The management of probabilistic data 论文

1992IEEE Transactions on Knowledge and Data Engineering引用 451
Data Management and AlgorithmsAdvanced Database Systems and QueriesBayesian Modeling and Causal Inference

详细信息

发表期刊/会议
IEEE Transactions on Knowledge and Data Engineering
发表日期
1992-01-01
发表年份
1992

关键词

Data Management and AlgorithmsAdvanced Database Systems and QueriesBayesian Modeling and Causal Inference

摘要

It is often desirable to represent in a database, entities whose properties cannot be deterministically classified. The authors develop a data model that includes probabilities associated with the values of the attributes. The notion of missing probabilities is introduced for partially specified probability distributions. This model offers a richer descriptive language allowing the database to more accurately reflect the uncertain real world. Probabilistic analogs to the basic relational operators are defined and their correctness is studied. A set of operators that have no counterpart in conventional relational systems is presented.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">&gt;</ETX>