Comparative Analysis of Deterministic and Nondeterministic Decision Trees for Decision Tables from Closed Classes

In this paper, we consider classes of decision tables with many-valued decisions closed under operations of the removal of columns, the changing of decisions, the permutation of columns, and the duplication of columns. We study relationships among three parameters of these tables: the complexity of...

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Published in:Entropy (Basel, Switzerland) Vol. 26; no. 6; p. 519
Main Authors: Ostonov, Azimkhon, Moshkov, Mikhail
Format: Journal Article
Language:English
Published: Switzerland MDPI AG 17.06.2024
MDPI
Subjects:
Algorithms
Boolean
closed classes of decision tables
Complexity
Data analysis
Decision trees
deterministic decision trees
Fault diagnosis
Information systems
nondeterministic decision trees
Permutations
deterministic decision trees
nondeterministic decision trees
closed classes of decision tables
ISSN:1099-4300, 1099-4300
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Abstract In this paper, we consider classes of decision tables with many-valued decisions closed under operations of the removal of columns, the changing of decisions, the permutation of columns, and the duplication of columns. We study relationships among three parameters of these tables: the complexity of a decision table (if we consider the depth of the decision trees, then the complexity of a decision table is the number of columns in it), the minimum complexity of a deterministic decision tree, and the minimum complexity of a nondeterministic decision tree. We consider the rough classification of functions characterizing relationships and enumerate all possible seven types of relationships.
AbstractList In this paper, we consider classes of decision tables with many-valued decisions closed under operations of the removal of columns, the changing of decisions, the permutation of columns, and the duplication of columns. We study relationships among three parameters of these tables: the complexity of a decision table (if we consider the depth of the decision trees, then the complexity of a decision table is the number of columns in it), the minimum complexity of a deterministic decision tree, and the minimum complexity of a nondeterministic decision tree. We consider the rough classification of functions characterizing relationships and enumerate all possible seven types of relationships.
In this paper, we consider classes of decision tables with many-valued decisions closed under operations of the removal of columns, the changing of decisions, the permutation of columns, and the duplication of columns. We study relationships among three parameters of these tables: the complexity of a decision table (if we consider the depth of the decision trees, then the complexity of a decision table is the number of columns in it), the minimum complexity of a deterministic decision tree, and the minimum complexity of a nondeterministic decision tree. We consider the rough classification of functions characterizing relationships and enumerate all possible seven types of relationships.In this paper, we consider classes of decision tables with many-valued decisions closed under operations of the removal of columns, the changing of decisions, the permutation of columns, and the duplication of columns. We study relationships among three parameters of these tables: the complexity of a decision table (if we consider the depth of the decision trees, then the complexity of a decision table is the number of columns in it), the minimum complexity of a deterministic decision tree, and the minimum complexity of a nondeterministic decision tree. We consider the rough classification of functions characterizing relationships and enumerate all possible seven types of relationships.
Author Moshkov, Mikhail
Ostonov, Azimkhon
AuthorAffiliation Computer, Electrical and Mathematical Sciences & Engineering Division and Computational Bioscience Research Center, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia; mikhail.moshkov@kaust.edu.sa
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10.1016/j.jctb.2004.08.001
10.1016/j.patcog.2004.03.009
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10.1007/978-3-540-75197-7
10.1007/978-94-011-3534-4
10.1142/9789812771728
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Keywords deterministic decision trees
nondeterministic decision trees
closed classes of decision tables
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References Boros (ref_8) 1997; 79
ref_14
Pawlak (ref_18) 1981; 6
ref_13
Tardos (ref_16) 1989; 9
Buhrman (ref_17) 2002; 288
Moshkov (ref_22) 2005; 4
ref_11
ref_10
ref_21
Pawlak (ref_12) 2007; 177
Boutell (ref_1) 2004; 37
Moshkov (ref_23) 2005; 3
ref_19
Robertson (ref_20) 2004; 92
ref_15
Boros (ref_9) 2000; 12
Vens (ref_2) 2008; 73
ref_5
Zhou (ref_3) 2012; 176
ref_4
ref_7
ref_6
References_xml – volume: 288
  start-page: 21
  year: 2002
  ident: ref_17
  article-title: Complexity measures and decision tree complexity: A survey
  publication-title: Theor. Comput. Sci.
  doi: 10.1016/S0304-3975(01)00144-X
– ident: ref_7
  doi: 10.2139/ssrn.4604939
– ident: ref_19
  doi: 10.1515/9781400882366
– volume: 73
  start-page: 185
  year: 2008
  ident: ref_2
  article-title: Decision trees for hierarchical multi-label classification
  publication-title: Mach. Learn.
  doi: 10.1007/s10994-008-5077-3
– ident: ref_4
– ident: ref_5
– volume: 6
  start-page: 205
  year: 1981
  ident: ref_18
  article-title: Information systems theoretical foundations
  publication-title: Inf. Syst.
  doi: 10.1016/0306-4379(81)90023-5
– ident: ref_14
  doi: 10.1109/SFCS.1987.30
– volume: 79
  start-page: 163
  year: 1997
  ident: ref_8
  article-title: Logical analysis of numerical data
  publication-title: Math. Program.
  doi: 10.1007/BF02614316
– volume: 177
  start-page: 3
  year: 2007
  ident: ref_12
  article-title: Rudiments of rough sets
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2006.06.003
– volume: 92
  start-page: 325
  year: 2004
  ident: ref_20
  article-title: Graph Minors. XX. Wagner’s conjecture
  publication-title: J. Comb. Theory, Ser. B
  doi: 10.1016/j.jctb.2004.08.001
– ident: ref_13
– volume: 4
  start-page: 125
  year: 2005
  ident: ref_22
  article-title: Comparative Analysis of Deterministic and Nondeterministic Decision Tree Complexity. Local Approach
  publication-title: Trans. Rough Sets
– volume: 37
  start-page: 1757
  year: 2004
  ident: ref_1
  article-title: Learning multi-label scene classification
  publication-title: Pattern Recognit.
  doi: 10.1016/j.patcog.2004.03.009
– volume: 3
  start-page: 244
  year: 2005
  ident: ref_23
  article-title: Time Complexity of Decision Trees
  publication-title: Trans. Rough Sets
– ident: ref_15
  doi: 10.1109/PSCT.1987.10319267
– volume: 9
  start-page: 385
  year: 1989
  ident: ref_16
  article-title: Query complexity, or why is it difficult to separate NPA∩coNPA from PA by random oracles A?
  publication-title: Combinatorica
  doi: 10.1007/BF02125350
– volume: 12
  start-page: 292
  year: 2000
  ident: ref_9
  article-title: An Implementation of Logical Analysis of Data
  publication-title: IEEE Trans. Knowl. Data Eng.
  doi: 10.1109/69.842268
– ident: ref_21
– ident: ref_10
  doi: 10.1007/978-3-540-75197-7
– ident: ref_11
  doi: 10.1007/978-94-011-3534-4
– ident: ref_6
  doi: 10.1142/9789812771728
– volume: 176
  start-page: 2291
  year: 2012
  ident: ref_3
  article-title: Multi-instance multi-label learning
  publication-title: Artif. Intell.
  doi: 10.1016/j.artint.2011.10.002
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StartPage 519
SubjectTerms Algorithms
Boolean
closed classes of decision tables
Complexity
Data analysis
Decision trees
deterministic decision trees
Fault diagnosis
Information systems
nondeterministic decision trees
Permutations
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