The analysis and optimization of decision tree based on ID3 algorithm
H Zhang, R Zhou - 2017 9th International Conference on …, 2017 - ieeexplore.ieee.org
Decision tree is one of the complex algorithms in the fields of pattern recognition and data
mining, which is not only related to database, artificial intelligence and other disciplines, but …
mining, which is not only related to database, artificial intelligence and other disciplines, but …
Construction of decision trees and acyclic decision graphs from decision rule systems
The study of the relationships between deterministic decision trees and systems of decision
rules can be seen as an important task of computer science. Methods for transforming …
rules can be seen as an important task of computer science. Methods for transforming …
Modeling the functioning of decision trees based on decision rule systems by greedy algorithm
K Durdymyradov, M Moshkov - International Conference on Computational …, 2024 - Springer
Abstract DRSs (Decision Rule Systems) and DTs (Decision Trees) are well known as
classification tools, knowledge representation methods, and algorithms. Their clarity and …
classification tools, knowledge representation methods, and algorithms. Their clarity and …
REM: An integrative rule extraction methodology for explainable data analysis in healthcare
Deep learning models are receiving increasing attention in clinical decision-making,
however the lack of interpretability and explainability impedes their deployment in day-to …
however the lack of interpretability and explainability impedes their deployment in day-to …
Simulating functioning of decision trees for tasks on decision rule systems
K Durdymyradov, M Moshkov - International Joint Conference on Rough …, 2024 - Springer
Abstract DRSs (Decision Rule Systems) and DTs (Decision Trees) are well known as
classification tools, knowledge representation methods, and algorithms. Their clarity and …
classification tools, knowledge representation methods, and algorithms. Their clarity and …
Using rule-based decision trees to digitize legislation
HRF Mingay, R Hendricusdottir, A Ceross… - Prosthesis, 2022 - mdpi.com
This article introduces a novel approach to digitize legislation using rule based-decision
trees (RBDTs). As regulation is one of the major barriers to innovation, novel methods for …
trees (RBDTs). As regulation is one of the major barriers to innovation, novel methods for …
Complexity of transforming decision rule systems into decision trees and acyclic decision graphs
K Durdymyradov, M Moshkov - Asian Conference on Intelligent Information …, 2024 - Springer
Decision trees and systems of decision rules are widely used as classifiers, as a means for
knowledge representation, and as algorithms. They are among the most interpretable …
knowledge representation, and as algorithms. They are among the most interpretable …
Bounds on depth of decision trees derived from decision rule systems
The study of relationships between systems of decision rules and deterministic decision
trees is an important task of computer science. It is easy to transform a decision tree into a …
trees is an important task of computer science. It is easy to transform a decision tree into a …
Bounds on depth of decision trees derived from decision rule systems with discrete attributes
K Durdymyradov, M Moshkov - Annals of Mathematics and Artificial …, 2024 - Springer
Abstract Systems of decision rules and decision trees are widely used as a means for
knowledge representation, as classifiers, and as algorithms. They are among the most …
knowledge representation, as classifiers, and as algorithms. They are among the most …
Time and space complexity of deterministic and nondeterministic decision trees
M Moshkov - Annals of Mathematics and Artificial Intelligence, 2023 - Springer
In this paper, we study arbitrary infinite binary information systems each of which consists of
an infinite set called universe and an infinite set of two-valued functions (attributes) defined …
an infinite set called universe and an infinite set of two-valued functions (attributes) defined …