Synthetic sampling from small datasets: A modified mega-trend diffusion approach using <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline" id="d1e1807" altimg="si73.svg"><mml:mi>k</mml:mi></mml:math>-nearest neighbors
Jayanth Sivakumar, Karthik Ramamurthy, Menaka Radhakrishnan, Daehan Won
Topics & Concepts
OversamplingBenchmark (surveying)Computer scienceMega-Data miningPairwise comparisonSimilarity (geometry)Artificial intelligencek-nearest neighbors algorithmNearest neighbor searchRegressionMachine learningSynthetic dataSampling (signal processing)MathematicsStatisticsFilter (signal processing)GeodesyGeographyImage (mathematics)Computer visionBandwidth (computing)AstronomyPhysicsComputer networkStatistical Methods in EpidemiologyGrey System Theory ApplicationsDomain Adaptation and Few-Shot Learning