Class distribution refers to the way in which different categories or classes are represented within a dataset, particularly in classification problems in machine learning. It indicates the proportion of instances belonging to each class, which can significantly affect model performance. An imbalanced class distribution can lead to biased predictions, as models may favor the majority class. Understanding class distribution is crucial for selecting appropriate evaluation metrics and techniques to handle imbalances.
The relative frequency of a class is the frequency of the class divided by the total number of frequencies of the class and is generally expresses as a percentage.
Frequency Distribution
It is usually called the axis for the independent variable.
The answer depends on the type of distribution for the data. It could be the modal class.
Yes, a frequency polygon is typically plotted by connecting points that represent the midpoints of each class interval in a frequency distribution. The points are plotted above the midpoints, with the frequency on the vertical axis and the class intervals on the horizontal axis. This visualization helps to show the shape of the distribution of the data. The polygon is often closed by connecting the endpoints to the horizontal axis at the minimum and maximum class intervals.
If, in a frequency distribution, the initial class interval is indeterminate at its beginning and/or the final class interval is indeterminate at its end, the distribution is said to possess "open ended" classes.
The relative frequency of a class is the frequency of the class divided by the total number of frequencies of the class and is generally expresses as a percentage.
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Class Frequency
A histogram is "a representation of a frequency distribution by means of rectangles whose widths represent class intervals and whose areas are proportional to the corresponding frequencies.Broken distribution means that no data point falls in that class.
Frequency Distribution
The distribution is bimodal. That is all there is to it.
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Real Class Limits are the class intervals of a frequency distribution when stated as in continuous categories. ie. 18.5-19.5, 20.7-34.7 Stated Class Limits are the class intervals of a frequency distribution when stated as discrete categories. ie. 19-21, 23-25
Class&genus
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Usually because the frequencies at one or both ends of the distribution are very small.