C4.5 algorithm

URI: https://gptkb.org/entity/C4.5_algorithm
GPTKB entity
Statements (71)
Predicate Object
gptkbp:instance_of gptkb:Artificial_Intelligence
gptkbp:applies_to classification problems
gptkbp:based_on information theory
gptkbp:can_create pruned trees
gptkbp:controls large datasets
gptkbp:developed_by gptkb:Ross_Quinlan
gptkbp:handles missing values
continuous attributes
https://www.w3.org/2000/01/rdf-schema#label C4.5 algorithm
gptkbp:improves I D3 algorithm
gptkbp:input_output rules for classification
gptkbp:is_compared_to gptkb:SVM
gptkb:Random_Forests
gptkb:CART
gptkbp:is_evaluated_by accuracy metrics
F1 score
cross-validation
precision metrics
recall metrics
gptkbp:is_implemented_in various programming languages
gptkbp:is_influential_in gptkb:Artificial_Intelligence
gptkbp:is_known_for simplicity and effectiveness
gptkbp:is_part_of gptkb:software_framework
gptkbp:is_popular_in gptkb:academic_research
gptkbp:is_related_to machine learning algorithms
gptkbp:is_used_for gptkb:sports_team
gptkb:Company
gptkb:metropolitan_area
data analysis
disaster management
environmental monitoring
quality control
real estate valuation
resource allocation
risk assessment
predictive modeling
wildlife conservation
policy analysis
transportation planning
customer segmentation
credit scoring
image classification
social network analysis
video analysis
pattern recognition
time series forecasting
spam detection
text mining
public health analysis
sensor data analysis
manufacturing optimization
web mining
energy consumption forecasting
agriculture analysis
fault diagnosis
e-commerce analysis
decision tree generation
gptkbp:is_used_in gptkb:Telecommunications_company
healthcare
finance
marketing
various software tools
bioinformatics
data mining
gptkbp:produced_by decision trees
gptkbp:published_by gptkb:1993
gptkbp:successor I D3 algorithm
gptkbp:uses gain ratio
gptkbp:bfsParent gptkb:J48
gptkb:J._Ross_Quinlan
gptkbp:bfsLayer 5