| Literature DB >> 29593089 |
Rasmus Ibsen-Jensen1, Josef Tkadlec2, Krishnendu Chatterjee2, Martin A Nowak3.
Abstract
We consider a class of students learning a language from a teacher. The situation can be interpreted as a group of child learners receiving input from the linguistic environment. The teacher provides sample sentences. The students try to learn the grammar from the teacher. In addition to just listening to the teacher, the students can also communicate with each other. The students hold hypotheses about the grammar and change them if they receive counter evidence. The process stops when all students have converged to the correct grammar. We study how the time to convergence depends on the structure of the classroom by introducing and evaluating various complexity measures. We find that structured communication between students, although potentially introducing confusion, can greatly reduce some of the complexity measures. Our theory can also be interpreted as applying to the scientific process, where nature is the teacher and the scientists are the students.Entities:
Keywords: inductive inference; language learning; population structures in learning
Mesh:
Year: 2018 PMID: 29593089 PMCID: PMC5908541 DOI: 10.1098/rsif.2018.0073
Source DB: PubMed Journal: J R Soc Interface ISSN: 1742-5662 Impact factor: 4.118