Lexical Networks Constructed to Correspond to Students’ Short Written Responses: A Quantum Semantic Approach

Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

Abstract

A simple method to construct lexical networks (lexicons) of how students use scientific terms in written texts is introduced. The method is based on a recently introduced quantum semantics generalization of a word-pair co-occurrence. Quantum semantics allows entangled co-occurrence, thus allowing to model the effect of subjective bias on weighting the importance of word co-occurrence. Using such a generalized word-pair co-occurrence counting, we construct students' lexicons of scientific (life-science) terms they use in their written responses to questions concerning food chains in life-science contexts. The method allows us to construct ensembles of lexicons that probabilistically simulate the variability of individual lexicons. The re-analyses of the written reports show that while sets of top-ranking terms contain nearly the same terms irrespective of details of the method used to count co-occurrences, the relative rankings of some key-terms may be different in quantum semantic analysis.
Original languageEnglish
Title of host publicationComplex Networks & Their Applications XI : Proceedings of The Eleventh International Conference on Complex Networks and Their Applications: COMPLEX NETWORKS 2022 - Volume 1
EditorsHocine Cherifi, Rosario Nunzio Mantegna, Luis M. Rocha, Chantal Cherifi, Salvatore Miccichè
Number of pages13
Volume1077
Place of PublicationCham
PublisherSpringer
Publication date4 Jan 2023
Pages137-149
ISBN (Print)978-3-031-21126-3
ISBN (Electronic)978-3-031-21127-0
DOIs
Publication statusPublished - 4 Jan 2023
MoE publication typeA3 Book chapter
EventThe International Conference on Complex Networks and their Applications - Palermo, Italy
Duration: 8 Nov 202210 Nov 2022
Conference number: 11

Publication series

NameComplex Networks and Their Applications Xi, Complex Networks 2022, Vol 1
PublisherSpringer Nature
ISSN (Print)1860-949X

Fields of Science

  • 114 Physical sciences
  • 516 Educational sciences
  • 1184 Genetics, developmental biology, physiology

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