Fuzzy Induction in Dynamic User Profiling for Information Filtering
Abstract
We study quantum fluctuations of macroscopic parameters of a nonlinear Schrödinger breather-a nonlinear superposition of two solitons, which can be created by the application of a fourfold quench of the scattering length to the fundamental soliton in a self-attractive quasi-one-dimensional Bose gas. The fluctuations are analyzed in the framework of the Bogoliubov approach in the limit of a large number of atoms N, using two models of the vacuum state: white noise and correlated noise. The latter model, closer to the ab initio setting by construction, leads to a reasonable agreement, within 20% accuracy, with fluctuations of the relative velocity of constituent solitons obtained from the exact Bethe-ansatz results [Phys. Rev. Lett. 119, 220401 (2017)PRLTAO0031-900710.1103/PhysRevLett.119.220401] in the opposite low-N limit (for N≤23). We thus confirm, for macroscopic N, the breather dissociation time to be within the limits of current cold-atom experiments. Fluctuations of soliton masses, phases, and positions are also evaluated and may have experimental implications.
Cite
Text
Angryk and Barbu. "Fuzzy Induction in Dynamic User Profiling for Information Filtering." AAAI Conference on Artificial Intelligence, 2004. doi:10.1103/physrevlett.125.050405Markdown
[Angryk and Barbu. "Fuzzy Induction in Dynamic User Profiling for Information Filtering." AAAI Conference on Artificial Intelligence, 2004.](https://mlanthology.org/aaai/2004/angryk2004aaai-fuzzy/) doi:10.1103/physrevlett.125.050405BibTeX
@inproceedings{angryk2004aaai-fuzzy,
title = {{Fuzzy Induction in Dynamic User Profiling for Information Filtering}},
author = {Angryk, Rafal A. and Barbu, Costin},
booktitle = {AAAI Conference on Artificial Intelligence},
year = {2004},
pages = {946-947},
doi = {10.1103/physrevlett.125.050405},
url = {https://mlanthology.org/aaai/2004/angryk2004aaai-fuzzy/}
}