This book presents a topical selection of full refereed research papers presented during the 5th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU '94, held in Paris, France in July 1994. The topical focus is on the role of uncertainty in the contruction of intelligent computing systems and it is shown how the concepts of AI, neural networks, and fuzzy logic can be utilized for that purpose.
In total, there are presented 63 thoroughly revised papers organized in sections on fundamental issues; theory of evidence; networks, probabilistic, statistical, and informational methods; possibility theory, logics, chaos, reusability, and applications.
Author(s): Glenn Shafer (auth.), Bernadette Bouchon-Meunier, Ronald R. Yager, Lotfi A. Zadeh (eds.)
Series: Lecture Notes in Computer Science 945
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 1995
Language: English
Pages: 628
Tags: Artificial Intelligence (incl. Robotics); Algorithm Analysis and Problem Complexity; Probability Theory and Stochastic Processes; Statistics, general; Mathematical Logic and Formal Languages; Models and Principles
Philosophical foundations for causal networks....Pages 1-12
Non standard probabilistic and non probabilistic representations of uncertainty....Pages 13-38
Argumentation systems and evidence theory....Pages 39-50
Algebraic structures related to Dempster-Shafer theory....Pages 51-61
Extension of lower probabilities and coherence of belief measures....Pages 62-69
A note on multi-objective information measures....Pages 70-76
Decision making using belief functions evaluation of information....Pages 77-83
Hybrid propagation in junction trees....Pages 85-97
Heuristic algorithms for the triangulation of graphs....Pages 98-107
Computing marginals from the marginal representation in Markov trees....Pages 108-116
Representation of Bayesian networks as relational databases....Pages 117-130
Decision influence diagrams with fuzzy utilities....Pages 131-138
Causal Networks and their toolkit in KSE....Pages 139-148
Approximations of causal networks by polytrees: an empirical study....Pages 149-158
Evidence propagation on influence diagrams and value of evidence....Pages 159-167
Some varieties of qualitative probability....Pages 169-179
The qualitative verification of quantitative uncertainty....Pages 180-189
Uncertainty management using probability intervals....Pages 190-199
Probabilistic consistency of conditional probability bounds....Pages 200-209
Testing the convenience of a variate for stratification in estimating the Gini-Simpson diversity....Pages 210-216
Fuzzy probabilities and their applications to statistical inference....Pages 217-222
A bayesian functional approach to fuzzy system representation....Pages 223-232
Information matrices associated to ( h, π )-divergence measures: Applications to testing hypotheses....Pages 233-240
Informational energy test for equality of variances....Pages 241-247
Compositive information measure of a fuzzy set....Pages 248-254
Informational time....Pages 255-260
Updating, transition constraints and possibilistic Markov chains....Pages 261-272
Possibilistic logic as interpretability logic....Pages 273-280
A numerical framework for possibilistic abduction....Pages 281-291
Possibility theory and independence....Pages 292-301
Handling hard rules and default rules in possibilistic logic....Pages 302-310
A general possibilistic framework for reliability theory....Pages 311-317
Possibilistic semantic nets....Pages 318-325
An essay on name and extension of rule-given properties....Pages 327-338
On non-alethic logic....Pages 339-347
Marginal problem in different calculi of AI....Pages 348-359
Implication connectives for logics with right weakening....Pages 360-369
Stochastic logic....Pages 370-379
An approach to handle partially sound rules of inference....Pages 380-388
Using classical theorem-proving techniques for approximate reasoning: Revised report....Pages 389-398
Translation-based deduction methods for modal logics....Pages 399-408
A system of knowledge representation based on formulae of predicate calculus whose variables are annotated by expressions of a “fuzzy” Terminological Logic....Pages 409-417
Using preference based heuristics to control abductive reasoning....Pages 418-427
Efficient interpretation of prepositional multiple-valued logic programs....Pages 428-439
Many-valued epistemic states. An application to a reflective architecture: Milord-II....Pages 440-452
Acoustical chaotic fractal images for medical imaging....Pages 453-462
Chaos causes perspective reversals for ambiguious patterns....Pages 463-472
Implications of a continuous approach to chaotic modeling....Pages 473-482
“Homeostasic” control of imbalanced strangeattractors with or without asking to a change in chaotic dynamics....Pages 483-492
A feature based reuse library....Pages 493-500
Managing uncertainty in an object recovery process....Pages 501-511
Juggling in free fall: Uncertainty management aspects of domain analysis methods....Pages 512-521
Hybrid fuzzy metrics for software reusability....Pages 522-533
A program transformation system for software reuse....Pages 534-544
Abstract visualization of software....Pages 545-554
Retrieval of images using Pixel based object models....Pages 555-566
Object recognition based on pattern features....Pages 567-576
Key-picture selection for the analysis of visual speech with fuzzy methods....Pages 577-583
Effective scheduling of tasks under weak temporal interval constraints....Pages 584-594
Introducing contextual information in multisensor tracking algorithms....Pages 595-604
FAM on grain scheduling control of highly nonlinear and disturbed processes....Pages 605-610
How to choose according to partial evaluations?....Pages 611-618
The role of measurement uncertainty in numeric law induction....Pages 619-628