Incomplete Information: Rough Set Analysis

The book presents rough set formalisms and methods of modeling and handling incomplete information and motivates their applicability to knowledge representation, knowledge discovery and machine learning. The book focuses on providing representational and inference mechanisms for dealing with two par...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Άλλοι συγγραφείς: Orlowska, Ewa (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Heidelberg : Physica-Verlag HD : Imprint: Physica, 1998.
Έκδοση:1st ed. 1998.
Σειρά:Studies in Fuzziness and Soft Computing, 13
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
Πίνακας περιεχομένων:
  • 1 Introduction: What You Always Wanted to Know about Rough Sets
  • I Rough Sets and Decision Rules
  • 2 Synthesis of Decision Rules for Object Classification
  • 3 On the Lower Boundaries in Learning Rules from Examples
  • 4 On the Best Search Method in the LEM1 and LEM2 Algorithms
  • II Algebraic Structure of Rough Set Systems
  • 5 Rough Sets and Algebras of Relations
  • 6 Rough Set Theory and Logic Algebraic Structures
  • III Dependence Spaces
  • 7 Dependence Spaces of Information Systems
  • 8 Applications of Dependence Spaces
  • IV Reasoning about Constraints
  • 9 Indiscernibility-Based Formalization of Dependencies in Information Systems
  • 10 Dependencies between Many-Valued Attributes
  • V Indiscernibility-Based Reasoning
  • 11 Logical Analysis of Indiscernibility
  • 12 Some Philosophical Aspects of Indiscernibility
  • 13 Rough Mereology and Analytical Morphology
  • VI Similarity-Based Reasoning
  • 14 Similarity versus Preference in Fuzzy Set-Based Logics
  • 15 A Logic for Reasoning about Similarity
  • 16 Information Systems, Similarity Relations and Modal Logics
  • VII Extended Rough Set-Based Deduction Methods
  • 17 Axiomatization of Logics Based on Kripke Models with Relative Accessibility Relations
  • 18 Rough Logics: A Survey with Further Directions
  • 19 On the Logic with Rough Quantifier.