object

nearest_centroid_classifier

Nearest Centroid classifier with multiple distance metrics. Learns from a dataset object implementing the dataset_protocol protocol and returns a classifier term that can be used for prediction and exported as predicate clauses.

Availability:
logtalk_load(nearest_centroid_classifier(loader))
Author: Paulo Moura
Version: 2:0:0
Date: 2026-05-11
Compilation flags:
static, context_switching_calls
Remarks:
(none)

Public predicates

predict/4

Predicts the class label for a new instance using the learned classifier and the given options. The instance is a list of Attribute-Value pairs.

Compilation flags:
static
Template:
predict(Classifier,Instance,Class,Options)
Mode and number of proofs:
predict(+compound,+list,-atom,+list(compound)) - one

predict_probabilities/4

Predicts class probabilities for a new instance using the learned classifier and the given options. Returns a list of Class-Probability pairs. The instance is a list of Attribute-Value pairs.

Compilation flags:
static
Template:
predict_probabilities(Classifier,Instance,Probabilities,Options)
Mode and number of proofs:
predict_probabilities(+compound,+list,-list,+list(compound)) - one

Protected predicates

(no local declarations; see entity ancestors if any)

Private predicates

(no local declarations; see entity ancestors if any)

Operators

(none)