arXiv Open Access 2014

Looking at Vector Space and Language Models for IR using Density Matrices

Alessandro Sordoni Jian-Yun Nie

Lihat Sumber

Abstrak

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.

Topik & Kata Kunci

cs.IR

Penulis (2)

Alessandro Sordoni

Jian-Yun Nie

Format Sitasi

APA MLA BibTeX

Sordoni, A., Nie, J. (2014). Looking at Vector Space and Language Models for IR using Density Matrices. https://arxiv.org/abs/1401.1732

Akses Cepat

Lihat di Sumber

Informasi Jurnal

Tahun Terbit: 2014
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓