unimodal
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Meanings
Adjective
having a single peak or mode in a distribution
using or processing only one data modality, such as only text or only images
using a single mode of transport for a journey or shipment
Beyond the definition
Imagine a mountain range. Most ranges have many peaks and valleys, right? But a unimodal distribution is like a range with just one prominent peak. It means the data tends to group around one most common value. Think about the heights of adult women—most will be near an average height, creating that single peak on a graph.
The word comes from the prefix "uni-" meaning "one" and "mode" referring to the most frequent value in a set of data. You'll mostly hear this term used in statistics and data analysis when describing distributions, like how scores on a test are spread out. A histogram with only one clear high point is unimodal. If it has two distinct peaks, it's bimodal.
The word "unimodal" describes something that has only one mode, meaning one most frequent or most common value or range. It is used mainly in statistics and data analysis to describe the shape of a distribution.
Think about the heights of a large group of adults. Most people will be somewhere near the average, and fewer people will be very short or very tall. On a graph, that creates one main peak. That is a unimodal distribution. However, if you mix two clearly different groups, such as the heights of young children and adults, the graph may show two peaks instead. That would be bimodal, not unimodal.
The word can also describe a function, curve, or pattern that rises to one clear high point and then falls. In practice, though, you will most often see it used for data distributions, histograms, and probability curves. When a dataset is unimodal, it suggests there is one main center of concentration rather than several separate groups.
Examples
- 1
Statistics
The results followed a unimodal distribution, with one clear peak in the middle.
- 2
Interface design
Because the app uses voice only, it is a unimodal interface rather than a multimodal one.
- Phrasevoice only
it works through just one type of input
- 3
AI models
The researchers started with a unimodal model trained only on text before adding image data later.
See also
Forms and spellings
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Main spelling
- unimodaladjective