A Machine Learning Assessment System for Spoken English Based on Linear Predictive Coding

<table class="table-group" id="tab7"><tr><td><table class="table"><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr class="thead"><td class="align_left">System name</td><td class="align_center">Number of correctly pronounced phonemes</td><td class="align_center">Number of mispronounced phonemes</td></tr><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr><td class="align_left">Manual (labelled) inspection</td><td class="align_center">38326</td><td class="align_center">6033</td></tr><tr><td class="align_left">SCILL</td><td class="align_center">32952</td><td class="align_center">10407</td></tr><tr><td class="align_left">TBALL</td><td class="align_center">34465</td><td class="align_center">9894</td></tr><tr><td class="align_left">HUGO</td><td class="align_center">32559</td><td class="align_center">9568</td></tr><tr><td class="align_left">LISTEN</td><td class="align_center">34061</td><td class="align_center">9714</td></tr><tr><td class="align_left">ISLE</td><td class="align_center">34954</td><td class="align_center">9842</td></tr><tr><td class="align_left">EyeSpesk</td><td class="align_center">35058</td><td class="align_center">8745</td></tr><tr><td class="align_left">Enunciate</td><td class="align_center">33857</td><td class="align_center">9983</td></tr><tr><td class="align_left">PLASER</td><td class="align_center">36447</td><td class="align_center">8243</td></tr><tr><td class="align_left">ILPC + CNN based system</td><td class="align_center">37826</td><td class="align_center">7856</td></tr><tr class="table-tr"><td colspan="3"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Articulatory phoneme detection for different systems.</div>

Mobile Information Systems

tab7

Table 7

Table 7: A Machine Learning Assessment System for Spoken English Based on Linear Predictive Coding 