Incomplete Information in Relational Databases
Journal of the ACM (JACM)
Semantical considerations on nonmonotonic logic
Artificial Intelligence
Heuristic reasoning about uncertainty: an artificial intelligence approach
Heuristic reasoning about uncertainty: an artificial intelligence approach
Artificial Intelligence
Applications of circumscription to formalizing common-sense knowledge
Artificial Intelligence
Quantitative deduction and its fixpoint theory
Journal of Logic Programming
Automated fuzzy and probabilistic inference
Fuzzy Sets and Systems - Special issue: Dedicated to the memory of Richard E. Bellman
The implementation of fprolog—a fuzzy prolog interpreter
Fuzzy Sets and Systems
Evidential support logic programming
Fuzzy Sets and Systems
Application of possibility and necessity measures to documentary information retrieval
Processing and Management of Uncertainty in Knowledge-Based Systems on Uncertainty in knowledge-based systems. International Conference on Information
On the representation and querying of sets of possible worlds
SIGMOD '87 Proceedings of the 1987 ACM SIGMOD international conference on Management of data
Readings in nonmonotonic reasoning
Readings in nonmonotonic reasoning
On the relation between default and autoepistemic logic
Artificial Intelligence
A logical framework for default reasoning
Artificial Intelligence
An algebraic evaluation method for deduction in incomplete data bases
Journal of Logic Programming
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Incomplete information in a deductive database
Data & Knowledge Engineering
Weighted fuzzy pattern matching
Fuzzy Sets and Systems - Mathematical Modelling
Explanation and prediction: an architecture for default and abductive reasoning
Computational Intelligence
A munin network for the median nerve-a case study on loops
Applied Artificial Intelligence
Proximity relations in the fuzzy relational database model
Fuzzy Sets and Systems
Assumptions, beliefs and probabilities
Artificial Intelligence
Probabilistic reasoning in expert systems: theory and algorithms
Probabilistic reasoning in expert systems: theory and algorithms
Resolution principles in possibilistic logic
International Journal of Approximate Reasoning
A probabilistic relational data model
EDBT '90 Proceedings of the 2nd international conference on extending database technology: Advances in Database Technology
Imprecise information and uncertainty in information systems
ACM Transactions on Information Systems (TOIS)
Inference networks for document retrieval
SIGIR '90 Proceedings of the 13th annual international ACM SIGIR conference on Research and development in information retrieval
Incomplete information in object-oriented databases
ACM SIGMOD Record
Designing SQUIRREL: an extended SQL for a deductive database system
The Computer Journal - On concurrent logic programming
Nonmonotonic reasoning: logical foundations of common sense
Nonmonotonic reasoning: logical foundations of common sense
Proceedings of the first international conference on Principles of knowledge representation and reasoning
ARCO1: an application of belief networks to the oil market
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
Constraint propagation with imprecise conditional probabilities
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
A Bayesian method for constructing Bayesian belief networks from databases
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
Non-monotonic negation in probabilistic deductive databases
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
Representing Bayesian networks within probabilistic Horn abduction
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
Dynamic network updating techniques for diagnostic reasoning
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
PULCinella: a general tool for propagating uncertainty in valuation networks
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
From relational databases to belief networks
Proceedings of the seventh conference (1991) on Uncertainty in artificial intelligence
New direction for uncertainty reasoning in deductive databases
SIGMOD '91 Proceedings of the 1991 ACM SIGMOD international conference on Management of data
Accommodating imprecision in database systems: issues and solutions
ACM SIGMOD Record - Directions for future database research & development
Towards a probabilistic modal logic for semantic-based information retrieval
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
Artificial Intelligence
Dynamic network models for forecasting
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
Integrating model construction and evaluation
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
Representing and manipulating uncertain data
International Journal of Man-Machine Studies - Special issue: symbolic problem solving in noisy and novel task environments
Empirical probabilities in Monadic deductive databases
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
Towards precision of probabilistic bounds propagation
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
Objective probabilities in expert systems
Artificial Intelligence
Using possibility theory in expert systems
Fuzzy Sets and Systems
Probabilistic logic programming
Information and Computation
Probabilistic Horn abduction and Bayesian networks
Artificial Intelligence
Information retrieval based on fuzzy reasoning
Data & Knowledge Engineering
On the use of the Dempster Shafer model in information indexing and retrieval applications
International Journal of Man-Machine Studies
A probabilistic object-oriented data model
Data & Knowledge Engineering
Artificial intelligence in perspective
A statistical approach to incomplete information in database systems
ACM Transactions on Database Systems (TODS)
On semantic issues connected with incomplete information databases
ACM Transactions on Database Systems (TODS)
Extending the database relational model to capture more meaning
ACM Transactions on Database Systems (TODS)
Nonmonotonic Logic II: Nonmonotonic Modal Theories
Journal of the ACM (JACM)
Rough Sets: Theoretical Aspects of Reasoning about Data
Rough Sets: Theoretical Aspects of Reasoning about Data
Introduction to Default Logic
Reasoning with Incomplete Information
Reasoning with Incomplete Information
Database relations with null values
PODS '82 Proceedings of the 1st ACM SIGACT-SIGMOD symposium on Principles of database systems
An Algebra for Probabilistic Databases
IEEE Transactions on Knowledge and Data Engineering
Responses to Elkan (Didier Dubois, Henri Prade, Philippe Smets)
IEEE Expert: Intelligent Systems and Their Applications
ECAI '90 Workshop on Truth Maintenance Systems
Making inconsistency respectable: a logical framework for inconsistency in reasoning
FAIR '91 Proceedings of the International Workshop on Fundamentals of Artificial Intelligence Research
Inference in Possibilistic Hypergraphs
IPMU '90 Proceedings of the 3rd International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems: Uncertainty in Knowledge Bases
Time and Incompleteness in a Deductive Database
IPMU '90 Proceedings of the 3rd International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems: Uncertainty in Knowledge Bases
Representation of Bayesian Networks as Relational Databases
IPMU'94 Selected papers from the 5th International Conference on Processing and Management of Uncertainty in Knowledge-Based Systems, Advances in Intelligent Computing
The Theory of Probabilistic Databases
VLDB '87 Proceedings of the 13th International Conference on Very Large Data Bases
An Extended Relational Database Model for Uncertain and Imprecise Information
VLDB '92 Proceedings of the 18th International Conference on Very Large Data Bases
A Selection of Papers Presented at Two IJCAI-91 Workshops on The Next Generation of Information Systems: From Data to Knowledge
A Hybrid Approach for Modeling Uncertainty in Terminological Logics
ECSQAU Proceedings of the European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty
On probability distributions over possible worlds
UAI '88 Proceedings of the Fourth Annual Conference on Uncertainty in Artificial Intelligence
UAI '89 Proceedings of the Fifth Annual Conference on Uncertainty in Artificial Intelligence
Dynamic construction of belief networks
UAI '90 Proceedings of the Sixth Annual Conference on Uncertainty in Artificial Intelligence
an entropy-driven system for construction of probabilistic expert systems from databases
UAI '90 Proceedings of the Sixth Annual Conference on Uncertainty in Artificial Intelligence
OR-SML: A Functional Database Programming Language for Disjunctive Information and Its Applications
DEXA '94 Proceedings of the 5th International Conference on Database and Expert Systems Applications
Axioms for probability and belief-function proagation
UAI '88 Proceedings of the Fourth Annual Conference on Uncertainty in Artificial Intelligence
Solving Diagnostic Problems using Extended Truth Maintenance Systems
Solving Diagnostic Problems using Extended Truth Maintenance Systems
Supporting valid-time indeterminacy
ACM Transactions on Database Systems (TODS)
An intelligent approach to handling imperfect information in concept-based natural language queries
ACM Transactions on Information Systems (TOIS)
Imprecision in Finite Resolution Spatial Data
Geoinformatica
Addendum to "Current Approaches to Handling Imperfect Information in Data and Knowledge Bases"
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Knowledge and Data Engineering
Aggregation of Imprecise and Uncertain Information in Databases
IEEE Transactions on Knowledge and Data Engineering
Domain Analysis and Queries in Context
NLDB '00 Proceedings of the 5th International Conference on Applications of Natural Language to Information Systems-Revised Papers
Estimation of Uncertain Relations between Indeterminate Temporal Points
ADVIS '00 Proceedings of the First International Conference on Advances in Information Systems
Handling Data with Plural Sources in Databases
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
Functional Dependencies in Relational Expressions Based on Or-Sets
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Content-Based Retrieval in Multimedia Databases Based on Feature Models
AMCP '98 Proceedings of the First International Conference on Advanced Multimedia Content Processing
A Decision Case-Based System, That Reasons in Uncertainty Conditions
CCIA '02 Proceedings of the 5th Catalonian Conference on AI: Topics in Artificial Intelligence
IFOOD: An Intelligent Object-Oriented Database Architecture
DEXA '99 Proceedings of the 10th International Conference on Database and Expert Systems Applications
Lattice-Structured Domains, Imperfect Data and Inductive Queries
DEXA '00 Proceedings of the 11th International Conference on Database and Expert Systems Applications
Cleaning and querying noisy sensors
WSNA '03 Proceedings of the 2nd ACM international conference on Wireless sensor networks and applications
IFOOD: An Intelligent Fuzzy Object-Oriented Database Architecture
IEEE Transactions on Knowledge and Data Engineering
Database aggregation of imprecise and uncertain evidence
Information Sciences—Informatics and Computer Science: An International Journal - special issue: Knowledge discovery from distributed information sources
Editorial: Special issue on mining low-quality data
Knowledge and Information Systems - Special Issue on Mining Low-Quality Data
An efficient method for estimating null values in relational databases
Knowledge and Information Systems
Rule discovery for event histories
Intelligent Data Analysis
Fuzzy XML data modeling with the UML and relational data models
Data & Knowledge Engineering
Spatial vagueness and imprecision in databases
Proceedings of the 2008 ACM symposium on Applied computing
Applying Rough Sets to Data Tables Containing Missing Values
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
Applying Rough Sets to Information Tables Containing Probabilistic Values
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
A Twofold Fuzzy Region Model for Imprecise Quality Control of Geographic Information
ICCSA '08 Proceeding sof the international conference on Computational Science and Its Applications, Part I
ACM Computing Surveys (CSUR)
Transactions on Rough Sets IX
Advances in Web Semantics I
Fuzzy data modeling based on XML schema
Proceedings of the 2009 ACM symposium on Applied Computing
Rough-set-based approaches to data containing incomplete information: possibility-based cases
Proceedings of the 2005 conference on Advances in Logic Based Intelligent Systems: Selected Papers of LAPTEC 2005
A Process Model for Group Decision Making with Quality Evaluation
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part II: Distributed Computing, Artificial Intelligence, Bioinformatics, Soft Computing, and Ambient Assisted Living
Rough Sets under Non-deterministic Information
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
Measuring quality of geographical information using imperfect reference data
ASC '07 Proceedings of The Eleventh IASTED International Conference on Artificial Intelligence and Soft Computing
Discovering association rules in incomplete transactional databases
Transactions on rough sets VI
Lower and upper approximations in data tables containing possibilistic information
Transactions on rough sets VII
A new approach to the rule-base evidential reasoning: Stock trading expert system application
Expert Systems with Applications: An International Journal
Applying rough sets to information tables containing possibilistic values
Transactions on computational science II
Handling incomplete data using evolution of imputation methods
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
International Journal of Approximate Reasoning
Application of semantic web technologies for multimedia interpretation
Proceedings of the 20th international conference companion on World wide web
Dual rough approximations in information tables with missing values
RSFDGrC'11 Proceedings of the 13th international conference on Rough sets, fuzzy sets, data mining and granular computing
A fuzzy-based approach to the value of information in complex military environments
SUM'11 Proceedings of the 5th international conference on Scalable uncertainty management
Expert Systems with Applications: An International Journal
A clustering model for mining consumption patterns from imprecise electric load time series data
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Applying rough sets to data tables containing possibilistic information
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Rough sets handling missing values probabilistically interpreted
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
Checking whether or not rough-set-based methods to incomplete data satisfy a correctness criterion
MDAI'05 Proceedings of the Second international conference on Modeling Decisions for Artificial Intelligence
Inconsistency issues in spatial databases
Inconsistency Tolerance
Ontology-Based user context management: the challenges of imperfection and time-dependence
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part I
A stock trading expert system based on the rule-base evidential reasoning using Level 2 Quotes
Expert Systems with Applications: An International Journal
A framework for information integration with uncertainty
ISSADS'05 Proceedings of the 5th international conference on Advanced Distributed Systems
Viewpoints on emergent semantics
Journal on Data Semantics VI
A layered model for user context management with controlled aging and imperfection handling
MRC'05 Proceedings of the Second international conference on Modeling and Retrieval of Context
The relationship between IR and multimedia databases
IRSG'98 Proceedings of the 20th Annual BCS-IRSG conference on Information Retrieval Research
Rough sets in the Soft Computing environment
Information Sciences: an International Journal
Belief functions on distributive lattices
Artificial Intelligence
| Hi-index | 0.01 |
This paper surveys methods for representing and reasoning with imperfect information. It opens with an attempt to classify the different types of imperfection that may pervade data, and a discussion of the sources of such imperfections. The classification is then used as a framework for considering work that explicitly concerns the representation of imperfect information, and related work on how imperfect information may be used as a basis for reasoning. The work that is surveyed is drawn from both the field of databases and the field of artificial intelligence. Both of these areas have long been concerned with the problems caused by imperfect information, and this paper stresses the relationships between the approaches developed in each.