Supervised Machine Learning

Preferred Label : Supervised Machine Learning;

MeSH definition : A MACHINE LEARNING paradigm used to make predictions about future instances based on a given set of labeled paired input-output training (sample) data.;

Définition CISMeF : ML algorithms where labeled data is provided, and algorithms are trained using the labeled data. Labeling or annotation is the process of attaching descriptive information to data. Data itself is unchanged in the annotation process. Source: Adapted from International Medical Device Regulators Forum. (2022). Machine Learning-enabled Medical Devices: Key Terms and Definitions. https://www.imdrf.org/documents/machine-learning-enabled-medical-devices-key-terms-and-definitions;

MeSH synonym : Learning, Supervised Machine; Machine Learning, Supervised;

CISMeF synonym : supervised learning; supervised training;

MeSH Hyperonym : Active Machine Learning; Inductive Machine Learning; Semi-supervised Learning; Learning from Labeled Data; Machine Learning with a Teacher; Learning, Semi-supervised; Semi supervised Learning; Learning, Inductive Machine; Machine Learning, Inductive; Learning, Active Machine; Machine Learning, Active;

Wikipedia link : https://en.wikipedia.org/wiki/Semi supervised learning;

Details

Origin ID

D000069553;

UMLS CUI

C4042903;

Allowable qualifiers
- classification [MeSH Qualifier]
- economics [MeSH Qualifier]
- ethics [MeSH Qualifier]
- history [MeSH Qualifier]
- legislation and jurisprudence [MeSH Qualifier]
- standards [MeSH Qualifier]
- statistics and numerical data [MeSH Qualifier]
- supply and distribution [MeSH Qualifier]
- trends [MeSH Qualifier]
Currated CISMeF NLP mapping
- Supervised Machine Learning [EFMI term]
Record concept(s)
- Active Machine Learning [MeSH concept]
- Inductive Machine Learning [MeSH concept]
- Learning from Labeled Data [MeSH concept]
- Machine Learning with a Teacher [MeSH concept]
- Semi-supervised Learning [MeSH concept]
- Supervised Machine Learning [MeSH concept]
See also
- Unsupervised Machine Learning [MeSH Descriptor]
Semantic type(s)
- Machine Activity [UMLS semantic type]
Validated automatic mappings to BTNT
- Active Machine Learning [EFMI term]
- Inductive Machine Learning [EFMI term]
- Learning from Labeled Data [EFMI term]
- Machine Learning with a Teacher [EFMI term]

Keyword's position in hierarchy(ies) :

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