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. 2021 Jul 31;19:4345–4359. doi: 10.1016/j.csbj.2021.07.021

Table 2.

List of alternative terminologies used in Machine Learning to represent the same concept (our preferred choice is highlighted in italics). X denotes the input, Y or G the quantitative or qualitative output, respectively.

Synonims Description
Quantitative or continuous variable A variable assuming continuous values with explicit ordering
Qualitative, discrete, factor or categorical variable A variable assuming discrete values with no explicit ordering
Observation or measurement A realization of a statistical variable
Feature, predictor, attribute or independent variable j The j-th column of the observed X:(xij)i=1N
Output, outcome, response or dependent variable The observed Y or G
Output class or output label i The i-th element of the observed G:gi
Data imputation Replacing missing or inconsistent data with plausible data