Lee G - Search Results

1

Applications of machine learning in drug discovery and development.

Vamathevan J, Clark D, Czodrowski P, Dunham I, Ferran E, Lee G, Li B, Madabhushi A, Shah P, Spitzer M, Zhao S. Vamathevan J, et al. Among authors: lee g. Nat Rev Drug Discov. 2019 Jun;18(6):463-477. doi: 10.1038/s41573-019-0024-5. Nat Rev Drug Discov. 2019. PMID: 30976107 Free PMC article. Review.

2

Image analysis and machine learning in digital pathology: Challenges and opportunities.

Madabhushi A, Lee G. Madabhushi A, et al. Among authors: lee g. Med Image Anal. 2016 Oct;33:170-175. doi: 10.1016/j.media.2016.06.037. Epub 2016 Jul 4. Med Image Anal. 2016. PMID: 27423409 Free PMC article. Review.

3

Advances in the computational and molecular understanding of the prostate cancer cell nucleus.

Carleton NM, Lee G, Madabhushi A, Veltri RW. Carleton NM, et al. Among authors: lee g. J Cell Biochem. 2018 Sep;119(9):7127-7142. doi: 10.1002/jcb.27156. Epub 2018 Jun 20. J Cell Biochem. 2018. PMID: 29923622 Free PMC article. Review.

4

Adaptive Dimensionality Reduction with Semi-Supervision (AdDReSS): Classifying Multi-Attribute Biomedical Data.

Lee G, Romo Bucheli DE, Madabhushi A. Lee G, et al. PLoS One. 2016 Jul 15;11(7):e0159088. doi: 10.1371/journal.pone.0159088. eCollection 2016. PLoS One. 2016. PMID: 27421116 Free PMC article.

5

Variable importance in nonlinear kernels (VINK): classification of digitized histopathology.

Ginsburg S, Ali S, Lee G, Basavanhally A, Madabhushi A. Ginsburg S, et al. Among authors: lee g. Med Image Comput Comput Assist Interv. 2013;16(Pt 2):238-45. doi: 10.1007/978-3-642-40763-5_30. Med Image Comput Comput Assist Interv. 2013. PMID: 24579146

6

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

Viswanath SE, Tiwari P, Lee G, Madabhushi A; Alzheimer’s Disease Neuroimaging Initiative. Viswanath SE, et al. Among authors: lee g. BMC Med Imaging. 2017 Jan 5;17(1):2. doi: 10.1186/s12880-016-0172-6. BMC Med Imaging. 2017. PMID: 28056889 Free PMC article.

7

Cell orientation entropy (COrE): predicting biochemical recurrence from prostate cancer tissue microarrays.

Lee G, Ali S, Veltri R, Epstein JI, Christudass C, Madabhushi A. Lee G, et al. Med Image Comput Comput Assist Interv. 2013;16(Pt 3):396-403. doi: 10.1007/978-3-642-40760-4_50. Med Image Comput Comput Assist Interv. 2013. PMID: 24505786

8

Feature Importance in Nonlinear Embeddings (FINE): Applications in Digital Pathology.

Ginsburg SB, Lee G, Ali S, Madabhushi A. Ginsburg SB, et al. Among authors: lee g. IEEE Trans Med Imaging. 2016 Jan;35(1):76-88. doi: 10.1109/TMI.2015.2456188. Epub 2015 Jul 14. IEEE Trans Med Imaging. 2016. PMID: 26186772

9

Investigating the efficacy of nonlinear dimensionality reduction schemes in classifying gene and protein expression studies.

Lee G, Rodriguez C, Madabhushi A. Lee G, et al. IEEE/ACM Trans Comput Biol Bioinform. 2008 Jul-Sep;5(3):368-84. doi: 10.1109/TCBB.2008.36. IEEE/ACM Trans Comput Biol Bioinform. 2008. PMID: 18670041 Free PMC article.

10

Nuclear Shape and Architecture in Benign Fields Predict Biochemical Recurrence in Prostate Cancer Patients Following Radical Prostatectomy: Preliminary Findings.

Lee G, Veltri RW, Zhu G, Ali S, Epstein JI, Madabhushi A. Lee G, et al. Eur Urol Focus. 2017 Oct;3(4-5):457-466. doi: 10.1016/j.euf.2016.05.009. Epub 2016 Jun 16. Eur Urol Focus. 2017. PMID: 28753763 Free PMC article.

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