Looking at Vector Space and Language Models for IR using Density Matrices
Information Retrieval
2014-01-09 v1
Abstract
In this work, we conduct a joint analysis of both Vector Space and Language Models for IR using the mathematical framework of Quantum Theory. We shed light on how both models allocate the space of density matrices. A density matrix is shown to be a general representational tool capable of leveraging capabilities of both VSM and LM representations thus paving the way for a new generation of retrieval models. We analyze the possible implications suggested by our findings.
Cite
@article{arxiv.1401.1732,
title = {Looking at Vector Space and Language Models for IR using Density Matrices},
author = {Alessandro Sordoni and Jian-Yun Nie},
journal= {arXiv preprint arXiv:1401.1732},
year = {2014}
}
Comments
In Proceedings of Quantum Interaction 2013