downsampled

Data points decreased

Downsampled describes data that has been reduced by selecting fewer samples from the original.

In audio and image processing, downsampling lowers resolution or quality to reduce file size: The downsampled image looked grainy on the large screen.

In statistics and machine learning, it means reducing a dataset by taking a subset: We downsampled the majority class to balance the training data.

digital

resolution

Formal decision or determination

artifacts · bit depth · low-pass filter · interpolation · decimation · pixel · bandwidth · anti-aliasing · subsampling · oversampling

compression

lossy

Sacrificing fidelity for size

video encoding · blockiness · pixelation · artifacts · file size · encoding · decoding · mp3 · streaming · buffer

statistics

subset

Collection within collection

statistical analysis · bootstrap · aggregation · averaging · binning · smoothing · noise reduction · data points · survey · polling

simplification

reduced

Made less in amount

distilled · streamlined · simplified · abridged · overview · essence · core · digest · truncated · scaled-down

Opposites
resolution/data density direction

downsampledupsampled

Digitally enlarged beyond original

upscaled · oversampled · interpolated · expanded · enlarged

data quantity

downsampledupsampled

Digitally enlarged beyond original

expanded · augmented · inflated · padded · uncompressed

Family

downsampling, downsample

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