Dimensionality reduction-based fusion approaches for imaging and non-imaging biomedical data: concepts, workflow, and use-cases-Reference-Cited by-同舟云学术

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Dimensionality reduction-based fusion approaches for imaging and non-imaging biomedical data: concepts, workflow, and use-cases

Published:2017-01-05 Issue:1 Volume:17 Page:
ISSN:1471-2342
Container-title:BMC Medical Imaging
language:en
Short-container-title:BMC Med Imaging

Author:

Viswanath Satish E., ,Tiwari Pallavi,Lee George,Madabhushi Anant

Funder

National Institutes of Health

National Institute of Diabetes and Digestive and Kidney Diseases

Congressionally Directed Medical Research Programs

Wallace H. Coulter Foundation

National Science Foundation

Publisher

Springer Science and Business Media LLC

Subject

Radiology, Nuclear Medicine and imaging

Link

http://link.springer.com/content/pdf/10.1186/s12880-016-0172-6.pdf

Reference68 articles.

1. Madabhushi A, Agner S, Basavanhally A, Doyle S, Lee G. Computer-aided prognosis: Predicting patient and disease outcome via quantitative fusion of multi-scale, multi-modal data. Comput Med Imaging Graph. 2011; 35:506–14.

2. Verma R, Zacharaki E, Ou Y, Cai H, Chawla S, Lee S, Melhem E, Wolf R, Davatzikos C. Multiparametric Tissue Characterization of Brain Neoplasms and Their Recurrence Using Pattern Classification of MR Images. Acad Radiol. 2008; 15(8):966–77.

3. de Tayrac M, Le S, Aubry M, Mosser J, Husson F. Simultaneous analysis of distinct Omics data sets with integration of biological knowledge: Multiple Factor Analysis approach. BMC Genomics. 2009; 10:32.

4. Lee G, Doyle S, Monaco J, Madabhushi A, Feldman MD, Master SR, Tomaszewski JE. A knowledge representation framework for integration, classificationof multi-scale imaging and non-imaging data: Preliminary results in predicting prostate cancer recurrence by fusing mass spectrometry and histology. In: ISBI: 2009. p. 77–80.

5. Viswanath S, Madabhushi A. Consensus embedding: theory, algorithms and application to segmentation and classification of biomedical data. BMC Bioinformatics. 2012; 13(1):26.

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