The Geometry of Information Retrieval

The Geometry of Information Retrieval

C. J. van Rijsbergen
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Information retrieval, IR, is the science of extracting information from documents. It
can be viewed in a number of ways: logical, probabilistic and vector space models are some of the most important. In this book, the author, one of the leading researchers in the area, shows how these three views can be combined in one mathematical framework, the very one used to formulate the general principles of quantum mechanics.

Using this framework, van Rijsbergen presents a new theory for the
foundations of IR, in particular a new theory of measurement. He shows how a document can be represented as a vector in Hilbert space, and the document’s relevance by an Hermitian operator. All the usual quantum-mechanical notions, such as uncertainty, superposition and observable, have their IR-theoretic analogues. But the approach is more than just analogy: the standard theorems can be applied to address
problems in IR, such as pseudo-relevance feedback, relevance feedback and ostensive retrieval. The relation with quantum computing is also examined. To help keep the book self-contained, appendices with background material on physics and mathematics are included, and each chapter ends with some suggestions for further reading.

This is an important book for all those working in IR, AI and natural language processing.

İl:
2004
Nəşriyyat:
Cambridge University Press
Dil:
english
Səhifələr:
150
ISBN 10:
0521838053
ISBN 13:
9780521838054
Fayl:
PDF, 604 KB
IPFS:
CID , CID Blake2b
english, 2004
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