An active learning based classification strategy for the minority class problem: application to histopathology annotation

Author:

Doyle Scott,Monaco James,Feldman Michael,Tomaszewski John,Madabhushi Anant

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics,Computer Science Applications,Molecular Biology,Biochemistry,Structural Biology

Reference36 articles.

1. Van der Walt C, Barnard E: Data Characteristics that Determine Classifier Performance. 17th Annual Symposium of the Pattern Recognition Association of South Africa 2006, 6–12.

2. Gurcan M, Boucheron L, Can A, Madabhushi A, Rajpoot N, Yener B: Histopathological Image Analysis: A Review. IEEE Reviews in Biomedical Engineering 2009, 2: 147–171.

3. Doyle S, Feldman M, Tomaszewski J, Madabhushi A: A Boosted Bayesian Multi-Resolution Classifier for Prostate Cancer Detection from Digitized Needle Biopsies. IEEE Transactions on Biomedical Engineering (In Press, PMID 20570758) 2010.

4. Madabhushi A, Doyle S, Lee G, Basavanhally A, Monaco J, Masters S, Feldman M, Tomaszewski J: Review: Integrated Diagnostics: A Conceptual Framework with Examples. Clinical Chemistry and Laboratory Medicine 2010, 989–998.

5. Doyle S, Agner S, Madabhushi A, Feldman M, Tomaszewski J: Automated Grading of Breast Cancer Histopathology Using Spectral Clustering with Textural and Architectural Image Features. ISBI 2008. 5th IEEE International Symposium 2008, 496–499.

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