Table 3.
18 Classification rules yielded by repeated incremental pruning to produce error reduction (RIPPER) on top ten features.
| Rule Number | Condition | Outcome |
|---|---|---|
| Rule-1 | (Neuronal stem cell ≤ 2.58) and (Mesenchymal cell ≤ 1.44) and (Intestinal epithelial cell ≤ 0) and (Mesenchymal cell ≤ 0.197) and (Expression specificity ≥ 0.552495) | lncRNA |
| Rule-2 | (Neuronal stem cell ≤ 2.58) and (Hepatocyte ≤ 0) and (Mast cell ≤ 0.151) | lncRNA |
| Rule-3 | (Neuronal stem cell ≤ 2.58) and (Hepatocyte ≤ 0) and (Intestinal epithelial cell ≤ 0.246) and (Mesenchymal cell ≤ 2.04) and (Neuronal stem cell ≤ 0) | lncRNA |
| Rule-4 | (Neuronal stem cell ≤ 5.17) and (Mast cell ≤ 0.842) and (Intestinal epithelial cell ≤ 0.737) and (Neuronal stem cell ≤ 0.542) and (Mesenchymal cell ≤ 2.75) | lncRNA |
| Rule-5 | (Neuronal stem cell ≤ 2.58) and (Hepatocyte ≤ 1.73) and (Intestinal epithelial cell ≤ 0.246) and (Mesenchymal cell ≤ 2.63) and (Neuronal stem cell ≤ 0) | lncRNA |
| Rule-6 | (Neuronal stem cell ≤ 2.58) and (Hepatocyte ≤ 1.73) and (Mast cell ≤ 0.352) and (Expression specificity ≤ 0.299388) and (Mast cell ≤ 0) | lncRNA |
| Rule-7 | (Neuronal stem cell ≤ 5.17) and (Hepatocyte ≤ 1.73) and (Intestinal epithelial cell ≤ 0.246) and (Expression specificity ≥ 0.497214) and (Lymphocyte of b lineage ≥ 1.23) | lncRNA |
| Rule-8 | (Neuronal stem cell ≤ 2.58) and (Hepatocyte ≤ 1.73) and (Mesenchymal cell ≤ 1.44) and (Intestinal epithelial cell ≤ 0) | lncRNA |
| Rule-9 | (Neuronal stem cell ≤ 5.17) and (Mesenchymal cell ≤ 4.52) and (Reticulocyte ≤ 0) and (Fibroblast of the conjuctiva ≤ 0) and (Hepatocyte ≤ 3.46) and (Expression specificity ≥ 0.311106) and (Intestinal epithelial cell ≤ 4.18) and (Neuronal stem cell ≤ 2.71) | lncRNA |
| Rule-10 | (Neuronal stem cell ≤ 5.17) and (Mast cell ≤ 0.842) and (Intestinal epithelial cell ≤ 1.72) and (Hepatocyte ≤ 0) and (Fibroblast of the conjuctiva ≤ 0) | lncRNA |
| Rule-11 | (Neuronal stem cell ≤ 5.17) and (Hepatocyte ≤ 5.19) and (Intestinal epithelial cell ≤ 1.23) and (Neuronal stem cell ≤ 0.542) and (Mesenchymal cell ≤ 10.1) and (Mast cell ≤ 0.907) | lncRNA |
| Rule-12 | (Neuronal stem cell ≤ 2.58) and (Mesenchymal cell ≤ 4.5) and (Intestinal epithelial cell ≤ 0.983) and (Hepatocyte ≤ 0) and (Fibroblast of the conjuctiva ≤ 0) | lncRNA |
| Rule-13 | (Neuronal stem cell ≤ 5.17) and (Mesenchymal cell ≤ 5.18) and (Mesenchymal cell ≤ 1.45) and (Neutrophil ≥ 0.848) and (Expression specificity ≤ 0.333673) and (Mesenchymal cell ≤ 0.904) and (Fibroblast of the conjuctiva ≤ 0) | lncRNA |
| Rule-14 | (Neuronal stem cell ≤ 5.17) and (Mesenchymal cell ≤ 5.18) and (Neuronal stem cell ≤ 2.58) and (Intestinal epithelial cell ≤ 0.737) and (Neuronal stem cell ≤ 0) and (Expression specificity ≤ 0.517863) and (Mesenchymal cell ≥ 2.87) | lncRNA |
| Rule-15 | (Neuronal stem cell ≤ 5.17) and (Mast cell ≤ 1.06) and (Hepatocyte ≤ 5.19) and (Neuronal stem cell ≤ 0.542) and (Intestinal epithelial cell ≤ 6.88) and (Mesenchymal cell ≤ 28.5) | lncRNA |
| Rule-16 | (Neuronal stem cell ≤ 5.17) and (Mesenchymal cell ≤ 5.28) and (Fibroblast of the conjuctiva ≤ 0) and (Mast cell ≤ 0.842) and (Intestinal epithelial cell ≤ 11.8) and (Neuronal stem cell ≤ 2.58) and (Hepatocyte ≤ 20.1) | lncRNA |
| Rule-17 | (Neuronal stem cell ≤ 7.75) and (Intestinal epithelial cell ≤ 1.72) and (Mesenchymal cell ≤ 4.52) and (Neuronal stem cell ≤ 2.58) and (Lymphocyte of b lineage ≤ 4.07) and (Neutrophil ≥ 5.72) and (Mast cell ≤ 19) and (Expression specificity ≥ 0.115115) | lncRNA |
| Rule-18 | Otherwise | mRNA |