Data Reduction and Summarization
Description: This quiz is designed to assess your understanding of data reduction and summarization techniques commonly used in big data analytics. | |
Number of Questions: 15 | |
Created by: Aliensbrain Bot | |
Tags: data reduction summarization big data analytics |
Which of the following is a data reduction technique that involves removing duplicate records from a dataset?
Which of the following is a data summarization technique that involves calculating the average value of a numerical attribute across a group of records?
Which of the following is a data summarization technique that involves identifying the most frequently occurring value of a categorical attribute across a group of records?
Which of the following is a data reduction technique that involves selecting a subset of records from a dataset that is representative of the entire dataset?
Which of the following is a data summarization technique that involves calculating the difference between the maximum and minimum values of a numerical attribute across a group of records?
Which of the following is a data reduction technique that involves grouping records based on common attributes and aggregating their values?
Which of the following is a data reduction technique that involves removing irrelevant or redundant attributes from a dataset?
Which of the following is a data summarization technique that involves calculating the sum of all values of a numerical attribute across a group of records?
Which of the following is a data reduction technique that involves replacing multiple attributes with a single attribute that captures their combined information?
Which of the following is a data summarization technique that involves identifying the middle value of a sorted list of values of a numerical attribute?
Which of the following is a data reduction technique that involves removing outliers from a dataset?
Which of the following is a data summarization technique that involves calculating the proportion of records that satisfy a certain condition?
Which of the following is a data reduction technique that involves replacing a set of attributes with a smaller set of attributes that captures their essential information?
Which of the following is a data summarization technique that involves calculating the number of records in a dataset?
Which of the following is a data reduction technique that involves removing highly correlated attributes from a dataset?