subsampling
Taking every nth
Subsampling is selecting a portion from a larger set of data, typically to reduce size or processing demands while preserving essential characteristics.
In statistics, you might subsample a dataset too large to analyze in full.
In image and video processing, subsampling reduces resolution by keeping only some pixels: The video codec uses chroma subsampling to compress color information.
Start without external resources
- jackknifeFolding pocket blade
- cross-validationResampling method for model assessment
- Monte CarloProbability estimation through randomness
- randomizationIntroducing chance systematically
variance · bias · estimation · confidence interval · stratification · holdout · bagging · permutation
Arranged in stacked layers
Lowering sampling rate
- decimationNear-total destruction
- thinningReducing density or number
- compressionForcing into smaller space
- signal processingMathematical manipulation of waveforms
Blank typesetting block
- transectObservation path for surveys
- environmental monitoringObserving natural systems systematically
- mark-recaptureWildlife census technique
bootstrap
Start without external resources
- jackknifeFolding pocket blade
- cross-validationResampling method for model assessment
- Monte CarloProbability estimation through randomness
randomization · variance · bias · estimation · confidence interval · stratification · holdout · bagging · permutation · standard error
stratified
Arranged in stacked layers
downsampling
Lowering sampling rate
- decimationNear-total destruction
- thinningReducing density or number
- compressionForcing into smaller space
quadrat
Blank typesetting block
- transectObservation path for surveys
- environmental monitoringObserving natural systems systematically
- mark-recaptureWildlife census technique
- sampling
- image scalingupscaling, downscaling, resize, enlarge, shrink
- filtersair filter, HEPA filter, carbon filter, screen filter, highpass
- Bit Depthbit depth, color depth, 8-bit, 16-bit, 24-bit
- video codecsH.264, VP9, MPEG-4, MPEG-2, DivX
subsamplingupsampling
Increasing data resolution
census · oversampling · supersampling · interpolation · upscaling
sample, sampling, sampler, resampling, subsample, resample, resamples, resampled, oversampling