|
u
|
Measured cell transcriptome
() |
|
Ω
|
Embedding space to which
u is mapped |
|
X∈Ω
|
Cell transcriptome after
dimensionality reduction |
|
Ps(x) |
Probability density of
singlets (in Ω) |
|
PD(x) |
Probability density of true
doublets (in Ω) |
|
P′D(x) |
Probability density of
simulated doublets (in Ω) |
|
P
obs
(x)
|
Probability density of
observed transcriptomes (in
Ω) |
| ρ |
Fraction of observed
transcriptomes that are doublets |
|
|
Prior belief in the value of
ρ |
|
Mobs
|
Total number observed
transcriptomes |
|
M
D
|
Total number simulated
doublets |
|
r
|
MD/Mobs
|
|
k
|
Number of nearest neighbors
for KNN classification |
|
k
d
|
Number of nearest neighbors to
x that are simulated doublets |
|
k
obs
|
Number of nearest neighbors to
x that are observed
transcriptomes |
|
q(x)
|
The binomial proportion of
nearest neighbors that are simulated doublets |
|
|
The Likelihood that a
transcriptome x is a doublet |
| 〈·〉 |
Expectation value of an
estimator |
|
SE[·] |
The standard error of the
estimator |