Publication

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Author Title [ Type(Desc)] Year
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Book Chapter
Chang H, Fontenay G, Bilgin CCagatay, Borowsky A, Spellman P, Parvin B.  2013.  Molecular Correlates of Morphometric Subtypes in Glioblastoma Multiforme. Computational Systems Biology: From Molecular Mechanisms to Disease: Second Edition. :423–454.
Conference Paper
Chang H, Loss LA, Spellman PT, Borowsky A, Parvin B.  2012.  Batch-invariant nuclear segmentation in whole mount histology sections. 9th {IEEE} International Symposium on Biomedical Imaging: From Nano to Macro, {ISBI} 2012, May 2-5, 2012, Barcelona, Spain, Proceedings.
Chang H, Borowsky A, Spellman PT, Parvin B.  2013.  Classification of Tumor Histology via Morphometric Context. 2013 {IEEE} Conference on Computer Vision and Pattern Recognition, Portland, OR, USA, June 23-28, 2013.
Nayak N, Chang H, Borowsky A, Spellman PT, Parvin B.  2013.  Classification of tumor histopathology via sparse feature learning. {ISBI}.
Han J, Wang Y, Cai W, Borowsky A, Parvin B, Chang H.  2016.  Integrative Analysis of Cellular Morphometric Context Reveals Clinically Relevant Signatures in Lower Grade Glioma. Medical Image Computing and Computer-Assisted Intervention - {MICCAI} 2016 - 19th International Conference, Athens, Greece, October 17-21, 2016, Proceedings, Part {I}.
Le QV, Han J, Gray JW, Spellman PT, Borowsky A, Parvin B.  2012.  Learning invariant features of tumor signature with independent subspace analysis. 9th {IEEE} International Symposium on Biomedical Imaging: From Nano to Macro, {ISBI} 2012, May 2-5, 2012, Barcelona, Spain, Proceedings.
Han J, Chang H, Fontenay G, Spellman PT, Borowsky A, Parvin B.  2012.  Molecular bases of morphometric composition in Glioblastoma multiforme. 9th {IEEE} International Symposium on Biomedical Imaging: From Nano to Macro, {ISBI} 2012, May 2-5, 2012, Barcelona, Spain, Proceedings.
Journal Article
Chang H, Han J, Borowsky A, Loss LA, Gray JW, Spellman PT, Parvin B.  2013.  Invariant Delineation of Nuclear Architecture in Glioblastoma Multiforme for Clinical and Molecular Association. {IEEE} Trans. Med. Imaging. 32:670–682.
Chang H, Zhou Y, Borowsky A, Barner KE, Spellman PT, Parvin B.  2015.  Stacked Predictive Sparse Decomposition for Classification of Histology Sections. International Journal of Computer Vision. 113:3–18.