An Improved Fuzzy Based Missing Value Estimation in DNA Microarray Validated by Gene Ranking

<table class="table-group" id="tab4"><tr><td><table class="table"><tr><td class="thead-hr" colspan="8"><hr/></td></tr><tr class="thead"><td class="align_left">RMSE<svg height="11.439pt" id="M146" style="vertical-align:-2.15067pt" version="1.1" viewbox="-0.0498162 -9.28833 5.47571 11.439" width="5.47571pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M368 -163L103 703H44L308 -163H368Z" id="g113-93"></path><glyph.data ascent="3473" descent="-2876" horiz-adv-x="412" vert-adv-y="412"></glyph.data></g></svg><i>θ</i></td><td class="align_center">0.4</td><td class="align_center">0.45</td><td class="align_center">0.5</td><td class="align_center">0.55</td><td class="align_center">0.6</td><td class="align_center">0.65</td><td class="align_center">0.7</td></tr><tr><td class="thead-hr" colspan="8"><hr/></td></tr><tr><td class="align_left">Original LRFDVImpute</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td></tr><tr><td class="align_left">Modified LRFDVImpute</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">0</td></tr><tr class="table-tr"><td colspan="8"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Results for missing value estimation algorithm (Spellman, elu).

Advances in Fuzzy Systems

tab4

Table 4

Table 4: An Improved Fuzzy Based Missing Value Estimation in DNA Microarray Validated by Gene Ranking 