13.07.2015 Views

Proceedings Fonetik 2009 - Institutionen för lingvistik

Proceedings Fonetik 2009 - Institutionen för lingvistik

Proceedings Fonetik 2009 - Institutionen för lingvistik

SHOW MORE
SHOW LESS

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

<strong>Proceedings</strong>, FONETIK <strong>2009</strong>, Dept. of Linguistics, Stockholm Universitylating the standard deviation over a moving 10second window.In the case of the training data, recordingscontaining noise only or those that were emptywere detected automatically and removed. Foreach of the 10 utterances included in the trainingmaterial, the data were split into a first anda second half, and the recordings from the firsthalf were spliced together to create one continuoussound file, as were the recordings fromthe second half. The averages of the windowedstandard deviation of the first and the secondhalf of training were compared.Average standard deviation in semitones1210864201st presentation 1st half training 2nd half training 2nd presentationFigure 1. Average pitch variation over 10 secondsof speech for the two experimental conditions duringthe 1st presentation, the 1st half of the training,the 2nd half of the training and the 2nd presentation.The test group shows a statistically significanteffect of the feedback they were given.The mean standard deviations for each dataset and each of the two groups are shown inFigure 1. The y-axis displays the mean standarddeviation per moving 10-second frame ofspeech in semitones, and the x-axis the fourpoints of measurement: the first presentation,the first half of training, the second half oftraining, and the second oral presentation. Theexperimental group shows a greater increase inpitch variation across all points of measurementfollowing training. Improvement is most dramaticin the first half of training, where the differencebetween the two groups jumps significantlyfrom nearly no difference to one of morethan 2.5 semitones. The gap between the twogroups narrows somewhat in the production ofthe second presentation.testcontrolThe effect of the feedback method (testgroup vs. control group) was analyzed using anANOVA with time of measurement (1st presentation,1st half of training, 2nd half of training,2nd presentation) as a within-subjects factor.The sphericity assumption was met, and themain effect of time of measurement was significant(F = 8.36, p < .0005, η² = 0.45) indicatingthat the speech of the test group receivingvisual feedback increased more in pitchvariation than the control group. Betweensubjecteffect for feedback method was significant(F = 6.74, p =.027, η² = 0.40). The two hypothesesare confirmed by these findings.DiscussionOur results are in line with other research thathas shown that visual feedback on pronunciationis beneficial to learners. The visual channelprovides information about linguistic featuresthat can be difficult for second language learnersto perceive audibly. The first language ofour Chinese participants uses pitch movementto distinguish lexical meaning; these learnerscan therefore experience difficulty in interpretingand producing pitch movement at a discourselevel in English (Pennington & Ellis,2000; Pickering, 2004; Wennerstrom, 1994).Our feedback gave each test participant visualconfirmation when they had stretched the resourcesof their voices beyond their own baselinevalues. It is possible that some participantshad been using other means, particularly intensity,to give focus to their English utterances.The visual feedback rewarded them for usingpitch movement only, and could have been apowerful factor in steering them in the directionof an adapted speaking style. While our datawere not recorded in a way that would allowfor an analysis of the interplay between intensityand pitch as Chinese speakers give focus toEnglish utterances, this would be an interestingarea for further research.Given greater resources in terms of time andpotential participants, it would have been interestingto compare the development of pitchvariation with other kinds of feedback. For example,we could have displayed pitch tracingsof the training utterances to a third group ofparticipants. It has not been an objective of ourstudy, however, to prove that our method is superiorto showing pitch tracings. We simplyfeel that circumventing the contour visualizationprocess allows for the more autonomoususe of speech technology. A natural develop-105

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!