizes and describes the main features of a collection of information quantitatively, but it does not primarily focus on finding connections or emerging patterns.

CGraphCorrect

Graph analysis specifically focuses on visualizing and analyzing relationships between entities (nodes) and their connections (edges) in a data set. This approach is highly effective for uncovering intricate patterns, identifying anomalies, and understanding how different data points interact, which is crucial when exploring violations of known patterns or the emergence of new ones.

DRegression

Regression analysis is used to model the relationship between a dependent variable and one or more independent variables, typically for prediction, not for evaluating general connections or anomalies.

Concept tested: Data analysis techniques - Graph analysis

Topics

#Graph analysis#Anomaly detection#Pattern discovery#Data analysis techniques

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