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....
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...Paul S, Maji P. muHEM for identification of differentially expressed miRNAs using hypercuboid equivalence partition matrix....
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...We also constructed a GBDT risk prediction model using another feature selection algorithm, μHEM [23], publicly available at http://www....
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...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....
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...Hyperparameter values in the final GBDT model when using μHEM algorithm....
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23 citations
Cites methods from "μHEM for identification of differen..."
...It has been applied successfully for analyzing omics data [34], [45], [46]....
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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....
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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]....
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References
400 citations
"μHEM for identification of differen..." refers methods in this paper
...The method called significance analysis of microarrays is used in several works [11-16] to identify differentially expressed miRNAs....
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390 citations
"μHEM for identification of differen..." refers background in this paper
...Recently, few studies are carried out to identify differentially expressed miRNAs [4-9]....
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...Different statistical tests are also employed to identify differentially expressed miRNAs [1,4-8,17-20]....
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370 citations
"μHEM for identification of differen..." refers background in this paper
...Recently, few studies are carried out to identify differentially expressed miRNAs [4-9]....
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...Different statistical tests are also employed to identify differentially expressed miRNAs [1,4-8,17-20]....
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362 citations
"μHEM for identification of differen..." refers methods in this paper
...[46], RSMRMS algorithm [9], boosting [47], and lasso [48]....
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...[46], rough set based maximum relevance-maximum significance (RSMRMS) algorithm [9,28], boosting [47] and lasso [48]....
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346 citations
"μHEM for identification of differen..." refers background in this paper
...It contains 864 miRNAs, 41 samples, and 2 classes [39]....
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