Table 3 K-S distance and parameter estimation for K, RiIG, HTR-LM1, HTR-LM2, HTR-FLOM, and HTR-proposed models
Model | Parameters | CCA | Thyroid cyst | Pancreas | Breast mass | ||||
|---|---|---|---|---|---|---|---|---|---|
K-S dis | K-S dis | K-S dis | K-S dis | ||||||
K | \(\hat \nu \) | −0.3089 | 0.0732 | 0.4786 | 0.0227 | 1.6197 | 0.0343 | 1.2159 | 0.0172 |
\(\hat \sigma \) | 25.8518 | 55.9408 | 38.7482 | 28.3202 | |||||
RiIG | \(\hat a\) | 3.0394 | 0.1349 | 3.2811 | 0.1893 | 4.4463 | 0.1538 | 3.5398 | 0.1709 |
\(\hat \lambda \) | 0.1725 | 0.4372 | 0.4095 | 0.4302 | |||||
\(\hat \delta \) | 1.9891 | 1.2166 | 1.3952 | 1.2472 | |||||
HTR-LM1 | \(\hat \alpha \) | 1.2042 | 0.0982 | 1.9505 | 0.0231 | 1.8160 | 0.0369 | 1.6939 | 0.0213 |
\(\hat \gamma \) | 18.8584 | 36.5655 | 98.9915 | 40.7420 | |||||
\(\hat \varepsilon _{\alpha }\) | 0.3392 | 0.9548 | 0.8327 | 0.6568 | |||||
HTR-LM2 | \(\hat \alpha \) | 1.2042 | 0.1517 | 1.9505 | 0.0232 | 1.8160 | 0.0391 | 1.6939 | 0.0241 |
\(\hat \gamma \) | 18.8584 | 36.5655 | 98.9915 | 40.7420 | |||||
\(\hat \varepsilon _{\alpha }\) | 0.4139 | 0.9532 | 0.8167 | 0.6333 | |||||
HTR-FLOM | \(\hat \alpha \) | 1.2042 | 0.1446 | 1.9505 | 0.0225 | 1.8160 | 0.0272 | 1.6939 | 0.0200 |
\(\hat \gamma \) | 18.8584 | 36.5655 | 98.9915 | 40.7420 | |||||
\(\hat \varepsilon _{\alpha }\) | 0.0155 | 0.9623 | 0.8420 | 0.6649 | |||||
HTR-Proposed | \(\hat \alpha \) | 1.2042 | 0.0671 | 1.9505 | 0.0217 | 1.8160 | 0.0272 | 1.6939 | 0.0169 |
\(\hat \gamma \) | 18.8584 | 36.5655 | 98.9915 | 40.7420 | |||||
\(\hat \varepsilon _{\alpha,\gamma }\) | 0.2169 | 0.9603 | 0.8053 | 0.6288 | |||||