Sciweavers

CIKM
2010
Springer

What can quantum theory bring to information retrieval

13 years 11 months ago
What can quantum theory bring to information retrieval
The probabilistic formalism of quantum physics is said to provide a sound basis for building a principled information retrieval framework. Such a framework can be based on the notion of information need vector spaces where events, such as document relevance or observed user interactions, correspond to subspaces. As in quantum theory, a probability distribution over these subspaces is defined through weighted sets of state vectors (density operators), and used to represent the current view of the retrieval system on the user information need. Tensor spaces can be used to capture different aspects of information needs. Our evaluation shows that the framework can lead to acceptable performance in an ad-hoc retrieval task. Going beyond this, we discuss the potential of the framework for three active challenges in information retrieval, namely, interaction, novelty and diversity. Categories and Subject Descriptors H.3.3 [Information Storage and Retrieval]: Information Search and Retrieva...
Benjamin Piwowarski, Ingo Frommholz, Mounia Lalmas
Added 24 Jan 2011
Updated 24 Jan 2011
Type Journal
Year 2010
Where CIKM
Authors Benjamin Piwowarski, Ingo Frommholz, Mounia Lalmas, Keith van Rijsbergen
Comments (0)