On the representation and querying of sets of possible worlds
SIGMOD '87 Proceedings of the 1987 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
Elements of information theory
Elements of information theory
Evaluating aggregates in possibilistic relational databases
Data & Knowledge Engineering
Generalized union and project operations for pooling uncertain and imprecise information
Data & Knowledge Engineering
ProbView: a flexible probabilistic database system
ACM Transactions on Database Systems (TODS)
OLAP and statistical databases: similarities and differences
PODS '97 Proceedings of the sixteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
PSQL: a query language for probabilistic relational data
Data & Knowledge Engineering - Special issue on ER '97
Consistent query answers in inconsistent databases
PODS '99 Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Learning missing values from summary constraints
ACM SIGKDD Explorations Newsletter
The Management of Probabilistic Data
IEEE Transactions on Knowledge and Data Engineering
Evaluating Aggregate Operations Over Imprecise Data
IEEE Transactions on Knowledge and Data Engineering
Aggregation of Imprecise and Uncertain Information in Databases
IEEE Transactions on Knowledge and Data Engineering
The Theory of Probabilistic Databases
VLDB '87 Proceedings of the 13th International Conference on Very Large Data Bases
Modeling and Imputation of Large Incomplete Multidimensional Datasets
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Summarizability in OLAP and Statistical Data Bases
SSDBM '97 Proceedings of the Ninth International Conference on Scientific and Statistical Database Management
Scalar aggregation in inconsistent databases
Theoretical Computer Science - Database theory
Supporting Imprecision in Multidimensional Databases Using Granularities
SSDBM '99 Proceedings of the 11th International Conference on Scientific and Statistical Database Management
Evaluating probabilistic queries over imprecise data
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
OLAP Databases and Aggregation Functions
SSDBM '01 Proceedings of the 13th International Conference on Scientific and Statistical Database Management
Aggregate operators in probabilistic databases
Journal of the ACM (JACM)
From statistical knowledge bases to degrees of belief: an overview
Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Efficient allocation algorithms for OLAP over imprecise data
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Creating probabilistic databases from information extraction models
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Pre-aggregation with probability distributions
DOLAP '06 Proceedings of the 9th ACM international workshop on Data warehousing and OLAP
Optimizing mpf queries: decision support and probabilistic inference
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Estimating statistical aggregates on probabilistic data streams
Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Efficient aggregation algorithms for probabilistic data
SODA '07 Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms
Incorporating quality aspects in sensor data streams
Proceedings of the ACM first Ph.D. workshop in CIKM
OLAP over imprecise data with domain constraints
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Query processing over incomplete autonomous databases
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
A relational approach to incrementally extracting and querying structure in unstructured data
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Sampling cube: a framework for statistical olap over sampling data
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Query answering techniques on uncertain and probabilistic data: tutorial summary
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Estimating statistical aggregates on probabilistic data streams
ACM Transactions on Database Systems (TODS)
Relaxation in text search using taxonomies
Proceedings of the VLDB Endowment
ACM Computing Surveys (CSUR)
Estimating and bounding aggregations in databases with referential integrity errors
Proceedings of the ACM 11th international workshop on Data warehousing and OLAP
Foundations and Trends in Databases
Representing Data Quality in Sensor Data Streaming Environments
Journal of Data and Information Quality (JDIQ)
The trichotomy of HAVING queries on a probabilistic database
The VLDB Journal — The International Journal on Very Large Data Bases
Extended aggregations for databases with referential integrity issues
Data & Knowledge Engineering
ADBIS'10 Proceedings of the 14th east European conference on Advances in databases and information systems
Can the Utility of Anonymized Data be Used for Privacy Breaches?
ACM Transactions on Knowledge Discovery from Data (TKDD)
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
Probabilistic skylines on uncertain data: model and bounding-pruning-refining methods
Journal of Intelligent Information Systems
DuoWave: Mitigating the curse of dimensionality for uncertain data
Data & Knowledge Engineering
Aggregate queries on probabilistic record linkages
Proceedings of the 15th International Conference on Extending Database Technology
FGIT'12 Proceedings of the 4th international conference on Future Generation Information Technology
Range counting coresets for uncertain data
Proceedings of the twenty-ninth annual symposium on Computational geometry
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We extend the OLAP data model to represent data ambiguity, specifically imprecision and uncertainty, and introduce an allocation-based approach to the semantics of aggregation queries over such data. We identify three natural query properties and use them to shed light on alternative query semantics. While there is much work on representing and querying ambiguous data, to our knowledge this is the first paper to handle both imprecision and uncertainty in an OLAP setting.