All functions |
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calculate combined score |
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Calculate score for each feature in each cell |
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compute overall score based on the given marker list |
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Calculate scores of each cell on given features |
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standard inverse average expression |
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inverse average expression using hdbscan cluster as label |
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labeled inverse average expression: IGM |
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inverse average expression: max |
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labeled inverse average expression: probability based |
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labeled inverse average expression: relative frequency |
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inverse average expression using standard deviation (SD) |
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standard inverse cell frequency |
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inverse document frequency using hdbscan cluster as label |
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Get names of available IDF and IAE methods |
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labeled inverse cell frequency: IGM |
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inverse cell frequency: max |
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labeled inverse cell frequency: probability based |
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labeled inverse cell frequency: relative frequency |
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inverse cell frequency using standard deviation (SD) |
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select markers using HDBSCAN method |
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select markers using mclust EM method |
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select markers using mixtools EM method |
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boxplot of features overall score |
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scale by mean of group mean for imbalanced data |
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barplot of processed score |
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scRNA-seq test data of 4 groups simulated by |
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boxplot of split single feature score |
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compute term/feature frequency within each cell |
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scale score and return top markers |
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calculate group median, MAD or mean score and order genes based on scores |
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calculate group mean score using glm and order genes based on scores difference |
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compute group summarized score and order genes based on processed scores |