Information integration
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Information integration (II) is the merging of information from heterogeneous sources with differing conceptual, contextual and typographical representations. It is used in data mining and consolidation of data from unstructured or semi-structured resources. Typically, information integration refers to textual representations of knowledge but is sometimes applied to rich-media content. Information fusion, which is a related term, involves the combination of information into a new set of information towards reducing redundancy and uncertainty.[1]
Examples of technologies available to integrate information include deduplication, and string metrics which allow the detection of similar text in different data sources by fuzzy matching. A host of methods for these research areas are available such as those presented in the International Society of Information Fusion. Other methods rely on causal estimates of the outcomes based on a model of the sources.[2]
See also
[edit | edit source]- Data fusion (is a subset of Information integration)
- Sensor fusion
- Data integration
- Image fusion
- Synesthesia
Books
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- Springer, Information Fusion in Data Mining (2003), Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
- H. B. Mitchell, Multi-sensor Data Fusion – An Introduction (2007) Springer-Verlag, Berlin, Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
- S. Das, High-Level Data Fusion (2008), Artech House Publishers, Norwood, MA, Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value). and 1596932813
- E. P. Blasch, E. Bosse, and D. A. Lambert, High-Level Information Fusion Management and System Design (2012), Artech House Publishers, Norwood, MA. Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value). | Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
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References
[edit | edit source]- ^ Lua error in Module:Citation/CS1/Configuration at line 2172: attempt to index field '?' (a nil value).
- ^ P.K. Davis, D. Manheim, W.L. Perry, J. Hollywood (2015). In Proceedings of the 2015 Winter Simulation Conference (WSC '15). IEEE Press, Piscataway, NJ, USA, 2586-2597.