About: Data binning

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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.

Attributes	Values
rdfs:label	Binning (de) Data binning (en) Binning (fr) ビニング (ja)
rdfs:comment	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)
dcterms:subject	Statistical data coding
Wikipage page ID	18614570 (xsd:integer)
Wikipage revision ID	1088054004 (xsd:integer)
Link from a Wikipage to another Wikipage	Rounding Scikit-learn Multivariate statistics One-dimensional space Mass spectrometry Level of measurement Mean Median LightGBM Pattern recognition Central tendency Data pre-processing Euclidean vector Abscissa Statistical data coding Binning (disambiguation) Digital camera Discretization of continuous features Histogram Quantization (signal processing) Interval (mathematics) Atomic mass unit Chemical shift Bin (computational geometry) Digital image processing Boosting (machine learning) Pixel Frequency (statistics) Grouped data Microsoft Pixel binning Nuclear magnetic resonance Ordinate
Link from a Wikipage to an external page	https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html
sameAs	Data binning Data binning Data binning Data binning Data binning Data binning Data binning
dbp:wikiPageUsesTemplate	dbt:Reflist dbt:Statistics-stub
has 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)
prov:wasDerivedFrom	wikipedia-en:Data_binning?oldid=1088054004&ns=0
page length (characters) of wiki page	3729 (xsd:nonNegativeInteger)
foaf:isPrimaryTopicOf	wikipedia-en:Data_binning
is Link from a Wikipage to another Wikipage of	BIN Rounding Huawei P20 Oracle Data Mining Controlling for a variable Converted-wave analysis LightGBM Climate and Forecast Metadata Conventions Collocation (remote sensing) Measurement uncertainty C-squares Data and information visualization Data pre-processing Nokia 808 PureView Nokia Lumia 1520 Nokia Lumia Icon Binning Binning method Binning methods Discretization of continuous features Histogram Quantization (signal processing) Sony α7 Sony α7 II Grouped data RAWGraphs Maximal information coefficient Venus Emissivity Mapper List of statistics articles Univariate (statistics) Sheppard's correction Single-molecule FRET Superposed epoch analysis Bucketing
is Wikipage redirect of	Binning method Binning methods Bucketing
is Wikipage disambiguates of	BIN Binning

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