Wang, Jun
How Quantum Theory Is Developing the Field of Information Retrieval
Song, Dawei (The Robert Gordon University) | Lalmas, Mounia (University of Glasgow) | Rijsbergen, Keith van (University of Glasgow) | Frommholz, Ingo (University of Glasgow) | Piwowarski, Benjamin (University of Glasgow) | Wang, Jun (The Robert Gordon University) | Zhang, Peng (The Robert Gordon University) | Zuccon, Guido (University of Glasgow) | Bruza, Peter (Queensland University of Technology) | Arafat, Sachi (University of Glasgow) | Azzopardi, Leif (University of Glasgow) | Buccio, Emanuele Di (University of Padua) | Huertas-Rosero, Alvaro (University of Glasgow) | Hou, Yuexian (Tianjin University) | Melucci, Massimo (University of Padua) | Rueger, Stefan (The Open University)
Explanation of Relevance Judgement Discrepancy with Quantum Interference
Wang, Jun (Robert Gordon University) | Song, Dawei (Robert Gordon University) | Zhang, Peng (Robert Gordon University) | Hou, Yuexian (Tianjin University) | Bruza, Peter (Queensland University of Techonology )
A key concept in many Information Retrieval (IR) tasks, e.g. document indexing, query language modelling, aspect and diversity retrieval, is the relevance measurement of topics, i.e. to what extent an information object (e.g. a document or a query) is about the topics. This paper investigates the interference of relevance measurement of a topic caused by another topic. For example, consider that two user groups are required to judge whether a topic q is relevant to a document d, and q is presented together with another topic (referred to as a companion topic). If different companion topics are used for different groups, interestingly different relevance probabilities of q given d can be reached. In this paper, we present empirical results showing that the relevance of a topic to a document is greatly affected by the companion topic’s relevance to the same document, and the extent of the impact differs with respect to different companion topics. We further analyse the phenomenon from classical and quantum-like interference perspectives, and connect the phenomenon to nonreality and contextuality in quantum mechanics. We demonstrate that quantum like model fits in the empirical data, could be potentially used for predicting the relevance when interference exists.