Quantum-Like Structure in Multidimensional Relevance Judgements

Sagar Uprety*, Prayag Tiwari, Shahram Dehdashti, Lauren Fell, Dawei Song, Peter Bruza, Massimo Melucci

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

7 引用 (Scopus)

摘要

A large number of studies in cognitive science have revealed that probabilistic outcomes of certain human decisions do not agree with the axioms of classical probability theory. The field of Quantum Cognition provides an alternative probabilistic model to explain such paradoxical findings. It posits that cognitive systems have an underlying quantum-like structure, especially in decision-making under uncertainty. In this paper, we hypothesise that relevance judgement, being a multidimensional, cognitive concept, can be used to probe the quantum-like structure for modelling users’ cognitive states in information seeking. Extending from an experiment protocol inspired by the Stern-Gerlach experiment in Quantum Physics, we design a crowd-sourced user study to show violation of the Kolmogorovian probability axioms as a proof of the quantum-like structure, and provide a comparison between a quantum probabilistic model and a Bayesian model for predictions of relevance.

源语言英语
主期刊名Advances in Information Retrieval - 42nd European Conference on IR Research, ECIR 2020, Proceedings
编辑Joemon M. Jose, Emine Yilmaz, João Magalhães, Flávio Martins, Pablo Castells, Nicola Ferro, Mário J. Silva
出版商Springer
728-742
页数15
ISBN(印刷版)9783030454388
DOI
出版状态已出版 - 2020
活动42nd European Conference on IR Research, ECIR 2020 - Lisbon, 葡萄牙
期限: 14 4月 202017 4月 2020

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
12035 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议42nd European Conference on IR Research, ECIR 2020
国家/地区葡萄牙
Lisbon
时期14/04/2017/04/20

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