Development and application of a machine learning algorithm for classification of elasmobranch behaviour from accelerometry data

Local indicators of abundance and demographics for the coastal shark assemblage of Bimini, Bahamas

(2018) Alexander C. Hansell et al.   FISHERIES RESEARCH

Optimal swimming strategies and behavioral plasticity of oceanic whitetip sharks

(2018) Yannis P. Papastamatiou et al.   Scientific Reports

Swimming speeds and metabolic rates of semi-captive juvenile lemon sharks ( Negaprion brevirostris , Poey) estimated with acceleration biologgers

(2017) Ian A. Bouyoucos et al.   JOURNAL OF EXPERIMENTAL MARINE BIOLOGY AND ECOLOGY

Species diversity, abundance, biomass, size and trophic structure of fish on coral reefs in relation to shark abundance

(2017) SC Barley et al.   MARINE ECOLOGY PROGRESS SERIES

Species diversity, abundance, biomass, size and trophic structure of fish on coral reefs in relation to shark abundance

(2017) SC Barley et al.   MARINE ECOLOGY PROGRESS SERIES

Improved supervised classification of accelerometry data to distinguish behaviors of soaring birds

(2017) Maitreyi Sur et al.   PLoS One

Cascading predator effects in a Fijian coral reef ecosystem

(2017) Douglas B. Rasher et al.   Scientific Reports

Ecotourism increases the field metabolic rate of whitetip reef sharks

(2016) Adam Barnett et al.   BIOLOGICAL CONSERVATION

Random forests and stochastic gradient boosting for predicting tree canopy cover: comparing tuning processes and model performance

(2016) Elizabeth A. Freeman et al.   CANADIAN JOURNAL OF FOREST RESEARCH

A novel method for determining post-release mortality, behavior, and recovery period using acceleration data loggers

(2016) Nicholas M. Whitney et al.   FISHERIES RESEARCH

Are vertical migrations driven by circadian behaviour? Decoupling of activity and depth use in a large riverine elasmobranch, the freshwater sawfish (Pristis pristis)

(2016) Adrian C. Gleiss et al.   HYDROBIOLOGIA

Correlations of metabolic rate and body acceleration in three species of coastal sharks under contrasting temperature regimes

(2016) Karissa O. Lear et al.   JOURNAL OF EXPERIMENTAL BIOLOGY

The effects of temperature and swimming speed on the metabolic rate of the nurse shark (Ginglymostoma cirratum, Bonaterre)

(2016) Nicholas M. Whitney et al.   JOURNAL OF EXPERIMENTAL MARINE BIOLOGY AND ECOLOGY

Great hammerhead sharks swim on their side to reduce transport costs

(2016) Nicholas L. Payne et al.   Nature Communications

Analysis of animal accelerometer data using hidden Markov models

(2016) Vianey Leos-Barajas et al.   Methods in Ecology and Evolution

Development of an automated method of detecting stereotyped feeding events in multisensor data from tagged rorqual whales

(2016) Ann N. Allen et al.   Ecology and Evolution

The use of an unsupervised learning approach for characterizing latent behaviors in accelerometer data

(2016) Marianna Chimienti et al.   Ecology and Evolution

On the use of ensemble of classifiers for accelerometer-based activity recognition

(2015) Cagatay Catal et al.   APPLIED SOFT COMPUTING

Dynamic cattle behavioural classification using supervised ensemble classifiers

(2015) Ritaban Dutta et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Recent advances in telemetry for estimating the energy metabolism of wild fishes

(2015) J. D. Metcalfe et al.   JOURNAL OF FISH BIOLOGY

Detecting surface-feeding behavior by rorqual whales in accelerometer data

(2015) Kylie Owen et al.   MARINE MAMMAL SCIENCE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

TimeClassifier: a visual analytic system for the classification of multi-dimensional time series data

(2015) James S. Walker et al.   VISUAL COMPUTER

Movement, resting, and attack behaviors of wild pumas are revealed by tri-axial accelerometer measurements

(2015) Yiwei Wang et al.   Movement Ecology

Accelerometers Identify New Behaviors and Show Little Difference in the Activity Budgets of Lactating Northern Fur Seals (Callorhinus ursinus) between Breeding Islands and Foraging Habitats in the Eastern Bering Sea

(2015) Brian C. Battaile et al.   PLoS One

Drivers of Daily Routines in an Ectothermic Marine Predator: Hunt Warm, Rest Warmer?

(2015) Yannis P. Papastamatiou et al.   PLoS One

The Use of Acceleration to Code for Animal Behaviours; A Case Study in Free-Ranging Eurasian Beavers Castor fiber

(2015) Patricia M. Graf et al.   PLoS One

Rethinking phenotypic plasticity and its consequences for individuals, populations and species

(2014) A Forsman   HEREDITY

Use of a gyroscope/accelerometer data logger to identify alternative feeding behaviours in fish

(2014) Y. Kawabata et al.   JOURNAL OF EXPERIMENTAL BIOLOGY

Supervised accelerometry analysis can identify prey capture by penguins at sea

(2014) G. Carroll et al.   JOURNAL OF EXPERIMENTAL BIOLOGY

Love Thy Neighbour: Automatic Animal Behavioural Classification of Acceleration Data Using the K-Nearest Neighbour Algorithm

(2014) Owen R. Bidder et al.   PLoS One

100% Classification Accuracy Considered Harmful: The Normalized Information Transfer Factor Explains the Accuracy Paradox

(2014) Francisco J. Valverde-Albacete et al.   PLoS One

AcceleRater: a web application for supervised learning of behavioral modes from acceleration measurements

(2014) Yehezkel S Resheff et al.   Movement Ecology

Inferring activity budgets in wild animals to estimate the consequences of disturbances

(2013) Fredrik Christiansen et al.   BEHAVIORAL ECOLOGY

Creating a behavioural classification module for acceleration data: using a captive surrogate for difficult to observe species

(2013) H. A. Campbell et al.   JOURNAL OF EXPERIMENTAL BIOLOGY

Contrasting diel patterns in vertical movement and locomotor activity of whale sharks at Ningaloo Reef

(2013) Adrian C. Gleiss et al.   MARINE BIOLOGY

Estimating activity-specific energy expenditure in a teleost fish, using accelerometer loggers

(2013) S Wright et al.   MARINE ECOLOGY PROGRESS SERIES

Using tri-axial acceleration data to identify behavioral modes of free-ranging animals: general concepts and tools illustrated for griffon vultures

(2012) R. Nathan et al.   JOURNAL OF EXPERIMENTAL BIOLOGY

The slowest fish: Swim speed and tail-beat frequency of Greenland sharks

(2012) Yuuki Y. Watanabe et al.   JOURNAL OF EXPERIMENTAL MARINE BIOLOGY AND ECOLOGY

Detection of feeding behaviour in common carp Cyprinus carpio by using an acceleration data logger to identify mandibular movement

(2012) Y. Makiguchi et al.   JOURNAL OF FISH BIOLOGY

Diel temperature patterns of juvenile lemon sharks Negaprion brevirostris, in a shallow-water nursery

(2012) A. L. DiGirolamo et al.   JOURNAL OF FISH BIOLOGY

Movement Activity Based Classification of Animal Behaviour with an Application to Data from Cheetah (Acinonyx jubatus)

(2012) Steffen Grünewälder et al.   PLoS One

Accelerometers in collars identify behavioral states in captive African elephants Loxodonta africana 

(2012) J Soltis et al.   Endangered Species Research

Ontogenetic diet shifts and prey selection in nursery bound lemon sharks, Negaprion brevirostris, indicate a flexible foraging tactic

(2011) Steven P. Newman et al.   ENVIRONMENTAL BIOLOGY OF FISHES

Deep danger: intra-specific predation risk influences habitat use and aggregation formation of juvenile lemon sharks Negaprion brevirostris

(2011) TL Guttridge et al.   MARINE ECOLOGY PROGRESS SERIES

Moved by that sinking feeling: variable diving geometry underlies movement strategies in whale sharks

(2010) Adrian C. Gleiss et al.   FUNCTIONAL ECOLOGY

Accelerating estimates of activity-specific metabolic rate in fishes: Testing the applicability of acceleration data-loggers

(2010) Adrian C. Gleiss et al.   JOURNAL OF EXPERIMENTAL MARINE BIOLOGY AND ECOLOGY

Yo-yo vertical movements suggest a foraging strategy for tiger sharks Galeocerdo cuvier

(2010) I Nakamura et al.   MARINE ECOLOGY PROGRESS SERIES

Making overall dynamic body acceleration work: on the theory of acceleration as a proxy for energy expenditure

(2010) Adrian C. Gleiss et al.   Methods in Ecology and Evolution

Fine-scale feeding behavior of Weddell seals revealed by a mandible accelerometer

(2010) Yasuhiko Naito et al.   Polar Science

Biologging technologies: new tools for conservation. Introduction

(2010) SJ Bograd et al.   Endangered Species Research

Social preferences of juvenile lemon sharks, Negaprion brevirostris

(2009) T.L. Guttridge et al.   ANIMAL BEHAVIOUR

Cow behaviour pattern recognition using a three-dimensional accelerometer and support vector machines

(2009) Paula Martiskainen et al.   APPLIED ANIMAL BEHAVIOUR SCIENCE

New frontiers in biologging science

(2009) C. Rutz et al.   Biology Letters

A systematic analysis of performance measures for classification tasks

(2009) Marina Sokolova et al.   INFORMATION PROCESSING & MANAGEMENT

An artificial neural network to estimate physical activity energy expenditure and identify physical activity type from an accelerometer

(2009) John Staudenmayer et al.   JOURNAL OF APPLIED PHYSIOLOGY

Diet and prey preference of juvenile lemon sharks Negaprion brevirostris

(2009) SP Newman et al.   MARINE ECOLOGY PROGRESS SERIES

Long-term natal site-fidelity by immature lemon sharks (Negaprion brevirostris) at a subtropical island

(2009) DEMIAN D. CHAPMAN et al.   MOLECULAR ECOLOGY

Can Ethograms Be Automatically Generated Using Body Acceleration Data from Free-Ranging Birds?

(2009) Kentaro Q. Sakamoto et al.   PLoS One

Prey capture attempts can be detected in Steller sea lions and other marine predators using accelerometers

(2009) Morgane Viviant et al.   POLAR BIOLOGY

Monitoring beak movements with an acceleration datalogger: a useful technique for assessing the feeding and breathing behaviors of sea turtles

(2009) J Okuyama et al.   Endangered Species Research

Identifying shark mating behaviour using three-dimensional acceleration loggers

(2009) NM Whitney et al.   Endangered Species Research

Derivation of body motion via appropriate smoothing of acceleration data

(2008) ELC Shepard et al.   Aquatic Biology

A new prospect for tagging large free-swimming sharks with motion-sensitive data-loggers

(2008) Adrian C. Gleiss et al.   FISHERIES RESEARCH

Predicting ecological consequences of marine top predator declines

(2008) Michael R. Heithaus et al.   TRENDS IN ECOLOGY & EVOLUTION

Identification of animal movement patterns using tri-axial accelerometry

(2008) ELC Shepard et al.   Endangered Species Research

Biotelemetry and biologging in endangered species research and animal conservation: relevance to regional, national, and IUCN Red List threat assessments

(2007) SJ Cooke   Endangered Species Research