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Tscherepanow, Marko; Jensen, Nickels; Kummert, Franz: An incremental approach to automated protein localisation. In: BMC Bioinformatics. Jg.9 H. 1. 2008
Inhalt
Background
Classification of Protein Locations
Identification and Grouping of New Locations
Recognition of the Surrounding Cells
Our Approach
Methods
The Applied Cell Line
Image Acquisition
Representation of Protein Distribution Patterns
Features
Basic Datasets
Automatic Data Generation
Feature Reduction
Classification of Known Locations
Detection and Incorporation of New Locations
Evaluation Methods
Accuracy
Evaluation of the Classification Task
Evaluation of the Retraining Task
Results
Classification Task
Retraining Task
Automatic Data Generation
Discussion
Conclusion
Data availability
Authors' contributions
Acknowledgements
References