Time complexity of decision trees

MJ Moshkov - Transactions on Rough Sets III, 2005 - Springer
The research monograph is devoted to the study of bounds on time complexity in the worst
case of decision trees and algorithms for decision tree construction. The monograph is …

[책][B] Combinatorial machine learning: a rough set approach

M Moshkov, B Zielosko - 2011 - books.google.com
Decision trees and decision rule systems are widely used in different applications as
algorithms for problem solving, as predictors, and as a way for knowledge representation …

[책][B] Decision and Inhibitory Trees and Rules for Decision Tables with Many-valued Decisions

F Alsolami, M Azad, I Chikalov, M Moshkov - 2020 - Springer
This book is devoted to the study of decision and inhibitory trees and rules for decision
tables with many-valued decisions. In conventional decision tables, a single decision is …

[책][B] Comparative analysis of deterministic and nondeterministic decision trees

M Moshkov - 2020 - Springer
This book is devoted to the comparative analysis of deterministic, nondeterministic, and
strongly nondeterministic decision trees for problems over information systems. An …

Combinatorial machine learning

M Moshkov, B Zielosko - Studies in Computational Intelligence, 2011 - Springer
Decision trees and decision rule systems are widely used in different applications as
algorithms for problem solving, as predictors, and as a way for knowledge representation …

[책][B] Average time complexity of decision trees

I Chikalov - 2011 - Springer
The monograph is devoted to theoretical and experimental study of decision trees with a
focus on minimizing the average time complexity. The study resulted in upper and lower …

Comparitive analysis of deterministic and nondeterministic decision tree complexity. Global approach

M Moshkov - Fundamenta Informaticae, 1996 - content.iospress.com
We study the relationships between the complexity of a task description and the minimal
complexity of deterministic and nondeterministic decision trees solving this task. We …

Comparative analysis of deterministic and nondeterministic decision tree complexity local approach

MJ Moshkov - Transactions on Rough Sets IV, 2005 - Springer
For problems over arbitrary information system we study the relationships among the
complexity of a problem description, the minimal complexity of a decision tree solving this …

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 …

A Local Approach to Studying the Time and Space Complexity of Deterministic and Nondeterministic Decision Trees

K Durdymyradov, M Moshkov - arxiv preprint arxiv:2311.17306, 2023 - arxiv.org
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 …