Statements (76)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:Artificial_Intelligence
|
| gptkbp:based_on |
Bayes' theorem
|
| gptkbp:can_be_extended_by |
Naive Bayes networks
|
| gptkbp:can_be_used_in |
real-time predictions
|
| gptkbp:can_handle |
multi-class classification
|
| gptkbp:has_implications_for |
independence of features
|
| gptkbp:has_variants |
gptkb:Bernoulli_Naive_Bayes
gptkb:Gaussian_Naive_Bayes gptkb:Multinomial_Naive_Bayes |
| https://www.w3.org/2000/01/rdf-schema#label |
Naive Bayes
|
| gptkbp:input_output |
probabilities
|
| gptkbp:is_applied_in |
sentiment analysis
spam detection text classification |
| gptkbp:is_based_on |
conditional probability
|
| gptkbp:is_effective_against |
large datasets
|
| gptkbp:is_fast_compared_to |
other classifiers
|
| gptkbp:is_popular_in |
gptkb:machine_learning
|
| gptkbp:is_simple_to_implement |
gptkb:true
|
| gptkbp:is_used_in |
gptkb:sports_team
gptkb:recommendations environmental monitoring financial forecasting quality control risk assessment bioinformatics network intrusion detection language detection topic modeling customer segmentation credit scoring image classification recommendation systems sales forecasting social network analysis medical diagnosis healthcare analytics text mining anomaly detection market segmentation customer feedback analysis ad targeting text summarization event detection social media analysis user profiling behavioral targeting brand sentiment analysis lead scoring financial risk modeling energy consumption forecasting market basket analysis transportation analytics telecommunications analysis urban planning analysis document categorization news categorization customer churn prediction service quality assessment user behavior prediction customer satisfaction analysis customer loyalty prediction e-mail filtering employee performance evaluation job recommendation systems product classification web page classification |
| gptkbp:requires |
training data
|
| gptkbp:requires_assumption_of |
feature independence
|
| gptkbp:security |
overfitting
|
| gptkbp:suitable_for |
correlated features
|
| gptkbp:type_of |
probabilistic classifier
|
| gptkbp:used_for |
gptkb:Biology
|
| gptkbp:bfsParent |
gptkb:Apache_Spark
gptkb:Scikit-learn |
| gptkbp:bfsLayer |
4
|