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definition.yml
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method:
id: projected_slingshot
name: Projected Slingshot
source: adaptation
platform: R
license: Artistic-2.0
url: https://github.com/kstreet13/slingshot
manuscript:
doi: 10.1186/s12864-018-4772-0
google_scholar_cluster_id: '15798146274231272778'
preprint_date: '2017-04-19'
publication_date: '2018-06-19'
container:
docker: dynverse/ti_projected_slingshot
url: https://github.com/dynverse/ti_projected_slingshot
wrapper:
type: trajectory
topology_inference: free
trajectory_types:
- linear
- bifurcation
- convergence
- multifurcation
- binary_tree
- tree
input_required: expression
input_optional:
- start_id
- end_id
parameters:
- id: shrink
type: numeric
default: 1
distribution:
type: expuniform
lower: 0
upper: 1
description: logical or numeric between 0 and 1, determines whether and how much
to shrink branching lineages toward their average prior to the split.
- id: reweight
type: logical
default: yes
description: 'logical, whether to allow cells shared between lineages to be reweighted
during curve-fitting. If `TRUE`, cells shared between lineages will be
weighted by: distance to nearest curve / distance to curve.'
- id: reassign
type: logical
default: yes
description: logical, whether to reassign cells to lineages at each iteration.
If TRUE, cells will be added to a lineage when their projection distance to
the curve is less than the median distance for all cells currently assigned
to the lineage. Additionally, shared cells will be removed from a lineage if
their projection distance to the curve is above the 90th percentile and their
weight along the curve is less than 0.1.
- id: thresh
type: numeric
default: 0.001
distribution:
type: expuniform
upper: 100000
lower: 1.0e-05
description: numeric, determines the convergence criterion. Percent change in
the total distance from cells to their projections along curves must be less
than thresh. Default is 0.001, similar to principal.curve.
- id: maxit
type: integer
default: 10
distribution:
type: uniform
upper: 50
lower: 0
description: numeric, maximum number of iterations, see principal.curve.
- id: stretch
type: numeric
default: 2.0
distribution:
type: expuniform
upper: 5.0
lower: 0.0e+00
description: numeric factor by which curves can be extrapolated beyond endpoints.
Default is 2, see principal.curve.
- id: smoother
type: character
default: smooth.spline
values:
- smooth.spline
- loess
- periodic.lowess
description: choice of scatter plot smoother. Same as principal.curve, but "lowess"
option is replaced with "loess" for additional flexibility.
- id: shrink.method
type: character
default: cosine
values:
- cosine
- tricube
- density
description: character denoting how to determine the appropriate amount of shrinkage
for a branching lineage. Accepted values are the same as for `kernel` in
`density()` (default is `"cosine"`), as well as `"tricube"` and `"density"`.
See 'Details' for more.