Meaning-focused and quantum-inspired information retrieval

Research output: Chapter in Book/Report/Conference proceedingConference paper

5 Citations (Scopus)

Abstract

In recent years, quantum-based methods have promisingly integrated the traditional procedures in information retrieval (IR) and natural language processing (NLP). Inspired by our research on the identification and application of quantum structures in cognition, more specifically our work on the representation of concepts and their combinations, we put forward a 'quantum meaning based' framework for structured query retrieval in text corpora and standardized testing corpora. This scheme for IR rests on considering as basic notions, (i) 'entities of meaning', e.g., concepts and their combinations and (ii) traces of such entities of meaning, which is how documents are considered in this approach. The meaning content of these 'entities of meaning' is reconstructed by solving an 'inverse problem' in the quantum formalism, consisting of reconstructing the full states of the entities of meaning from their collapsed states identified as traces in relevant documents. The advantages with respect to traditional approaches, such as Latent Semantic Analysis (LSA), are discussed by means of concrete examples.
Original languageEnglish
Title of host publicationQuantum Interaction
Subtitle of host publication7th International Conference. Selected Papers
EditorsHarald Atmanspacher, Emmanuel Haven, Kirsty Kitto, Derek Raine
Place of PublicationBerlin
PublisherSpringer
Pages71-83
Number of pages13
ISBN (Electronic)978-3-642-54943-4
ISBN (Print)978-3-662-45912-6
Publication statusPublished - 2014
EventQI 2013 - 7th International Conference on Quantum Interaction - Leicester, United Kingdom
Duration: 25 Jul 201327 Jul 2013

Publication series

NameTheoretical Computer Science and General Issues
PublisherSpringer
Volume8369

Conference

ConferenceQI 2013 - 7th International Conference on Quantum Interaction
Country/TerritoryUnited Kingdom
CityLeicester
Period25/07/1327/07/13

Keywords

  • Information retrieval
  • Latent semantic analysis
  • Quantum modeling

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