Talk to your neighbour: A belief propagation approach to data fusion
| Autor: | Eleonora Laurenza |
|---|---|
| Jazyk: | angličtina |
| Rok vydání: | 2017 |
| Předmět: |
Computer science
Data management 02 engineering and technology Belief propagation Machine learning computer.software_genre Task (project management) Order (exchange) 020204 information systems Data uncertainty 0502 economics and business Conflict resolution 0202 electrical engineering electronic engineering information engineering business.industry 05 social sciences Computer Science (all) Bayesian network Data fusion Sensor fusion Bayesian networks Data integration Control and Systems Engineering 050211 marketing Data mining Artificial intelligence business computer |
| Zdroj: | Advances in Intelligent Systems and Computing ISBN: 9783319429717 SMPS |
| Popis: | Data fusion is a major task in data management. Frequently, different sources store data about the same real-world entities, however with conflicts in the values of their features. Data fusion aims at solving those conflicts in order to obtain a unique global view over those sources. Some solutions to the problem have been proposed in the database literature, yet they have a number of limitations for real cases: for example they leave too many alternatives to users or produce biased results. This paper proposes a novel algorithm for data fusion actually addressing conflict resolution in databases and overcoming some existing limitations. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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