μHEM for identification of differentially expressed miRNAs using hypercuboid equivalence partition matrix
Citations
24 citations
Cites methods from "μHEM for identification of differen..."
...This final risk prediction model using μHEM algorithm achieved an accuracy of 0.803 on an independent test set when pre-selecting the top-ranked 330 miRNAs and three clinical features....
[...]
...Paul S, Maji P. muHEM for identification of differentially expressed miRNAs using hypercuboid equivalence partition matrix....
[...]
...We also constructed a GBDT risk prediction model using another feature selection algorithm, μHEM [23], publicly available at http://www....
[...]
...We also constructed a GBDT risk prediction model using another feature selection algorithm, μHEM [23], publicly available at http://www.isical.ac.in/~bibl/results/ mihem/mihem.html, and investigated whether this feature selection methodology can further improve the predictive ability of our model....
[...]
...Hyperparameter values in the final GBDT model when using μHEM algorithm....
[...]
23 citations
Cites methods from "μHEM for identification of differen..."
...It has been applied successfully for analyzing omics data [34], [45], [46]....
[...]
12 citations
Cites methods from "μHEM for identification of differen..."
...The f -MRMS algorithm judiciously integrates the merits of maximum relevancemaximum significance (MRMS) criterion (Maji and Paul 2011; Paul and Maji 2013a, b) and f -information measures....
[...]
9 citations
9 citations
Cites methods from "μHEM for identification of differen..."
...It has been applied successfully to feature selection and clustering [27] as well as to omics data analysis [26]–[30]....
[...]
References
961 citations
"μHEM for identification of differen..." refers background in this paper
...Recently, few studies are carried out to identify differentially expressed miRNAs [4-9]....
[...]
...Different statistical tests are also employed to identify differentially expressed miRNAs [1,4-8,17-20]....
[...]
959 citations
"μHEM for identification of differen..." refers background in this paper
...In [57,58], it is shown that hsa-miR-143 expression is clearly down-regulated during prostate cancer progression....
[...]
759 citations
678 citations
"μHEM for identification of differen..." refers background in this paper
...The down regulation of hsa-miR-145 is also mentioned in [52,53]....
[...]
618 citations
"μHEM for identification of differen..." refers background in this paper
...In this regard, the Gap function [49] is generally used to know whether the obtained B1 error is smaller than that would be expected by chance, if the distribution of the classmembership label of the sample did not depend on its feature vector....
[...]