Gompertz Curve Class
Definition
Assembly: Numerics.NET (in Numerics.NET.dll) Version: 10.0.0
public class GompertzCurve : NonlinearCurve- Inheritance
- Object → Curve → NonlinearCurve → GompertzCurve
Remarks
Use the GompertzCurve class to represent a four-parameter Gompertz curve commonly used to model growth processes, particularly where the growth rate decreases exponentially over time.
The Gompertz curve is named after Benjamin Gompertz who proposed it in 1825 for modeling human mortality. It has since found applications in modeling tumor growth, population dynamics, and epidemic spread. Unlike the logistic curve, the Gompertz curve is asymmetric, with the point of inflection occurring at approximately 37% of the maximum value rather than 50%.
The equation is:
y(x) = A \exp(-b e^{-cx}) + CParameters:
- A – Asymptotic amplitude (maximum value minus baseline). See Amplitude.
- b – Displacement along the x-axis. See Displacement.
- c – Growth rate (controls the steepness). See GrowthRate.
- C – Baseline offset (lower asymptote). See Offset.
Applications:
- Tumor growth modeling
- Population growth with saturation
- Epidemic modeling
- Cell culture growth
- Market saturation curves
- Mortality modeling
For details on how to fit a curve of this type, see the NonlinearCurveFitter class.
Constructors
| Gompertz | Constructs a new Gompertz curve. |
Properties
| Amplitude | Gets or sets the asymptotic amplitude (A). |
| Displacement | Gets or sets the displacement parameter (b). |
| Growth | Gets or sets the growth rate parameter (c). |
| Offset | Gets or sets the baseline offset (C). |
| Parameters |
Gets the collection of parameters that determine the shape of this
Curve.
(Inherited from Curve) |
Methods
| Clone |
Constructs an exact copy of this instance.
(Inherited from Curve) |
| Equals | Determines whether the specified object is equal to the current object. (Inherited from Object) |
| Fill |
Fills a dense vector with the partial derivatives of the curve with respect to
each of the curve parameters computed using numerical differentiation.
(Inherited from NonlinearCurve) |
| Fill |
Fills a dense vector with the partial derivatives of the curve with respect to
each of the curve parameters.
(Overrides NonlinearCurve.FillPartialDerivatives(Double, DenseVector<Double>)) |
| Finalize | Allows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection. (Inherited from Object) |
| Find |
Gets the set of X-coordinates where the curve crosses
the X-axis.
(Inherited from Curve) |
| Get |
Returns a CurveFitter object that can be used to fit the curve to data.
(Inherited from NonlinearCurve) |
| Get |
Returns a Curve that represents the derivative
of this Curve.
(Inherited from Curve) |
| Get | Serves as the default hash function. (Inherited from Object) |
| Get |
Returns a vector containing initial values for the parameters for a curve fit
through the specified data.
(Overrides NonlinearCurve.GetInitialFitParameters(Vector<Double>, Vector<Double>)) |
| Get |
Returns a vector with the partial derivatives
of the curve with respect to each of the curve parameters.
(Inherited from NonlinearCurve) |
| Get | Gets the Type of the current instance. (Inherited from Object) |
| Integral |
Gets the definite integral of the curve between the
specified X-coordinates.
(Inherited from Curve) |
| Memberwise | Creates a shallow copy of the current Object. (Inherited from Object) |
| OnParameter |
Called after a Curve parameter has been changed.
(Inherited from Curve) |
| OnParameter |
Called before the value of a curve parameter is changed.
(Inherited from Curve) |
| Set |
Sets a curve parameter to the specified value.
(Inherited from Curve) |
| Slope |
Gets the slopes of the curve at the specified X-coordinates.
(Inherited from Curve) |
| Slope |
Gets the slope of the curve at the specified X-coordinate.
(Overrides Curve.SlopeAt(Double)) |
| Slope |
Gets the slopes of the curve at the specified X-coordinates.
(Inherited from Curve) |
| Slope |
Gets the slopes of the curve at the specified X-coordinates.
(Inherited from Curve) |
| Slope |
Gets the slopes of the curve at the specified X-coordinates.
(Inherited from Curve) |
| Solve |
Finds the x value where the curve reaches the specified y value.
(Inherited from Curve) |
| Tangent |
Gets the tangent line to the curve at the
specified X-coordinate.
(Inherited from Curve) |
| ToString | Returns a string that represents the current object. (Inherited from Object) |
| Value |
Gets the Y-values of the curve at the specified X-coordinates.
(Inherited from Curve) |
| Value |
Gets the Y-value of the curve at the specified X-coordinate.
(Overrides Curve.ValueAt(Double)) |
| Value |
Gets the Y-values of the curve at the specified X-coordinates.
(Inherited from Curve) |
| Value |
Gets the Y-values of the curve at the specified X-coordinates.
(Inherited from Curve) |
| Value |
Gets the Y-values of the curve at the specified X-coordinates.
(Inherited from Curve) |