GLM fit or Cubic smoothing spline for categorical boundary data?? (Pragati Rao )


Subject: GLM fit or Cubic smoothing spline for categorical boundary data??
From:    Pragati Rao  <pragatir@xxxxxxxx>
Date:    Fri, 4 May 2012 16:43:53 +0530
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--14dae93406210acb5004bf34044d Content-Type: multipart/alternative; boundary=14dae93406210acb4d04bf34044b --14dae93406210acb4d04bf34044b Content-Type: text/plain; charset=ISO-8859-1 Hi all, I have identification responses for stimuli along F2 and VOT continuums from a group of subjects. I tried fitting glmfit() with logistic regression in MATLAB because each subject had to choose either 'pa' or 'ta' for F2 and 'ta' or 'da' for VOT task. However, in many subjects I noticed that the curve leaves out many data points and gives absurd values for categorical boundaries. So I tried fitting cubic spline using csaps(). As expected the curve fits very well. I have attached png files of results obtained through both techniques. Can we use cubic smoothing spline on such a data set? I do not have a strong base in statistics. Any help will be greatly appreciated. Regards, Pragati Rao Research Officer, All India Institute of Speech and Hearing, Mysore, India. --14dae93406210acb4d04bf34044b Content-Type: text/html; charset=ISO-8859-1 Content-Transfer-Encoding: quoted-printable Hi all,<br><br>I have identification responses for stimuli along F2 and VOT= continuums from a group of subjects. I tried fitting glmfit() with logisti= c regression in MATLAB because each subject had to choose either &#39;pa&#3= 9; or &#39;ta&#39; for F2 and &#39;ta&#39; or &#39;da&#39; for VOT task. Ho= wever, in many subjects I noticed that the curve leaves out many data point= s and gives absurd values for categorical boundaries. So I tried fitting cu= bic spline using csaps(). As expected the curve fits very well. I have atta= ched png files of results obtained through both techniques. Can we use cubi= c smoothing spline on such a data set? <br> <br>I do not have a strong base in statistics. Any help will be greatly app= reciated.<br><br>Regards,<br>Pragati Rao<br>Research Officer,<br>All India = Institute of Speech and Hearing,<br>Mysore, India.<br><br> --14dae93406210acb4d04bf34044b-- --14dae93406210acb5004bf34044d Content-Type: image/png; name="F2_continuum_hin_GLM.png" Content-Disposition: attachment; filename="F2_continuum_hin_GLM.png" Content-Transfer-Encoding: base64 X-Attachment-Id: f_h1t5hpfi0 iVBORw0KGgoAAAANSUhEUgAAB4EAAARDCAIAAADplsAoAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA B3RJTUUH3AUECwoEH32toQAAACJ0RVh0Q3JlYXRpb24gVGltZQAwNC1NYXktMjAxMiAxNjo0MDow NDUfy8kAAAAkdEVYdFNvZnR3YXJlAE1BVExBQiwgVGhlIE1hdGh3b3JrcywgSW5jLrrEUs8AACAA SURBVHic7N3rcqO4FgZQNHXe/5U5P4hpzM1cJNiItaprpuNOFIXAZ7ERIrVt2wAAAAAAQAH/3d0B AAAAAACqpQYNAAAAAEApatAAAAAAAJSiBg0AAAAAQClq0AAAAAAAlKIGDQAAAABAKWrQAAAAAACU ogYNAAAAAEApatAAAAAAAJSiBg0AAAAAQClq0AAAAAAAlKIGDQAAAABAKWrQAAAAAACUogYNAAAA AEApatAAAAAAAJSiBg0AAAAAQClq0AAAAAAAlKIGDQAAAABAKWrQAAAAAACUogYNAAAAAEApatAA 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maintained by:
DAn Ellis <dpwe@ee.columbia.edu>
Electrical Engineering Dept., Columbia University