Validation methods for plankton image classification systems

A better measure of relative prediction accuracy for model selection and model estimation

(2015) Chris Tofallis   JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY

Quantification-oriented learning based on reliable classifiers

(2015) Jose Barranquero et al.   PATTERN RECOGNITION

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Multiclass Support Vector Machines With Example-Dependent Costs Applied to Plankton Biomass Estimation

(2013) Pablo Gonzalez et al.   IEEE Transactions on Neural Networks and Learning Systems

Analyzing changes in sediment meiofauna communities using the image analysis software ZooImage

(2012) J. Fredrik Lindgren et al.   JOURNAL OF EXPERIMENTAL MARINE BIOLOGY AND ECOLOGY

Improvement of plankton biovolume estimates derived from image-based automatic sampling devices: application to FlowCAM

(2012) Eva Álvarez et al.   JOURNAL OF PLANKTON RESEARCH

On the study of nearest neighbor algorithms for prevalence estimation in binary problems

(2012) Jose Barranquero et al.   PATTERN RECOGNITION

Bayesian model for semi-automated zooplankton classification with predictive confidence and rapid category aggregation

(2011) L Ye et al.   MARINE ECOLOGY PROGRESS SERIES

A unifying view on dataset shift in classification

(2011) Jose G. Moreno-Torres et al.   PATTERN RECOGNITION

EBImage--an R package for image processing with applications to cellular phenotypes

(2010) G. Pau et al.   BIOINFORMATICS

Digital zooplankton image analysis using the ZooScan integrated system

(2010) G. Gorsky et al.   JOURNAL OF PLANKTON RESEARCH

Binary SIPPER plankton image classification using random subspace

(2010) Feng Zhao et al.   NEUROCOMPUTING

Comparison between automated analysis of zooplankton using ZooImage and traditional methodology

(2009) A. Gislason et al.   JOURNAL OF PLANKTON RESEARCH

Quantifying counts and costs via classification

(2008) George Forman   DATA MINING AND KNOWLEDGE DISCOVERY

Assessment of ZooImage as a tool for the classification of zooplankton

(2008) Jenefer L. Bell et al.   JOURNAL OF PLANKTON RESEARCH

A framework for monitoring classifiers’ performance: when and why failure occurs?

(2008) David A. Cieslak et al.   KNOWLEDGE AND INFORMATION SYSTEMS