Abstract
An online calculator was developed (www.bncdnet.ku.edu/cml/info_ccc.vi) to compute phonotactic probability—the likelihood of occurrence of a sound sequence—and neighborhood density—the number of phonologically similar words—on the basis of child corpora of American English (Kolson, 1960; Moe, Hopkins, & Rush, 1982) and to compare its results to those of an adult calculator. Phonotactic probability and neighborhood density were computed for a set of 380 nouns (Fenson et al., 1993) using both the child and adult corpora. The child and adult raw values were significantly correlated. However, significant differences were detected. Specifically, child phonotactic probability was higher than adult phonotactic probability, especially for highprobability words, and child neighborhood density was lower than adult neighborhood density, especially for words with high-density neighborhoods. These differences were reduced or eliminated when relative measures (i.e., z scores) were used. Suggestions are offered regarding which values to use in future research.
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Alt, M., & Plante, E. (2006). Factors that influence lexical and semantic fast mapping of young children with specific language impairment. Journal of Speech, Language, & Hearing Research, 49, 941–954.
Balota, D. A., Yap, M. J., Cortese, M. J., Hutchison, K. A., Kessler, B., Loftis, B., et al. (2007). The English Lexicon Project. Behavior Research Methods, 39, 445–459.
Charles-Luce, J., & Luce, P. A. (1990). Similarity neighborhoods of words in young children’s lexicons. Journal of Child Language, 17, 205–215.
Charles-Luce, J., & Luce, P. A. (1995). An examination of similarity neighborhoods in young children’s receptive vocabularies. Journal of Child Language, 22, 727–735.
Coady, J. A., & Aslin, R. N. (2003). Phonological neighborhoods in the developing lexicon. Journal of Child Language, 30, 441–469.
Davis, C. J. (2005). N-Watch: A program for deriving neighborhood size and other psycholinguistic statistics. Behavior Research Methods, 37, 65–70.
Dollaghan, C. A. (1994). Children’s phonological neighborhoods: Half empty or half full? Journal of Child Language, 21, 257–271.
Edwards, J., Beckman, M., & Munson, B. (2004). The interaction between vocabulary size and phonotactic probability effects on children’s production accuracy and fluency in nonword repetition. Journal of Speech, Language, & Hearing Research, 47, 421–436.
Fenson, L., Dale, P. S., Reznick, J. S., Thal, D., Bates, E., Hartung, J. P., et al. (1993). The MacArthur Communicative Development Inventories: User’s guide and technical manual. San Diego: Singular.
Garlock, V. M., Walley, A. C., & Metsala, J. L. (2001). Age-ofacquisition, word frequency, and neighborhood density effects on spoken word recognition by children and adults. Journal of Memory & Language, 45, 468–492.
Gathercole, S. E., Frankish, C. R., Pickering, S. J., & Peaker, S. (1999). Phonotactic influences on short-term memory. Journal of Experimental Psychology: Learning, Memory, & Cognition, 25, 84–95.
Kolson, C. J. (1960). The vocabulary of kindergarten children. Unpublished doctoral dissertation, University of Pittsburgh.
Kučera, H., & Francis, W. N. (1967). Computational analysis of presentday American English. Providence, RI: Brown University Press.
Longman dictionary of American English (1983). White Plains, NY: Longman.
Mainela-Arnold, E., Evans, J. L., & Coady, J. A. (2008). Lexical representations in children with SLI: Evidence from a frequencymanipulated gating task. Journal of Speech, Language, & Hearing Research, 51, 381–393.
Metsala, J. L. (1997). An examination of word frequency and neighborhood density in the development of spoken-word recognition. Memory & Cognition, 25, 47–56.
Moe, A. J., Hopkins, K. J., & Rush, R. T. (1982). The vocabulary of first grade children. Springfield, IL: Thomas.
Munson, B., Swenson, C. L., & Manthei, S. C. (2005). Lexical and phonological organization in children: Evidence from repetition tasks. Journal of Speech, Language, & Hearing Research, 48, 108–124.
The new Merriam-Webster pocket dictionary (1964). New York: Pocket.
Newman, R. S., & German, D. J. (2005). Life span effects of lexical factors on oral naming. Language & Speech, 48, 123–156.
Nusbaum, H. C., Pisoni, D. B., & Davis, C. K. (1984). Sizing up the Hoosier mental lexicon (Research on Spoken Language Processing Rep. No. 10, pp. 357–376). Bloomington, IN: Speech Research Laboratory, Indiana University.
Storkel, H. L. (2001). Learning new words: Phonotactic probability in language development. Journal of Speech, Language, & Hearing Research, 44, 1321–1337.
Storkel, H. L. (2003). Learning new words II: Phonotactic probability in verb learning. Journal of Speech, Language, & Hearing Research, 46, 1312–1323.
Storkel, H. L. (2004a). Do children acquire dense neighborhoods? An investigation of similarity neighborhoods in lexical acquisition. Applied Psycholinguistics, 25, 201–221.
Storkel, H. L. (2004b). Methods for minimizing the confounding effects of word length in the analysis of phonotactic probability and neighborhood density. Journal of Speech, Language, & Hearing Research, 47, 1454–1468.
Storkel, H. L. (2009). Developmental differences in the effects of phonological, lexical and semantic variables on word learning by infants. Journal of Child Language, 36, 291–321.
Storkel, H. L., Armbrüster, J., & Hogan, T. P. (2006). Differentiating phonotactic probability and neighborhood density in adult word learning. Journal of Speech, Language, & Hearing Research, 49, 1175–1192.
Storkel, H. L., & Maekawa, J. (2005). A comparison of homonym and novel word learning: The role of phonotactic probability and word frequency. Journal of Child Language, 32, 827–853.
Swingley, D., & Aslin, R. N. (2007). Lexical competition in young children’s word learning. Cognitive Psychology, 54, 99–132.
Thomson, J. M., Richardson, U., & Goswami, U. (2005). Phonological similarity neighborhoods and children’s short-term memory: Typical development and dyslexia. Memory & Cognition, 33, 1210–1219.
Vitevitch, M. S., & Luce, P. A. (2004). A Web-based interface to calculate phonotactic probability for words and nonwords in English. Behavior Research Methods, Instruments, & Computers, 36, 481–487.
Zamuner, T. S., Gerken, L., & Hammond, M. (2004). Phonotactic probabilities in young children’s speech production. Journal of Child Language, 31, 515–536.
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This research was supported by NIH Grants DC08095, DC00052, DC009135, DC05803, and HD02528. Douglas S. Kieweg created the Web interface and program for the online calculator. The following individuals contributed to development of the child corpus and/or data processing and analysis: Shinying Chu, Maki Sueto, and Ashlee Widler.
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Storkel, H.L., Hoover, J.R. An online calculator to compute phonotactic probability and neighborhood density on the basis of child corpora of spoken American English. Behavior Research Methods 42, 497–506 (2010). https://doi.org/10.3758/BRM.42.2.497
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DOI: https://doi.org/10.3758/BRM.42.2.497