Identity Uncertainty Problem
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See: Identity Resolution, Record Linkage Task, Coreference Resolution Task.
References
2006
- (Pasula, 2006) ⇒ Hanna Pasula. (2006). “Approximate Inference Techniques for Identity Uncertainty." Lecture
- QUOTE: Many interesting tasks, such as vehicle tracking, data association, and mapping, involve reasoning about the objects present in a domain. However, the observations on which this reasoning is to be based frequently fail to explicitly describe these objects' identities, properties, or even their number, and may in addition be noisy or nondeterministic. When this is the case, identifying the set of objects present becomes an important aspect of the whole task.