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EXTRACTING MORE OUT OF RELOCATION DATA: BUILDING MOVEMENT MODELS AS MIXTURES OF RANDOM WALKS

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-1-4757-4978-6openalex-snapshot
Diffusion and Ecological Problems: Modern Perspectives
inferredcites →https://doi.org/10.1007/bf02059856openalex-snapshot
The VFractal: a new estimator for fractal dimension of animal movement paths
inferredcites →https://doi.org/10.1016/c2009-1-28569-8openalex-snapshot
A First Course in Stochastic Processes
inferredcites →https://doi.org/10.1016/s0003-3472(05)80726-2openalex-snapshot
Splitting behaviour into bouts
inferredcites →https://doi.org/10.1016/s0304-3800(97)00153-1openalex-snapshot
Random diffusion models for animal movement
inferredcites →https://doi.org/10.1016/s0378-4371(02)01157-3openalex-snapshot
Lévy flight random searches in biological phenomena
inferredcites →https://doi.org/10.1038/381413a0openalex-snapshot
Lévy flight search patterns of wandering albatrosses
inferredcites →https://doi.org/10.1046/j.1365-2656.2002.00595.xopenalex-snapshot
Movement parameters of ungulates and scale‐specific responses to the environment
inferredcites →https://doi.org/10.1080/10618600.1998.10474787openalex-snapshot
General Methods for Monitoring Convergence of Iterative Simulations
inferredcites →https://doi.org/10.1086/284707openalex-snapshot
Swarms of Predators Exhibit "Preytaxis" if Individual Predators Use Area-Restricted Search
inferredcites →https://doi.org/10.1086/342076openalex-snapshot
Behavior at Habitat Boundaries Can Produce Leptokurtic Movement Distributions
inferredcites →https://doi.org/10.1086/367592openalex-snapshot
A Diffusion‐Based Theory of Organism Dispersal in Heterogeneous Populations
inferredcites →https://doi.org/10.1093/aesa/85.1.108openalex-snapshot
Searching Behavior: the Behavioral Ecology of Finding Resources
inferredcites →https://doi.org/10.1098/rspb.2003.2350openalex-snapshot
Scale–dependent hierarchical adjustments of movement patterns in a long–range foraging seabird
inferredcites →https://doi.org/10.1111/1467-9868.00353openalex-snapshot
Bayesian Measures of Model Complexity and Fit
inferredcites →https://doi.org/10.1137/s0036139997332075openalex-snapshot
Advection-Diffusion Equations for Internal State-Mediated Random Walks
inferredcites →https://doi.org/10.1198/tech.2001.s608openalex-snapshot
Bayes and Empirical Bayes Methods for Data Analysis
inferredcites →https://doi.org/10.1890/0012-9658(1998)079[2113:tiomar]2.0.co;2openalex-snapshot
THE INFLUENCE OF MOVEMENT AND RESTING BEHAVIOR ON THE RANGE OF THREE CARABID BEETLES
inferredcites →https://doi.org/10.1890/0012-9658(1999)080[1019:ssflli]2.0.co;2openalex-snapshot
SEARCH STRATEGIES FOR LANDSCAPE-LEVEL INTERPATCH MOVEMENTS
inferredcites →https://doi.org/10.1890/0012-9658(2002)083[2240:suamih]2.0.co;2openalex-snapshot
SCALING UP ANIMAL MOVEMENTS IN HETEROGENEOUS LANDSCAPES: THE IMPORTANCE OF BEHAVIOR
inferredcites →https://doi.org/10.1890/0012-9658(2003)084[0282:ufptit]2.0.co;2openalex-snapshot
USING FIRST-PASSAGE TIME IN THE ANALYSIS OF AREA-RESTRICTED SEARCH AND HABITAT SELECTION
inferredcites →https://doi.org/10.1890/0012-9658(2003)084[1382:hbmfpt]2.0.co;2openalex-snapshot
HIERARCHICAL BAYESIAN MODELS FOR PREDICTING THE SPREAD OF ECOLOGICAL PROCESSES
inferredcites →https://doi.org/10.1890/02-0670openalex-snapshot
META-ANALYSIS OF ANIMAL MOVEMENT USING STATE-SPACE MODELS
inferredcites →https://doi.org/10.2307/1390675openalex-snapshot
General Methods for Monitoring Convergence of Iterative Simulations
inferredcites →https://doi.org/10.2307/1941565openalex-snapshot
When Do Treatment Differences in Movement Behaviors Produce Observable Differences in Long‐Term Displacements?
inferredcites →https://doi.org/10.2307/2269572openalex-snapshot
Local Dispersal by the Cinnabar Moth Tyria Jacobaeae
inferredcites →https://doi.org/10.2307/2269594openalex-snapshot
Discussion: Should Ecologists Become Bayesians?
inferredcites →https://doi.org/10.2307/2291098openalex-snapshot
Statistical Analysis of Circular Data.
inferredcites →https://doi.org/10.2307/2389612openalex-snapshot
Spatial Scaling in Ecology
inferredcites →https://doi.org/10.2307/4002919openalex-snapshot
Mechanisms That Result in Large Herbivore Grazing Distribution Patterns

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Using accelerometry tags to quantify gray whale foraging behavior
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An Open-Source, Environmentally Dynamic Machine Learning Framework for Behavior-Specific Insights into Jaguar (Panthera Onca) Movement in Mixed-Use Landscapes
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Conceptual and methodological advances in habitat‐selection modeling: guidelines for ecology and evolution
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Automatic selection of the number of clusters using Bayesian clustering and sparsity‐inducing priors
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Treed Gaussian processes for animal movement modeling
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The use of an unsupervised learning approach for characterizing latent behaviors in accelerometer data
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Putting the behavior into animal movement modeling: Improved activity budgets from use of ancillary tag information
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A hidden Markov movement model for rapidly identifying behavioral states from animal tracks
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Inferring detailed space use from movement paths: A unifying, residence time‐based framework
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Making sense of ultrahigh‐resolution movement data: A new algorithm for inferring sites of interest
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Absolute direction in organelle movement
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Tracking the Ghosts of the Himalayas: Snow Leopard Conservation Insights From Satellite Collar Data
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Understanding Sex‐Specific Behavioral States of Bobcats in Response to Highway Proximity in South Texas
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Environmental and seasonal correlates of capercaillie movement traits in a Swedish wind farm
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Diving deeper into the underlying white shark behaviors at Guadalupe Island, Mexico
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Smoothing splines of apex predator movement: Functional modeling strategies for exploring animal behavior and social interactions
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Assessing the effect of complex ground types on ground‐dwelling arthropod movements with video monitoring: Dealing with concealed movements under a layer of plant residues
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High resolution data reveal fundamental steps and turns in animal movements
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Bridging the gaps in animal movement: hidden behaviors and ecological relationships revealed by integrated data streams
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Resource selection and movement of male moose in response to varying levels of off‐road vehicle access
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Can AI predict animal movements? Filling gaps in animal trajectories using inverse reinforcement learning
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Individual heterogeneity in resource selection has implications for mortality risk in white‐tailed deer
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Social network analysis of white‐tailed deer scraping behavior: Implications for disease transmission
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Individual variation changes dispersal distance and area requirements of a checkerspot butterfly
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Predicting animal home‐range structure and transitions using a multistate Ornstein‐Uhlenbeck biased random walk
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Leveraging constraints and biotelemetry data to pinpoint repetitively used spatial features
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Estimation and simulation of foraging trips in land‐based marine predators
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Toward a community ecology of landscapes: predicting multiple predator–prey interactions across geographic space
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Modeling spatiotemporal abundance and movement dynamics using an integrated spatial capture–recapture movement model
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A multistate L angevin diffusion for inferring behavior‐specific habitat selection and utilization distributions
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An autoregressive model to describe fishing vessel movement and activity
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Unnatural landscapes in ecology: generating the spatial distribution of brine spills
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Mercury Exposure and Habitat Fragmentation Affect the Movement, Foraging Behavior, and Search Efficiency of the Marsh Periwinkle (Littorina irrorata)
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Behavioral states in space and time: understanding landscape use by an invasive mammal
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Local differences in maximum temperature determine water use among desert bighorn sheep populations
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Effects of helicopter capture and handling on movement behavior of mule deer
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Home range and habitat analysis using dynamic time geography
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Estimating Walleye and Saugeye Gill-Net Encounter Probability in a Reservoir with Simple Morphometry
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Tracking and Following a Tagged Leopard Shark with an Autonomous Underwater Vehicle
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Animal movement models for multiple individuals
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Simulating carnivore movements: An occupancy–abundance relationship for surveying wolves
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Evaluating wild Turkey movement ecology: An example using first‐passage time analysis
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WinBUGS for Population Ecologists: Bayesian Modeling Using Markov Chain Monte Carlo Methods
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Geolocating Fish Using Hidden Markov Models and Data Storage Tags
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The Quantitative Analysis of Mobility: Ecological Techniques and Archaeological Extensions
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Space Use and Resource Selection
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Movements of Neotropical Forest Deer: What Do We Know?
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What Are the Chances?—Hidden Markov Models
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Mathematical Bases for 2D Insect Trap Counts Modelling
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Scalable Non-Markovian State-Switching Models for Animal Movement
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Movement
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Spatial Models
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Bayesian Statistics in Action
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Bayesian Inference for Continuous Time Animal Movement Based on Steps and Turns
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Lévy or Not? Analysing Positional Data from Animal Movement Paths
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Beyond Optimal Searching: Recent Developments in the Modelling of Animal Movement Patterns as Lévy Walks
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Assessing Landscape Connectivity for Tigers and Prey Species: Concepts and Practice
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Using Switching State-Space Model to Identify Work States Based on Movement Data
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Modeling Joint Cylindrical Distributions and Related Markov Processes
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Irreplaceable area extends marine conservation hotspot off Tunisia: insights from GPS-tracking Scopoli’s shearwaters from the largest seabird colony in the Mediterranean
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Seabirds as environmental indicators: foraging behaviour and ecophysiology of common diving petrels (Pelecanoides urinatrix) reflect local-scale differences in prey availability
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Predation on planted and wild bay scallops (Argopecten irradians irradians) by busyconine whelks: studies of behavior incorporating acoustic telemetry
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Influence of sea-ice-related features and anthropogenic subsidies on the foraging behaviour of a high-Arctic seabird, the ivory gull (Pagophila eburnea)
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Flexibility in daily travel routines causes regional variation in bird migration speed
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Splitting animal trajectories into fine-scale behaviorally consistent movement units: breaking points relate to external stimuli in a foraging seabird
inferred← citeshttps://doi.org/10.1007/s00285-016-0969-5openalex-snapshot
A framework for analyzing the robustness of movement models to variable step discretization
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Consistent multiscale modelling of movement and habitat selection
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Movements of two Svalbard polar bears recorded using geographical positioning system satellite transmitters
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Experimental studies of diaspore attachment to animal coats: predicting epizoochorous dispersal potential
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Landscape and fine-scale movements of a leaf beetle: the importance of boundary behaviour
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Statistical modelling of individual animal movement: an overview of key methods and a discussion of practical challenges
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Emergence of the wrapped Cauchy distribution in mixed directional data
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Effects of temperature on the movement and feeding behaviour of the large lupine beetle, Sitona gressorius
inferred← citeshttps://doi.org/10.1007/s10344-019-1333-zopenalex-snapshot
Simulating animal movements to predict wildlife-vehicle collisions: illustrating an application of the novel R package SiMRiv
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Building a perceptual zone of influence for wildlife: delineating the effects of roads on grizzly bear movement
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Identifying the variation in utilization density estimators and home ranges of elephant clans in Aceh, Sumatra, Indonesia
inferred← citeshttps://doi.org/10.1007/s10441-013-9182-8openalex-snapshot
Sampling Animal Movement Paths Causes Turn Autocorrelation
inferred← citeshttps://doi.org/10.1007/s10531-020-02105-3openalex-snapshot
Between a rock and a hard place: rugged terrain features and human disturbance affect behaviour and habitat use of Sumatran elephants in Aceh, Sumatra, Indonesia
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Cluster-based trajectory segmentation with local noise
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Can natural selection maintain long-distance dispersal? Insight from a stream salamander system
inferred← citeshttps://doi.org/10.1007/s10980-005-0061-9openalex-snapshot
Adaptive models for large herbivore movements in heterogeneous landscapes
inferred← citeshttps://doi.org/10.1007/s10980-005-2075-8openalex-snapshot
Scales of movement by elk (Cervus elaphus) in response to heterogeneity in forage resources and predation risk
inferred← citeshttps://doi.org/10.1007/s10980-011-9664-5openalex-snapshot
Landscape effects on scales of movement by white-tailed deer in an agricultural–forest matrix
inferred← citeshttps://doi.org/10.1007/s10980-012-9807-3openalex-snapshot
Factors affecting intraspecific variation in home range size of a large African herbivore
inferred← citeshttps://doi.org/10.1007/s10980-012-9821-5openalex-snapshot
Matrix composition and corridor function for austral thrushes in a fragmented temperate forest
inferred← citeshttps://doi.org/10.1007/s10980-013-9910-0openalex-snapshot
Animal behavior, cost-based corridor models, and real corridors
inferred← citeshttps://doi.org/10.1007/s10980-014-0087-yopenalex-snapshot
Precipitation, fire and demographic bottleneck dynamics in Serengeti tree populations
inferred← citeshttps://doi.org/10.1007/s10980-014-9991-4openalex-snapshot
Sensitivity of landscape resistance estimates based on point selection functions to scale and behavioral state: pumas as a case study
inferred← citeshttps://doi.org/10.1007/s10980-016-0407-5openalex-snapshot
Influence of separating home range and dispersal movements on characterizing corridors and effective distances
inferred← citeshttps://doi.org/10.1007/s10980-017-0533-8openalex-snapshot
Using animal movement behavior to categorize land cover and predict consequences for connectivity and patch residence times
inferred← citeshttps://doi.org/10.1007/s10980-017-0537-4openalex-snapshot
A multi-method approach to delineate and validate migratory corridors
inferred← citeshttps://doi.org/10.1007/s10980-018-0637-9openalex-snapshot
Integrating animal movement with habitat suitability for estimating dynamic migratory connectivity
inferred← citeshttps://doi.org/10.1007/s10980-018-0746-5openalex-snapshot
Behavioral switching in Magellanic woodpeckers reveals perception of habitat quality at different spatial scales
inferred← citeshttps://doi.org/10.1007/s10980-019-00883-yopenalex-snapshot
Estimating wildlife utilization distributions using randomized shortest paths
inferred← citeshttps://doi.org/10.1007/s10980-022-01470-4openalex-snapshot
Identifying habitat preferences and core areas of Amazon River dolphin activity using spatial ecology analysis
inferred← citeshttps://doi.org/10.1007/s10980-025-02137-6openalex-snapshot
Energy landscape and life-history requirements shape habitat use in an extreme soaring specialist
inferred← citeshttps://doi.org/10.1007/s10980-025-02222-wopenalex-snapshot
Identification of key landscape drivers of range size and range shifts in African savanna elephants in northern Kenya
inferred← citeshttps://doi.org/10.1007/s10980-025-02281-zopenalex-snapshot
Scale-dependent foraging behaviour and habitat associations of two sympatric marine top predators
inferred← citeshttps://doi.org/10.1007/s10980-026-02304-3openalex-snapshot
A hidden Markov framework for joint identification of animal activity modes and movement phases
inferred← citeshttps://doi.org/10.1007/s10980-026-02332-zopenalex-snapshot
Moving from expert opinion to empirical evidence: Data-driven parametrization of urban connectivity models using movement-proxy data
inferred← citeshttps://doi.org/10.1007/s10980-026-02353-8openalex-snapshot
Ecological diffusion models are still useful in ecology
inferred← citeshttps://doi.org/10.1007/s10980-026-02368-1openalex-snapshot
Spatial networks reveal a highly centralized functional connectivity in non-breeding areas for a long-distance migratory shorebird
inferred← citeshttps://doi.org/10.1007/s11160-011-9247-1openalex-snapshot
Spatial and temporal scale of density-dependent body growth and its implications for recruitment, population dynamics and management of stream-dwelling salmonid populations
inferred← citeshttps://doi.org/10.1007/s11284-012-0928-6openalex-snapshot
Unravelling the dynamics of organisms in a changing world using ecological modelling
inferred← citeshttps://doi.org/10.1007/s11749-021-00759-xopenalex-snapshot
Recent advances in directional statistics
inferred← citeshttps://doi.org/10.1007/s12080-010-0081-1openalex-snapshot
Integrating individual search and navigation behaviors in mechanistic movement models
inferred← citeshttps://doi.org/10.1007/s12080-010-0086-9openalex-snapshot
Turn designation, sampling rate and the misidentification of power laws in movement path data using maximum likelihood estimates
inferred← citeshttps://doi.org/10.1007/s12080-011-0130-4openalex-snapshot
Classifying area-restricted search (ARS) using a partial sum approach
inferred← citeshttps://doi.org/10.1007/s12080-012-0170-4openalex-snapshot
Towards a general formalization of encounter rates in ecology
inferred← citeshttps://doi.org/10.1007/s12080-019-00434-wopenalex-snapshot
Improved foraging by switching between diffusion and advection: benefits from movement that depends on spatial context
inferred← citeshttps://doi.org/10.1007/s12080-022-00542-0openalex-snapshot
What’s in a resource gradient? Comparing alternative cues for foraging in dynamic environments via movement, perception, and memory
inferred← citeshttps://doi.org/10.1007/s13253-010-0038-2openalex-snapshot
Agent-Based Inference for Animal Movement and Selection
inferred← citeshttps://doi.org/10.1007/s13253-011-0056-8openalex-snapshot
Bayesian Inference for Animal Space Use and Other Movement Metrics
inferred← citeshttps://doi.org/10.1007/s13253-012-0111-0openalex-snapshot
A Bayesian Approach to Fitting Gibbs Processes with Temporal Random Effects
inferred← citeshttps://doi.org/10.1007/s13253-013-0158-6openalex-snapshot
Modeling the Diving Behavior of Whales: A Latent-Variable Approach with Feedback and Semi-Markovian Components
inferred← citeshttps://doi.org/10.1007/s13253-017-0282-9openalex-snapshot
Multi-scale Modeling of Animal Movement and General Behavior Data Using Hidden Markov Models with Hierarchical Structures
inferred← citeshttps://doi.org/10.1007/s13253-017-0283-8openalex-snapshot
Selecting the Number of States in Hidden Markov Models: Pragmatic Solutions Illustrated Using Animal Movement
inferred← citeshttps://doi.org/10.1007/s13253-017-0285-6openalex-snapshot
Incorporating Telemetry Error into Hidden Markov Models of Animal Movement Using Multiple Imputation
inferred← citeshttps://doi.org/10.1007/s13253-017-0286-5openalex-snapshot
Bayesian Inference for Multistate ‘Step and Turn’ Animal Movement in Continuous Time
inferred← citeshttps://doi.org/10.1007/s13253-017-0296-3openalex-snapshot
Modeling Collective Animal Movement Through Interactions in Behavioral States
inferred← citeshttps://doi.org/10.1007/s13253-017-0299-0openalex-snapshot
Guest Editor’s Introduction to the Special Issue on “Animal Movement Modeling”
inferred← citeshttps://doi.org/10.1007/s13253-018-00342-2openalex-snapshot
Extreme Value-Based Methods for Modeling Elk Yearly Movements
inferred← citeshttps://doi.org/10.1007/s13253-018-00349-9openalex-snapshot
Efficient Sequential Monte Carlo Algorithms for Integrated Population Models
inferred← citeshttps://doi.org/10.1007/s13253-019-00366-2openalex-snapshot
The Conditionally Autoregressive Hidden Markov Model (CarHMM): Inferring Behavioural States from Animal Tracking Data Exhibiting Conditional Autocorrelation
inferred← citeshttps://doi.org/10.1007/s13253-020-00399-yopenalex-snapshot
A Bayesian Markov Model with Pólya-Gamma Sampling for Estimating Individual Behavior Transition Probabilities from Accelerometer Classifications
inferred← citeshttps://doi.org/10.1007/s13253-021-00456-0openalex-snapshot
Agent-Based Models for Collective Animal Movement: Proximity-Induced State Switching
inferred← citeshttps://doi.org/10.1007/s13280-015-0711-3openalex-snapshot
Automated data analysis to rapidly derive and communicate ecological insights from satellite-tag data: A case study of reintroduced red kites
inferred← citeshttps://doi.org/10.1007/s13364-023-00677-3openalex-snapshot
Behavioral habitat selection of wood bison (Bison bison athabascae) in boreal forests
inferred← citeshttps://doi.org/10.1016/b978-0-12-409548-9.10502-0openalex-snapshot
Analysis and Modeling of Movement
inferred← citeshttps://doi.org/10.1016/b978-0-12-801378-6.16001-1openalex-snapshot
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Importance of coastal Marine Protected Areas for the conservation of pelagic seabirds: The case of Vulnerable yelkouan shearwaters in the Mediterranean Sea
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Persistence of breeding philopatry and cultural memory of the Great Barrier Reef as a humpback whale breeding ground
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Towards a mechanistic framework that explains correlated random walk behaviour: Correlated random walkers can optimize their fitness when foraging under the risk of predation
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Impact of individual movement and changing resource availability on male–female encounter rates in an herbivorous insect
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Introducing AMV (Animal Movement Visualizer), a visualization tool for animal movement data from satellite collars and radiotelemetry
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Change detection in animal movement using discrete wavelet analysis
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Foraging distribution overlap and marine reserve usage amongst sub-Antarctic predators inferred from a multi-species satellite tagging experiment
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A general random walk model for the leptokurtic distribution of organism movement: Theory and application
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Identifying fishing trip behaviour and estimating fishing effort from VMS data using Bayesian Hidden Markov Models
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A pioneer validation of a state-space model of vessel trajectories (VMS) with observers’ data
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Modeling high-frequency position data of large herbivores with a phase-state model
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Estimation methods for nonlinear state-space models in ecology
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Levels of emergence in individual based models: Coping with scarcity of data and pattern redundancy
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State-space methods for more completely capturing behavioral dynamics from animal tracks
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Flexible continuous-time modelling for heterogeneous animal movement
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Impacts of deer management practices on the spatial dynamics of the tick Ixodes ricinus: A scenario analysis
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Predicting the seed shadows of a Neotropical tree species dispersed by primates using an agent-based model with internal decision making for movements
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Movement models provide insights into variation in the foraging effort of central place foragers
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Hierarchical spatial decisions in fragmented landscapes: Modeling the foraging movements of woodpeckers
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Overcoming challenges of sparse telemetry data to estimate caribou movement
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Movement behavior of a tropical mammal: The case of Tapirus terrestris
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Linking individual-based and statistical inferential models in movement ecology: A case study with black petrels ( Procellaria parkinsoni )
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Modelling movements of Saimaa ringed seals using an individual-based approach
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Simulating detection-censored movement records for home range analysis planning
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A framework for pre-processing individual location telemetry data for freshwater fish in a river section
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A fine-scale marine mammal movement model for assessing long-term aggregate noise exposure
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A probabilistic framework for behavioral identification from animal-borne accelerometers
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Spatial mechanistic modelling to simulate movements and contacts between wildlife and livestock in Southern Africa
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Identifying growth morphs from mixtures of size-at-age data
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Motion patterns of cognitive odour source search behaviours
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Impacts of infectious diseases on movement metrics in a large carnivore: Highly pathogenic avian influenza, leptospirosis, and pumas
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Random movement pattern of the sea urchin Strongylocentrotus droebachiensis
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Filtering and interpreting location errors in satellite telemetry of marine animals
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Movement and diving of killer whales ( Orcinus orca ) at a Southern Ocean archipelago
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Environmental drivers of humpback whale foraging behavior in the remote Southern Ocean
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Grazing livestock move by Lévy walks: Implications for soil health and environment
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The joint projected normal and skew-normal: A distribution for poly-cylindrical data
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