Profiling relational data: a survey
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Summary
This survey provides a classification of data profiling tasks and comprehensively reviews the state of the art for each class, and concludes with an outlook on the future of data profile beyond traditional profiling task and beyond relational databases.
- Type
- article
- Published
- 2015-06-01
- Cited by
- 359
- References
- 149
- Access
- Open access
- OpenAlex
- https://openalex.org/W760598031
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:8155077
Keywords
Profiling (computer programming), Metadata, Computer science, Data mining, Data type
References
- What are real DTDs like
- Statistical Analysis of Real XML Data Collections
- Hunting of the Snark: Finding Data Glitches using Data Mining Methods
- Database Exploration Using Database Dynamics
- Fast Algorithms for Mining Association Rules in Large Databases
- Data Preparation for Data Mining
- Incremental Clustering for Mining in a Data Warehousing Environment
- Selectivity Estimation Without the Attribute Value Independence Assumption
- Sampling-Based Estimation of the Number of Distinct Values of an Attribute
- Building Light-Weight Wrappers for Legacy Web Data-Sources Using W4F
- Data Cleaning: Problems and Current Approaches.
- Attribute classification using feature analysis
- Database dependency discovery: a machine learning approach
- Discovering interesting inclusion dependencies: application to logical database tuning
- Reasoning about Record Matching Rules
- Discovering data quality rules
- Efficient discovery of XML data redundancies
- Approximating the number of unique values of an attribute without sorting
- Order Dependency in the Relational Model
- Semandaq: a data quality system based on conditional functional dependencies
Cited by
- Efficient order dependency detection
- Possible and certain keys for SQL
- RDFind: Scalable Conditional Inclusion Dependency Discovery in RDF Datasets
- SQL Schema Design: Foundations, Normal Forms, and Normalization
- Data Profiling as a Process - Bridging the Gap Between Academia and Practitioners
- Partial Referential Integrity in SQL Databases
- The Information Systems Group at HPI
- Approximate Discovery of Functional Dependencies for Large Datasets
- Detecting Data Errors: Where are we and what needs to be done?
- Das Fachgebiet „Informationssysteme“ am Hasso-Plattner-Institut
- Large-Scale Data Pollution with Apache Spark
- Position Paper: Dataset profling for un-Linked Data
- Discovering Meaningful Certain Keys from Incomplete and Inconsistent Relations
- Data Anamnesis: Admitting Raw Data into an Organization
- Data Quality for Temporal Streams
- Retrieval Profiling Framework for Thematic Interpretation of Al-Quran
- Benchmarking Data Curation Systems
- On Marrying Model-driven Engineering and Process Mining: A Case Study in Execution-based Model Profiling
- Open data: Quality over quantity
- Towards Information Profiling: Data Lake Content Metadata Management
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