DBLearn: a system prototype for knowledge discovery in relational databases
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
Secure statistical databases with random sample queries
ACM Transactions on Database Systems (TODS)
SPARTAN: a model-based semantic compression system for massive data tables
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Knowledge Acquisition Via Incremental Conceptual Clustering
Machine Learning
Semantic Compression and Pattern Extraction with Fascicles
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Statistical Databases: Characteristics, Problems, and some Solutions
VLDB '82 Proceedings of the 8th International Conference on Very Large Data Bases
Summarizability in OLAP and Statistical Data Bases
SSDBM '97 Proceedings of the Ninth International Conference on Scientific and Statistical Database Management
Efficiently publishing relational data as XML documents
The VLDB Journal — The International Journal on Very Large Data Bases
SOCQET: semantic OLAP with compressed cube and summarization
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
ItCompress: An Iterative Semantic Compression Algorithm
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Quotient cube: how to summarize the semantics of a data cube
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Merging distributed database summaries
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Summary management in P2P systems
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Mine your own business, mine others' news!
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Extreme visualization: squeezing a billion records into a million pixels
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Database querying with personalized vocabulary using data summaries
Fuzzy Sets and Systems
AlphaSum: size-constrained table summarization using value lattices
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
AMID: Approximation of MultI-measured Data using SVD
Information Sciences: an International Journal
Grid-aware approach to data statistics, data understanding and data preprocessing
International Journal of High Performance Computing and Networking
Time sequence summarization to scale up chronology-dependent applications
Proceedings of the 18th ACM conference on Information and knowledge management
Reducing metadata complexity for faster table summarization
Proceedings of the 13th International Conference on Extending Database Technology
Design of PeerSum: a summary service for P2P applications
GPC'07 Proceedings of the 2nd international conference on Advances in grid and pervasive computing
Potentialities of chorems as visual summaries of geographic databases contents
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
On a fuzzy group-by and its use for fuzzy association rule mining
ADBIS'10 Proceedings of the 14th east European conference on Advances in databases and information systems
Processing fuzzy queries in a peer data management system using distributed fuzzy summaries
SUM'11 Proceedings of the 5th international conference on Scalable uncertainty management
Discovering patterns based on fuzzy logic theory
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part IV
Querying e-catalogs using content summaries
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
Data stream synopsis using saintetiq
FQAS'06 Proceedings of the 7th international conference on Flexible Query Answering Systems
Using functional dependencies for reducing the size of a data cube
FoIKS'12 Proceedings of the 7th international conference on Foundations of Information and Knowledge Systems
Data summarization model for user action log files
ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part III
A fuzzy-summary-based approach to faceted search in relational databases
ADBIS'12 Proceedings of the 16th East European conference on Advances in Databases and Information Systems
Data summarization for network traffic monitoring
Journal of Network and Computer Applications
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In this paper, a message-oriented architecture for large database summarization is presented. The summarization system takes a database table as input and produces a reduced version of this table through both a rewriting and a generalization process. The resulting table provides tuples with less precision than the original but yet are very informative of the actual content of the database. This reduced form can be used as input for advanced data mining processes as well as some specific application presented in other works. We describe the incremental maintenance of the summarized table, the system capability to directly deal with XML database systems, and finally scalability which allows it to handle very large datasets of a million record.