| Geometric and quantum methods for information retrieval |
| Full text |
Pdf
(430 KB)
|
Source
|
ACM SIGIR Forum
archive
Volume 42 , Issue 2 (December 2008)
table of contents
Pages 22-32
Year of Publication: 2008
ISSN:0163-5840
|
|
Authors
|
|
| Publisher |
|
| Bibliometrics |
Downloads (6 Weeks): 10, Downloads (12 Months): 113, Citation Count: 0
|
|
|
ABSTRACT
This paper reviews the recent developments in applying geometric and quantum mechanics methods for information retrieval and natural language processing. It discusses the interesting analogies between components of information retrieval and quantum mechanics. It then describes some quantum mechanics phenomena found in the conventional data analysis and in the psychological experiments for word association. It also presents the applications of the concepts and methods in quantum mechanics such as quantum logic and tensor product to document retrieval and meaning of composite words, respectively. The purpose of the paper is to give the state of the art on and to draw attention of the IR community to the geometric and quantum methods and their potential applications in IR and NLP.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
|
| |
2
|
S. Clark, B. Coecke, and M. Sadrzadeh. A compositional distributional model of meaning. In Proceedings of the Second Quantum Interaction Symposium (QI-2008). College Publications, 2008.
|
| |
3
|
S. Deerwester, S. Dumais, G. Furnas, T. Landauer, and R. Harshman. Indexing by latent semantic analysis. Journal of the American Society for Information Science, 41:391--407, 1990.
|
| |
4
|
Dieter Fensel , Frank van Harmelen , Bo Andersson , Paul Brennan , Hamish Cunningham , Emanuele Della Valle , Florian Fischer , Zhisheng Huang , Atanas Kiryakov , Tony Kyung-il Lee , Lael Schooler , Volker Tresp , Stefan Wesner , Michael Witbrock , Ning Zhong, Towards LarKC: A Platform for Web-Scale Reasoning, Proceedings of the 2008 IEEE International Conference on Semantic Computing, p.524-529, August 04-07, 2008
[doi> 10.1109/ICSC.2008.41]
|
| |
5
|
A. F. Huertas-Rosero, L. A. Azzopardi, and K. van Rijsbergen. Characterising through erasing. In Proceedings of the Second Quantum Interaction Symposium (QI-2008). College Publications, 2008.
|
| |
6
|
J. Karlgren and M. Sahlgren. From words to understanding. In Y. Uesaka, P. Kanerva, and H. Asoh, editors, Foundations of Real-World Intelligence, pages 294--308. Stanford: CSLI Publications, 2001.
|
| |
7
|
M. Melucci. Towards modeling implicit feedback with quantum entanglement. In Proceedings of the Second Quantum Interaction Symposium (QI-2008). College Publications, 2008.
|
| |
8
|
D. Nelson and C. McEvoy. Entangled Associative Structures and Context. In Proceedings of the AAAI Spring Symposium on Quantum Interaction. AAAI Press, 2007.
|
| |
9
|
D. Pavlovic. On quantum statistics in data analysis. In Proceedings of the Second Quantum Interaction Symposium (QI-2008). College Publications, 2008.
|
| |
10
|
|
| |
11
|
|
| |
12
|
|
| |
13
|
D. Widdows. Semantic vector products: Some initial investigations. In Proceedings of the Second Quantum Interaction Symposium (QI-2008). College Publications, 2008.
|
| |
14
|
D. Widdows and P. Bruza. Quantum information dynamics and open world science. In Proceedings of the First Quantum Interaction Symposium (QI-2007). AAAI Press, 2007.
|
| |
15
|
D. Widdows and S. Peters. Word vectors and quantum logic: Experiments with negation and disjunction. In Eighth Mathematics of Language Conference, pages 141--154, 2003.
|
|