dbo:abstract |
Data binning, also called data discrete binning or data bucketing, is a data pre-processing technique used to reduce the effects of minor observation errors. The original data values which fall into a given small interval, a bin, are replaced by a value representative of that interval, often a central value (mean or median). It is related to quantization: data binning operates on the abscissa axis while quantization operates on the ordinate axis. Binning is a generalization of rounding. Statistical data binning is a way to group numbers of more-or-less continuous values into a smaller number of "bins". For example, if you have data about a group of people, you might want to arrange their ages into a smaller number of age intervals (for example, grouping every five years together). It can also be used in multivariate statistics, binning in several dimensions at once. In digital image processing, "binning" has a very different meaning. Pixel binning is the process of combining blocks of adjacent pixels throughout an image, by summing or averaging their values, during or after readout. It reduces the amount of data; also the relative noise level in the result is lower. (en) Binning (vgl. den deutschen Ausdruck „Gebinde“) wird in mehreren – vorwiegend technischen – Zusammenhängen verwendet. (de) Le binning (de l'anglais pour « mise en récipient ») ou groupement des données par classe est une technique de science statistique ainsi que d'acquisition numérique. (fr) ビニング(英: binning)あるいはビンニングは、主として科学技術分野における工程上で用いられる、対象物をある集合(「ビン」)に分配、集約する作業手順を指す。ビニングが用いられる分野としては、CCDカメラなどのデジタル撮像、データマイニング、発光ダイオード製造が挙げられる。 (ja) |
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Binning (vgl. den deutschen Ausdruck „Gebinde“) wird in mehreren – vorwiegend technischen – Zusammenhängen verwendet. (de) Le binning (de l'anglais pour « mise en récipient ») ou groupement des données par classe est une technique de science statistique ainsi que d'acquisition numérique. (fr) ビニング(英: binning)あるいはビンニングは、主として科学技術分野における工程上で用いられる、対象物をある集合(「ビン」)に分配、集約する作業手順を指す。ビニングが用いられる分野としては、CCDカメラなどのデジタル撮像、データマイニング、発光ダイオード製造が挙げられる。 (ja) Data binning, also called data discrete binning or data bucketing, is a data pre-processing technique used to reduce the effects of minor observation errors. The original data values which fall into a given small interval, a bin, are replaced by a value representative of that interval, often a central value (mean or median). It is related to quantization: data binning operates on the abscissa axis while quantization operates on the ordinate axis. Binning is a generalization of rounding. (en) |
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Binning (de) Data binning (en) Binning (fr) ビニング (ja) |
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