Index

A

add_constraint() (lpspline.spline.base.Spline method) (lpspline.spline.bspline.BSpline method) (lpspline.spline.constant.Constant method) (lpspline.spline.cyclic_spline.CyclicSpline method) (lpspline.spline.factor.Factor method) (lpspline.spline.linear.Linear method) (lpspline.spline.piecewise_linear.PiecewiseLinear method) add_penalty() (lpspline.spline.base.Spline method) (lpspline.spline.bspline.BSpline method) (lpspline.spline.constant.Constant method) (lpspline.spline.cyclic_spline.CyclicSpline method) (lpspline.spline.factor.Factor method) (lpspline.spline.linear.Linear method) (lpspline.spline.piecewise_linear.PiecewiseLinear method)

alpha (lpspline.penalties.smooth.Lasso property) (lpspline.penalties.smooth.Ridge property) Anchor (class in lpspline.constraints.anchor)

B

Bound (class in lpspline.constraints.bound) BSpline (class in lpspline.spline.bspline) build_constraint() (lpspline.constraints.anchor.Anchor method) (lpspline.constraints.base.Constraint method) (lpspline.constraints.bound.Bound method) (lpspline.constraints.concavity.Concave method) (lpspline.constraints.convexity.Convex method) (lpspline.constraints.monotonicity.Monotonic method) build_penalty() (lpspline.penalties.base.Penalty method) (lpspline.penalties.smooth.Lasso method) (lpspline.penalties.smooth.Ridge method)

by (lpspline.spline.base.Spline property) (lpspline.spline.bspline.BSpline property) (lpspline.spline.constant.Constant property) (lpspline.spline.cyclic_spline.CyclicSpline property) (lpspline.spline.factor.Factor property) (lpspline.spline.linear.Linear property) (lpspline.spline.piecewise_linear.PiecewiseLinear property)

C

coefficients (lpspline.spline.base.Spline property) (lpspline.spline.bspline.BSpline property) (lpspline.spline.constant.Constant property) (lpspline.spline.cyclic_spline.CyclicSpline property) (lpspline.spline.factor.Factor property) (lpspline.spline.linear.Linear property) (lpspline.spline.piecewise_linear.PiecewiseLinear property) Concave (class in lpspline.constraints.concavity) Constant (class in lpspline.spline.constant)

Constraint (class in lpspline.constraints.base) constraints (lpspline.spline.base.Spline property) (lpspline.spline.bspline.BSpline property) (lpspline.spline.constant.Constant property) (lpspline.spline.cyclic_spline.CyclicSpline property) (lpspline.spline.factor.Factor property) (lpspline.spline.linear.Linear property) (lpspline.spline.piecewise_linear.PiecewiseLinear property) Convex (class in lpspline.constraints.convexity) CyclicSpline (class in lpspline.spline.cyclic_spline)

D

degree (lpspline.spline.bspline.BSpline property)

E

eval() (lpspline.spline.base.Spline method) (lpspline.spline.bspline.BSpline method) (lpspline.spline.constant.Constant method) (lpspline.spline.cyclic_spline.CyclicSpline method) (lpspline.spline.factor.Factor method) (lpspline.spline.linear.Linear method) (lpspline.spline.piecewise_linear.PiecewiseLinear method)

F

Factor (class in lpspline.spline.factor)

fit() (lpspline.optimizer.regressor.LpRegressor method)

G

get_spline() (lpspline.optimizer.regressor.LpRegressor method)

I

init_by() (lpspline.spline.base.Spline method) (lpspline.spline.bspline.BSpline method) (lpspline.spline.constant.Constant method) (lpspline.spline.cyclic_spline.CyclicSpline method) (lpspline.spline.factor.Factor method) (lpspline.spline.linear.Linear method) (lpspline.spline.piecewise_linear.PiecewiseLinear method)

init_spline() (lpspline.spline.base.Spline method) (lpspline.spline.bspline.BSpline method) (lpspline.spline.constant.Constant method) (lpspline.spline.cyclic_spline.CyclicSpline method) (lpspline.spline.factor.Factor method) (lpspline.spline.linear.Linear method) (lpspline.spline.piecewise_linear.PiecewiseLinear method)

K

knots (lpspline.spline.bspline.BSpline property) (lpspline.spline.piecewise_linear.PiecewiseLinear property)

L

Lasso (class in lpspline.penalties.smooth) Linear (class in lpspline.spline.linear) load() (lpspline.optimizer.regressor.LpRegressor static method) load_by_dataset() (in module lpspline.datasets) load_demo_dataset() (in module lpspline.datasets) LpRegressor (class in lpspline.optimizer.regressor) lpspline.constraints module lpspline.constraints.anchor module lpspline.constraints.base module lpspline.constraints.bound module lpspline.constraints.concavity module lpspline.constraints.convexity module lpspline.constraints.monotonicity module lpspline.datasets module lpspline.optimizer module lpspline.optimizer.regressor module

lpspline.optimizer.summary module lpspline.penalties module lpspline.penalties.base module lpspline.penalties.smooth module lpspline.spline module lpspline.spline.base module lpspline.spline.bspline module lpspline.spline.constant module lpspline.spline.cyclic_spline module lpspline.spline.factor module lpspline.spline.linear module lpspline.spline.piecewise_linear module lpspline.viz module

M

module lpspline.constraints lpspline.constraints.anchor lpspline.constraints.base lpspline.constraints.bound lpspline.constraints.concavity lpspline.constraints.convexity lpspline.constraints.monotonicity lpspline.datasets lpspline.optimizer lpspline.optimizer.regressor lpspline.optimizer.summary lpspline.penalties lpspline.penalties.base lpspline.penalties.smooth lpspline.spline lpspline.spline.base lpspline.spline.bspline lpspline.spline.constant lpspline.spline.cyclic_spline lpspline.spline.factor lpspline.spline.linear lpspline.spline.piecewise_linear lpspline.viz

Monotonic (class in lpspline.constraints.monotonicity)

N

n_classes (lpspline.spline.factor.Factor property)

O

order (lpspline.spline.cyclic_spline.CyclicSpline property)

P

penalties (lpspline.spline.base.Spline property) (lpspline.spline.bspline.BSpline property) (lpspline.spline.constant.Constant property) (lpspline.spline.cyclic_spline.CyclicSpline property) (lpspline.spline.factor.Factor property) (lpspline.spline.linear.Linear property) (lpspline.spline.piecewise_linear.PiecewiseLinear property)

Penalty (class in lpspline.penalties.base) period (lpspline.spline.cyclic_spline.CyclicSpline property) PiecewiseLinear (class in lpspline.spline.piecewise_linear) plot_diagnostic() (in module lpspline.viz) plot_interactive() (in module lpspline.viz) predict() (lpspline.optimizer.regressor.LpRegressor method) print_summary() (in module lpspline.optimizer.summary)

R

Ridge (class in lpspline.penalties.smooth)

S

save() (lpspline.optimizer.regressor.LpRegressor method)

Spline (class in lpspline.spline.base)

T

tag (lpspline.spline.base.Spline property) (lpspline.spline.bspline.BSpline property) (lpspline.spline.constant.Constant property) (lpspline.spline.cyclic_spline.CyclicSpline property) (lpspline.spline.factor.Factor property) (lpspline.spline.linear.Linear property) (lpspline.spline.piecewise_linear.PiecewiseLinear property)

term (lpspline.spline.base.Spline property) (lpspline.spline.bspline.BSpline property) (lpspline.spline.constant.Constant property) (lpspline.spline.cyclic_spline.CyclicSpline property) (lpspline.spline.factor.Factor property) (lpspline.spline.linear.Linear property) (lpspline.spline.piecewise_linear.PiecewiseLinear property)

V

variables (lpspline.spline.base.Spline property) (lpspline.spline.bspline.BSpline property) (lpspline.spline.constant.Constant property) (lpspline.spline.cyclic_spline.CyclicSpline property) (lpspline.spline.factor.Factor property) (lpspline.spline.linear.Linear property) (lpspline.spline.piecewise_linear.PiecewiseLinear property)