Title :
Arabic adaptation of Phonology and Memory test using entropy-based analysis of word complexity
Author :
Bacha, Sofiene ; Ghozi, Raja ; Jaidane, Meriem ; Gouider-Khouja, Neziha
Author_Institution :
Res. Unit on Syst. & Signals, Univ. Tunis El Manar, Tunis, Tunisia
Abstract :
Short-term Phonological Memory evaluation is very important in tracking the learning development of children, and for that, speech-therapists use words with different linguistic complexity levels. The test “Memory and Phonology” (PM) adopted in the Department of Child and Adolescent Neurology in the National Institute of Neurology (Tunisia), relies on a heuristically-constructed database of Tunisian-Arabic words, in analogy with the standardized NEEL PM French test. Given that the choice of a word´s phonology is very specific to the language and a costly experimental calibration must be done to validate the classification according to words levels difficulty, this work offers a phonology-based complexity algorithm that validates not only the French data base of the NEEL´s test, but also that currently proposed and adopted by the Tunisian speech therapists. The proposed complexity analysis and classification are based on three entropy measures: time-based, spectral, and the variance of dynamic spectral entropy of the sound signal of a given word.
Keywords :
computational complexity; entropy; linguistics; natural language processing; paediatrics; signal classification; speech processing; Arabic adaptation; Department of Child and Adolescent Neurology; NEEL PM French test; National Institute of Neurology; Tunisian speech therapy; Tunisian-Arabic words; children learning development; classification algorithm; complexity analysis; dynamic spectral entropy; entropy measure; entropy-based analysis; heuristically-constructed database; language; linguistic complexity; memory test; phonology test; phonology-based complexity algorithm; short-term phonological memory evaluation; sound signal; time-based entropy; word complexity; word phonology; Algorithm design and analysis; Complexity theory; Entropy; Equations; Nervous system; Probability density function; Speech; Phonological memory; Phonological tests; Time-based and spectral entropy; Word complexity;
Conference_Titel :
Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4673-0381-1
Electronic_ISBN :
978-1-4673-0380-4
DOI :
10.1109/ISSPA.2012.6310638