Sentence examples for feature independence from inspiring English sources

Naïve Bayes classifier is a probabilistic supervised machine-learning algorithm based on the Bayes' theorem with the strong "naive" assumption of feature independence [54 56].

Naïve Bayes k-Nearest neighbor Centroid 1 Yes Yes Yes 2 Yes Yes No 3 Yes No No 4 Word probability Value of k Centroid vector 5 Probability weights Distance similarity Vector distance 6 Simple and fast Handle co-related features Classify on vector distance 7 Assume feature independence Sensitive to irrelevant features Sensitive to noise 8 Yes Too expensive No SNo.

This study is an initial attempt to remove the feature independence assumption many existing SCCA methods have.

Existing efficient feature selection algorithms (feature ranking methods) usually assume feature independence, and assign a discriminative score to each feature.

Thus we require neither upfront dimensionality reduction schemes nor the restrictive assumption of class conditional feature independence in the Naïve Bayes model.

Although the strong assumption of feature independence given class is often violated, NB often exhibits good performance when applied to data sets from various domains, including those with dependent features [ 17, 18].

Two of the proposed coins featured sailing ships, two featured Independence Hall in Philadelphia, where the Declaration of Independence was signed, and three depicted the moon or lunar spacecraft.

When one has only two classes and features are a priori independent, Model 2 reduces to the Feature Annealed Independence Rule (FAIR) introduced by Fan and Fan (2008) and can be viewed as a natural generalization of FAIR to the case of L>2 classes.

A funding agreement also ensured that Ipso has "sufficient and effective financial autonomy" which "was regarded as a core feature of independence in the Leveson report".

Romanian filmmaking dates to the turn of the 20th century, and the country's first feature film, Independence of Romania, was made in 1912.

Books and films feature the independence and partition in their narrative.