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spatstat (version 1.29-0)

Spatial Point Pattern analysis, model-fitting, simulation, tests

Description

A package for analysing spatial data, mainly Spatial Point Patterns, including multitype/marked points and spatial covariates, in any two-dimensional spatial region. Also supports three-dimensional point patterns, and space-time point patterns in any number of dimensions. Contains over 1000 functions for plotting spatial data, exploratory data analysis, model-fitting, simulation, spatial sampling, model diagnostics, and formal inference. Data types include point patterns, line segment patterns, spatial windows, pixel images and tessellations. Exploratory methods include K-functions, nearest neighbour distance and empty space statistics, Fry plots, pair correlation function, kernel smoothed intensity, relative risk estimation with cross-validated bandwidth selection, mark correlation functions, segregation indices, mark dependence diagnostics etc. Point process models can be fitted to point pattern data using functions ppm, kppm, slrm similar to glm. Models may include dependence on covariates, interpoint interaction, cluster formation and dependence on marks. Fitted models can be simulated automatically. Also provides facilities for formal inference (such as chi-squared tests) and model diagnostics (including simulation envelopes, residuals, residual plots and Q-Q plots).

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Version

Install

install.packages('spatstat')

Monthly Downloads

21,281

Version

1.29-0

License

GPL (>= 2)

Maintainer

Adrian Baddeley

Last Published

October 14th, 2012

Functions in spatstat (1.29-0)

Maximum, Minimum, Mean, Median, Range or Sum of Pixel Values in an Image

Ord Interaction Process Family

Morishita Index Plot

Quadrature Scheme Based on Pixel Grid

Plot a Colour Map

Distance Between Two Point Patterns

Pseudoscore Diagnostic For Fitted Model against Saturation Alternative

Force Point Process Model to be Valid

Simulate Matern Model II

Simulate Baddeley-Silverman Cell Process

Convert dataset to another unit of length

Specify Simulation Window or Expansion Rule

Methods for Units

rmhmodel.default

Build Point Process Model for Metropolis-Hastings Simulation.

Point Patterns of New Brunswick Forest Fires

Create a Window

Find Line Segment Nearest to Each Point

Generate Poisson Random Line Process

pairwise.family

Pairwise Interaction Process Family

Nearest neighbours in three dimensions

Uniform Random Points on a Linear Network

Methods for Multi-Dimensional Box

Summarizing a Quadrature Scheme

Fit the Thomas Point Process by Minimum Contrast

Pair Correlation Function

Prediction from a Fitted Cluster Point Process Model

Convert Line Segment Pattern to Pixel Image

Inhomogeneous Pair Correlation Function

Extract Unique Points from a Spatial Point Pattern

multiplicity.ppp

Count Multiplicity of Duplicate Points

Osteocyte Lacunae Data: Replicated Three-Dimensional Point Patterns

Plot a Signed or Vector-Valued Measure

Plot a Pixel Image

pppmatching.object

Class of Point Matchings

Fit Point Process Model to Data

Divide Region into Quadrats

Pair Correlation Function obtained from array of K functions

Dispersion Test for Spatial Point Pattern Based on Quadrat Counts

Perfect Simulation of the Strauss Process

Perspective Plot of Pixel Image

Perfect Simulation of the Strauss-Hardcore Process

vargamma.estpcf

Fit the Neyman-Scott Cluster Point Process with Variance Gamma kernel

Reflect In Origin

Perfect Simulation of the Diggle-Gates-Stibbard Process

plot a Spatial Line Segment Pattern

Volume of an Object

Hybrid Geyer Point Process Model

Extract Subset of Function Values

Three Dimensional Point Pattern

Cartesian Coordinates for a Pixel Raster

rshift.splitppp

Randomly Shift a List of Point Patterns

Set Covariance of a Window

California Redwoods Point Pattern (Entire Dataset)

Pseudoscore Diagnostic For Fitted Model against Area-Interaction Alternative

Simulate point patterns using the Metropolis-Hastings algorithm.

Ponderosa Pine Tree Point Pattern

Print Brief Details of a Point Pattern Dataset

Generate N Uniform Random Points

Variance-Covariance Matrix for a Fitted Point Process Model

Generate Poisson Point Pattern in Any Dimensions

Simulate Simple Sequential Inhibition

Simulate Neyman-Scott Point Process with Variance Gamma cluster kernel

Data and Code From JRSS Discussion Paper on Residuals

Smooth a Signed or Vector-Valued Measure

Simulate Log-Gaussian Cox Process

Rotate a Pixel Image

with.hyperframe

Evaluate an Expression in Each Row of a Hyperframe

Empty Space Function of a Three-Dimensional Point Pattern

Nearest Neighbour Distance Distribution Function of a Three-Dimensional Point Pattern

Model Compensator of K Function

Piecewise Constant Saturated Pairwise Interaction Point Process Model

Hughes' Amacrine Cell Data

Apply Vector Translation To Pixel Image

Extract Subset of Point Pattern on Linear Network

Apply Affine Transformation To Window

Spatial Scan Test

Residual K Function

Fit the Thomas Point Process by Minimum Contrast

Convert to Pixel Image

Update a Fitted Cluster Point Process Model

Inhomogeneous Cross K Function

Apply Vector Translation To Line Segment Pattern

Summarizing a Fitted Point Process Model

The Soft Core Point Process Model

Convert Data To Class psp

Beta Ganglion Cells in Cat Retina

adaptive.density

Intensity Estimate of Point Pattern Using Tessellation

Contour plot of pixel image

Apply Affine Transformation To Point Pattern

Hutchings' Bramble Canes data

as.data.frame.im

Convert Pixel Image to Data Frame

Name for Unit of Length

complement.owin

Take Complement of a Window

Diggle-Gratton model

Diggle-Cressie-Loosmore-Ford and Maximum Absolute Deviation Tests

Convert a Window to a Polygonal Window

Simulation Envelopes of Summary Function

The Lennard-Jones Potential

Apply Affine Transformation To Line Segment Pattern

Apply Gaussian Blur to a Pixel Image

Apply Affine Transformation To Pixel Image

bounding.box.xy

Convex Hull of Points

matclust.estpcf

Fit the Matern Cluster Point Process by Minimum Contrast Using Pair Correlation

Morphological Erosion

Pairwise Distances in Any Dimensions

Apply Function to Image Broken Down by Factor

Midpoints of Line Segment Pattern

model.matrix.slrm

Extract Design Matrix from Spatial Logistic Regression Model

Coefficients of Fitted Spatial Logistic Regression Model

Compute Fitted Effect of a Spatial Covariate in a Point Process Model

Test Whether Objects Are Compatible

Border Region of a Window

Three-Dimensional Box

Extract the Interaction from a Fitted Point Process Model

Biological Cells Point Pattern

Scott's Rule for Bandwidth Selection for Kernel Density

Inverse-distance weighted smoothing of observations at irregular points

Prediction from a Fitted Point Process Model

Infinite Straight Lines

Point and Click Interface for Displaying a Point Pattern

Cross Validated Bandwidth Selection for Spatial Smoothing

Print a Fitted Point Process Model

Morphological Closing

Generate a Quadrature Scheme from a Point Pattern

Test Whether Points Are Inside A Window

Nonparametric Estimate of Spatially-Varying Relative Risk

Allard-Fraley Estimator of Cluster Feature

Convert Data to Numeric Values by Constructing Dummy Variables

Fit Point Process Model to Point Pattern on Linear Network

Plot a List of Things

Class of Line Segment Patterns

Kaplan-Meier Estimator using Histogram Data

rPoissonCluster

Simulate Poisson Cluster Process

Concatenate x,y Coordinate Vectors

Determine Initial State for Metropolis-Hastings Simulation.

Theoretical Distribution of Nearest Neighbour Distance

Collapse Several Function Tables into One

Evaluate Expression Involving Pixel Images

Methods for Spatial Logistic Regression Models

Pine saplings in Finland.

Exponential Energy Marks

Pairwise Distances Between Two Different Multi-Dimensional Point Patterns

Create List of Plotting Layers

Urkiola Woods Point Pattern

Test Expansion Rule

Distance Map as a Function

nearest.raster.point

Find Pixel Nearest to a Given Point

Parameter influence measure

Generate N Random Multitype Points

Diagnostics for random marking

Create a Function Value Table

Interpolate a Pixel Image

Evaluate Expression Involving Function Arrays

Simulated Point Pattern

Spatial Covariance of a Pixel Image

Endpoints of Line Segment Pattern

Nearest neighbour distances

The Multitype Hard Core Point Process Model

Test Whether An Object Is A Fitted Point Process Model

The Strauss Point Process Model

Morphological Opening

Make Periodic Copies of a Spatial Pattern

Evaluate Logical Expression Involving Pixel Images and Return Region Where Expression is True

Bootstrap Confidence Bands for Summary Function

Linear Pair Correlation Function

Identify Points in a Point Pattern

Influence Measure for Spatial Point Process Model

Estimate the I-function

Plot a three-dimensional point pattern

Fitted Conditional Intensity for Point Process Model

Fit the Neyman-Scott Cluster Point Process with Variance Gamma kernel

Plot a List of Point Patterns

Convert Function Value Table to Function

Intensity of Fitted Point Process Model

Inhomogeneous Marked K-Function

Extract Interaction Structure

Pairwise distances between two different point patterns

Inhomogeneous Linear Pair Correlation Function

Colour Lookup Tables

Dirichlet Tessellation of Point Pattern

Distance to Boundary of Window

Class of Quadrature Schemes

cbind.hyperframe

Combine Hyperframes by Rows or by Columns

Mosaic Random Field

Geometrical Calculations for Multi-Dimensional Box

Simulate Thomas Process

Inhomogeneous Neighbourhood Density Function

rescue.rectangle

Convert Window Back To Rectangle

Pseudoscore Diagnostic For Fitted Model against General Alternative

Convex Hull of Points

Compute Disc of Given Radius in Linear Network

Distance Map of Point Pattern

Diameter of an Object

edges2triangles

List Triangles in a Graph

Morphological Dilation

runifpointOnLines

Generate N Uniform Random Points On Line Segments

Point and Click Interface for Exploratory Analysis of Point Pattern

Convert Data to Hyperframe

Rectangular grid of points

Divide Image Into Sub-images

Sufficient Statistic of Point Process Model

Evaluate an Expression in a Function Table

Marked Nearest Neighbour Distance Function

Empirical Intensity of Point Pattern

Linear K Function

Methods for Multidimensional Space-Time Point Patterns

Extract Subset of Line Segment Pattern

Dummy Function Returns Number of Points

ANOVA for Fitted Point Process Models

Scatterplot Matrix for Pixel Images

plot a Spatial Point Pattern

Methods for Fitted Point Process Models on a Linear Network

Area of a Window

Print Brief Details of a Spatial Window

Plot a Simulation Envelope

Determine A Common Spatial Domain And Pixel Resolution

Method of Minimum Contrast

Print Brief Details of a Line Segment Pattern Dataset

plot.leverage.ppm

Plot Leverage Function

Convert Point Pattern to Another Unit of Length

plot.influence.ppm

Plot Influence Measure

Distance to Boundary of Window

pairdist.default

Pairwise distances

Partial Residuals for Point Process Model

Test Whether Function Objects Are Compatible

Corners of a rectangle

Set Control Parameters for Metropolis-Hastings Algorithm.

Rotate a Point Pattern

Define Point Process Model for Metropolis-Hastings Simulation.

Nearest-Neighbour Correlation Indices of Marked Point Pattern

Default Expansion Rule for Simulation of Model

Nearest Neighbour Clutter Removal

Simulate systematic random point pattern

Randomly Shift a Line Segment Pattern

Beta Ganglion Cells in Cat Retina, Old Version

Data Sharpening of Point Pattern

Convert Window to Pixel Image

Create a Point Pattern

pool.quadrattest

Pool Several Quadrat Tests

Spokes pattern of dummy points

selfcrossing.psp

Crossing Points in a Line Segment Pattern

Update a Fitted Point Process Model

Compute Quadrature Weights Based on Grid Counts

Class of Fitted Point Process Models

Spruces Point Pattern

inforder.family

Infinite Order Interaction Family

Generate Multitype Poisson Point Pattern

Intersection of Two Tessellations

Variance-Covariance Matrix for a Fitted Cluster Point Process Model

Estimate the empty space function F

is.multitype.ppp

Test Whether A Point Pattern is Multitype

Vertices of a Window

Test Whether An Object Is A Window

Added Variable Plot for Point Process Model

DiggleGatesStibbard

Diggle-Gates-Stibbard Point Process Model

Apply Vector Translation

Extract or Replace Subset of a List of Things

spatstat-deprecated

Deprecated spatstat functions

Superimpose Several Geometric Patterns

Apply Affine Transformation

Extract Fitted Point Process Model

Inhomogeneous Cross Type L Function

Identify Pixelwise Maximum of Several Pixel Images

Mark Correlation Integral

Harkness-Isham ants' nests data

Generic Ord Interaction model

Ord's Interaction model

Plot a Function Array

Plot a plotppm Object Created by plot.ppm

Circumradius and Diameter of a Linear Network

Multitype pair correlation function (i-to-any)

K-function using FFT

Orientation Angles of Line Segments

Convert Data To Class ppp

Combine Function Value Tables

Interactively Add Points

Crossing Points of Two Line Segment Patterns

Berman's Tests for Point Process Model

Chorley-Ribble Cancer Data

Geometrical Calculations for Three-Dimensional Box

Chicago Street Crime Data

Pool Data from Several Function Arrays

Print Brief Details of an Image

Distance Map of Window

clarkevans.test

Clark and Evans Test

Intersect Infinite Straight Lines with a Window

Multi-Dimensional Box

Leverage Measure for Spatial Point Process Model

Circular Window

Window in Shape of Letter R

Extract Quadrature Scheme Used to Fit a Point Process Model

Safely Convert Point Pattern Window to Binary Mask

exactMPLEstrauss

Exact Maximum Pseudolikelihood Estimate for Stationary Strauss Process

Pairwise distances

Convert Window to Another Unit of Length

Residuals for Fitted Point Process Model

Basis for Harmonic Functions

Fitted Probabilities for Spatial Logistic Regression

Determine Whether One Window is Contained In Another

Area of Part of Disc

Reduced Sample Estimator using Histogram Data

Japanese Pines Point Pattern

Fry Plot of Point Pattern

Extract or Change the Plot Formula for a Function Value Table

Class of Images

Methods for Three-Dimensional Box

Nearest Neighbours Between Two Patterns

Generate Poisson Point Pattern in Three Dimensions

Number of Line Segments in a Line Segment Pattern

Kolmogorov-Smirnov Test for Point Process Model

Apply Vector Translation To Window

Exchange X and Y Coordinates

Neighbourhood density function

Recognise Stationary and Poisson Point Process Models

Simulate a Fitted Gibbs Point Process Model

Mark Correlation Function

Extract or Replace Subset of Point Pattern

Pair Correlation Function obtained from K Function

Summarise Marks in Every Neighbourhood in a Point Pattern

Optimise Irregular Trend Parameters in Point Process Model

Pool Data from Several Envelopes

Perfect Simulation of the Hardcore Process

Create Colour-Valued Pixel Image

Subset of Quadrature Scheme

Simple Example of Linear Network

Multitype K Function (Cross-type)

Estimate the J-function

The Multitype Strauss Point Process Model

Swedish Pines Point Pattern

The Piecewise Constant Pairwise Interaction Point Process Model

Weighted kernel smoother

Estimate Variance of Summary Statistic by Subdivision

Variance-Covariance Matrix for a Fitted Spatial Logistic Regression

Saturated Pairwise Interaction model

Nearest neighbour

Geyer's Saturation Point Process Model

Pairwise distances

plot.hyperframe

Plot Entries in a Hyperframe

Inhomogeneous Multitype Pair Correlation Function (Cross-Type)

Reset Values in Subset of Image

Convert to Pixel Image on Linear Network

Residual G Function

Convert Spatial Object to Pixel Image

Plot a List of Things

Methods for Spatial Functions

Multitype J Function (i-to-j)

Apply a Function to a Point Pattern Broken Down by Factor

Distance to Boundary of Window

Place Points Evenly Along Specified Lines

Plot a Spatial Kolmogorov-Smirnov Test

Create a Point Matching

Test Whether Pixel Images Are Compatible

Nearest neighbour distances between line segments

quadratresample

Resample a Point Pattern by Resampling Quadrats

Plot a tessellation

Bounding Box of a Window or Point Pattern

Pool Data from Several Ratio Objects

quadrat.test.splitppp

Dispersion Test of CSR for Split Point Pattern Based on Quadrat Counts

Fit the Neyman-Scott cluster process with Cauchy kernel

Quadrat counting for a point pattern

Sample Quantiles of Pixel Image

Random Re-Labelling of Point Pattern

Fit the Neyman-Scott cluster process with Cauchy kernel

dirichlet.weights

Compute Quadrature Weights Based on Dirichlet Tessellation

Simulate Neyman-Scott Point Process with Cauchy cluster kernel

Convert Polygonal Region into Different Format

Mosaic Random Set

Simulate Gauss-Poisson Process

Identify Segments in a Line Segment Pattern

Generate grid of parallel lines with random displacement

Centroid of a window

Subdivide a Window or Tessellation using a Set of Lines

Smoothed Relative Density of Pairs of Covariate Values

Generate N Uniform Random Points in Three Dimensions

Compute Quadratic Forms

Generate N Uniform Random Points in Any Dimensions

Test Whether A Point Pattern is Marked

Estimate window from points alone

Galaxies in the Shapley Supercluster

Interactively join vertices on a plot

Kaplan-Meier and Reduced Sample Estimator using Histograms

Generate Poisson Point Pattern on Line Segments

Create a Tessellation

Generate a Default Pattern of Dummy Points

Apply Scalar Dilation

Interpret Fitted Model for Metropolis-Hastings Simulation.

Lambert's W Function

Function Arrays for Spatial Patterns

Spatial smoothing of observations at irregular points

Fit Cluster or Cox Point Process Model

Cut margins from rectangle

Lengths of Line Segments

Fit a Log-Gaussian Cox Point Process by Minimum Contrast

Spatial Logistic Regression

Beadlet Anemones Data

Make Pixel Images Compatible

as.data.frame.hyperframe

Coerce Hyperframe to Data Frame

Bronze gradient filter data

Extract Subset of Signed or Vector Measure

Histogram of Pixel Values in an Image

Convert Pixel Image to Matrix

Divide Multidimensional Point Pattern into Sub-patterns

Test whether Object is Multitype

Simulate a Fitted Spatial Logistic Regression Model

Triplet Interaction Family

The Fiksel Interaction

is.multitype.ppm

Test Whether A Point Process Model is Multitype

Inhomogeneous Multitype K Dot Function

Extract or Replace Subset of Tessellation

Berman-Huntington points and lines data

Create Point Pattern on Linear Network

Multitype L-function (i-to-any)

Convert and Compare Colours in Different Formats

Multitype Nearest Neighbour Distance Function (i-to-any)

Convert Pixel Image from Numeric to Factor

Apply Expansion Rule

Inhomogeneous Multitype L Dot Function

Multitype L-function (cross-type)

Determine Type of Window

Convolution of Pixel Images

Poisson Point Process Model

Diameter of a Window

Calculate Summary Statistic for All Types in a Multitype Point Pattern

Loglikelihood of Spatial Logistic Regression

Create a Linear Network

Mark Connection Function

Convert Data To Class owin

as.data.frame.psp

Coerce Line Segment Pattern to a Data Frame

Clark and Evans Aggregation Index

Residual Diagnostics for Multiple Fitted Models

Cells in Gastric Mucosa

Nearest neighbour distances in three dimensions

envelope.envelope

Recompute Envelopes

model.frame.ppm

Extract the Variables in a Point Process Model

Gorilla Nesting Sites

Nearest Neighbour Distances in Any Dimensions

Lurking variable plot

Log Likelihood and AIC for Point Process Model

Number of Points in a Point Pattern

Pairwise shortest-path distances between points on a linear network

Simulate Matern Model I

Define Point Process Model for Metropolis-Hastings Simulation.

Generate N Random Points

Randomly Shift a Point Pattern

update.rmhcontrol

Update Control Parameters of Metropolis-Hastings Algorithm

Weighted Histogram

Model Compensator of Nearest Neighbour Function

Foxall's Distance Functions

Rounding of Pixel Values

as.data.frame.ppp

Coerce Point Pattern to a Data Frame

Multitype K Function (i-to-any)

as.hyperframe.ppx

Extract coordinates and marks of multidimensional point pattern

Convert Pixel Image to Matrix or Array

Tropical rain forest trees

Stoyan's Rule of Thumb for Bandwidth Selection

Areas of Morphological Erosions

Test Whether An Object Is A Point Pattern

Inhomogeneous Linear K Function

Longleaf Pines Point Pattern

Methods for three-dimensional point patterns

Multitype pair correlation function (cross-type)

Convert Point Pattern to Pixel Image

Pair Correlation Function of Point Pattern

Predict Point Process Model on Linear Network

Inhomogeneous Multitype Pair Correlation Function (Type-i-To-Any-Type)

Create a Line Segment Pattern

Q-Q Plot of Residuals from Fitted Point Process Model

Convert Pixel Image to Another Unit of Length

Rotate a Window

Rotate a Line Segment Pattern

Extract.splitppp

Extract or Replace Sub-Patterns

Marked K-Function

Calculate four standard summary functions of a point pattern.

Difference of Disc Areas

Cross Validated Bandwidth Selection for Kernel Density

Pairwise distances between two different line segment patterns

Extract or Change Coordinates of a Spatial or Spatiotemporal Point Pattern

Kernel Smoothed Intensity of Point Pattern

Evaluate Expression Involving Functions

Humberside Data on Childhood Leukaemia and Lymphoma

Nearest Neighbour Map as a Function

Test Whether An Object Is A Pixel Image

Test Whether Marks Are Present

Pairwise distances between line segments

Plot a Spatial Window

Predicted or Fitted Values from Spatial Logistic Regression

Print Progress Reports

project2segment

Move Point To Nearest Line

Divide Point Pattern into Sub-patterns

Summary of a Spatial Window

Extract List of Tiles in a Tessellation

Reduced Second Moment Measure

Apply Function to Every Neighbourhood in a Point Pattern

Difference of Disc Areas

Pixel Image Approximation of a Window

Convert Data To Tessellation

Pairwise distances between two point patterns on a linear network

crossdist.default

Pairwise distances between two different sets of points

Extract Original Data from a Fitted Point Process Model

Simulation Envelopes of Summary Function for 3D Point Pattern

Find Largest Circle Inside Window

Test Whether a Window is Convex

Lansing Woods Point Pattern

Fit the Matern Cluster Point Process by Minimum Contrast

Saturated Pairwise Interaction Point Process Family

Plot a linear network

Perimeter Length of Window

Plot a Fitted Spatial Logistic Regression

Profile Maximum Pseudolikelihood

Apply Vector Translation To Point Pattern

Summary of a Point Pattern Dataset

Compute Integral of Function Against Cumulative Distribution

Methods for Linear Networks

Pixel Values Along a Transect

The Area Interaction Point Process Model

Multitype J Function (i-to-any)

Methods for Intensity Functions of Spatial Covariate

Plot Function Values

Inhomogeneous K-function

Multidimensional Space-Time Point Pattern

Generic Pairwise Interaction model

Convert Line Segment Pattern to Another Unit of Length

The Strauss / Hard Core Point Process Model

ANOVA for Fitted Point Process Models on Linear Network

Random Perturbation of a Point Pattern

Combine Two Line Segment Patterns

Simulate Point Process Models using the Metropolis-Hastings Algorithm.

Simulate Stratified Random Point Pattern

compatible.fasp

Test Whether Function Arrays Are Compatible

Kernel Smoothing of Line Segment Pattern

Random Thinning

Generate N Uniform Random Points in a Disc

density.splitppp

Kernel Smoothed Intensity of Split Point Pattern

Diagnostic Plots for Fitted Point Process Model

Test Whether An Object Is Empty

spatstat-package

The Spatstat Package

Local pair correlation function

summary.splitppp

Summary of a Split Point Pattern

Marks of a Line Segment Pattern

Extract Subset of Function Array

Compute Areas of Tiles in a Tessellation

Extract Subset of Multidimensional Point Pattern

Multitype Nearest Neighbour Distance Function (i-to-j)

K function of a model

K-function of a Three-Dimensional Point Pattern

Locally Scaled K-function

Third order summary statistic

Convert Data to Three-Dimensional Box

default.rmhcontrol

Set Default Control Parameters for Metropolis-Hastings Algorithm.

Artificial Data Point Pattern

Envelope for Point Patterns on Linear Network

Weighted Empirical Cumulative Distribution Function

Influenza Virus Proteins

Aherne's hamster tumour data

Print News About Latest Version of Package

Fit a Log-Gaussian Cox Point Process by Minimum Contrast

Marks of a Point Pattern

Distance for a Point Pattern Matching

Methods for Point Patterns on a Linear Network

methods.rho2hat

Methods for Intensity Functions of Two Spatial Covariates

Methods for Cluster Point Process Models

Murchison gold deposits

Compute Images of Constructed Covariates

Pairwise distances

Pairwise distances in Three Dimensions

Plot a fitted cluster point process

plot a Spatial Quadrature Scheme

plot.bermantest

Plot Result of Berman Test

Print a Quadrature Scheme

Interaction Distance of a Point Process

Simulate Matern Cluster Process

Spherical Contact Distribution Function

Poisson Line Tessellation

Marked J Function

Distance Map of Line Segment Pattern

Analysis of Deviance for Spatial Logistic Regression Models

Extract Dummy Points Used to Fit a Point Process Model

Hyper Data Frame

Integral of a Pixel Image

Determine Duplicated Points in a Spatial Point Pattern

Pair Correlation Function of a Three-Dimensional Point Pattern

Identify Covariates Involved in each Model Term

California Redwoods Point Pattern (Ripley's Subset)

Perfect Simulation of the Diggle-Gratton Process

Approximate a Polygon by a Simpler Polygon

Simulate a Fitted Cluster Point Process Model

Apply Smoothing to Function Values

spatstat.options

Internal Options in Spatstat Package

Generate Poisson Point Pattern

Summary of a List of Things

Check Whether Point Process Model is Valid

Extract Subset of Image

Union of Data and Dummy Points

MultiStraussHard

The Multitype/Hard Core Strauss Point Process Model

The Hard Core Point Process Model

The Triplet Point Process Model

Nearest Neighbour Distance Function G

Convert Line Segment Pattern to Binary Pixel Mask

Connected components of an image or window

Areas of Morphological Dilations

Pairwise distances between two different three-dimensional point patterns

Model Formulae for Gibbs Point Process Models

Diggle's Heather Data

Create a Pixel Image Object

Intensity of a Dataset or a Model

Intersection, Union or Set Subtraction of Two Windows

Function Value Table

licence.polygons

Restricted Licence Conditions for Polygon Calculations

Tabulate Marks in Neighbourhood of Every Point in a Point Pattern

Cross Validated Bandwidth Selection for Relative Risk Estimation

Coefficients of Fitted Point Process Model

Spatial Function Class

Interactively Define a Polygon

Test Whether A Point Process Model is Marked

model.matrix.ppm

Extract Design Matrix from Point Process Model

plot a Fitted Point Process Model

Simulate Neyman-Scott Process

Poisson Point Process on a Linear Network

Plot Pixel Image on Linear Network

spatstat-internal

Internal spatstat functions

Summarizing a Pixel Image

Delaunay Triangulation of Point Pattern

New Zealand Trees Point Pattern

Read Point Pattern From Data File

Signed or Vector-Valued Measure

Create Pixel Image on Linear Network

Nearest Neighbours in Any Dimensions

scaletointerval

Rescale Data to Lie Between Specified Limits

Classify Points in a Point Pattern

Class of Point Patterns

Simulate from a Fitted Point Process Model

Smoothing Estimate of Covariate Transformation

Summary of a Line Segment Pattern Dataset

Level Set of a Pixel Image