Peter Zhilkin

Publications (6)0 Total impact

• Chapter: A Data-Driven, Flexible Machine Learning Strategy for the Classification of Biomedical Data

  Rajmund Somorjai, Murray Alexander, Richard Baumgartner, Stephanie Booth, Christopher Bowman, Aleksander Demko, Brion Dolenko, Marina Mandelzweig, Aleksander Nikulin, Nicolino Pizzi, Erinija Pranckeviciene, Arthur Summers, Peter Zhilkin
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  ABSTRACT: While biomedical data acquired from the latest spectroscopic modalities yield important information relevant to many diagnostic or prognostic procedures, they also present significant challenges for analysis, classification and interpretation. These challenges include sample sparsity, high-dimensional feature spaces, and noise/artifact signatures. Since a dataindependent ‘universal’ classifier does not exist, a classification strategy is needed, possessing five key components acting in concert: data visualization, preprocessing, feature space dimensionality reduction, reliable/robust classifier development, and classifier aggregation/fusion. These components, which should be flexible, data-driven, extensible, and computationally efficient, must provide accurate, reliable diagnosis/prognosis with the fewest maximally discriminatory, yet medically interpretable, features.
  09/2007: pages 67-85;
• Article: 3D image registration using a fast noniterative algorithm

  Peter Zhilkin, M. Alexander
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  ABSTRACT: INFO; ; ;
• Article: Multimodal registration using patch algorithm

  Peter Zhilkin, M. Alexander, C. Mansfield
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  ABSTRACT: INFO,, ;
• Article: Affine registration: A comparison of several methods programs

  Peter Zhilkin, M. Alexander
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  ABSTRACT: INFO; ; ;
• Source

  Available from: 144.206.159.178

  Article: Multi-phase image segmentation using level sets

  Peter Zhilkin, M. Alexander
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  ABSTRACT: INFO; in press; ;
• Source

  Available from: Arthur Randolph Summers

  Article: A data-driven, flexible machine learning strategy for the classification of biomedical data

  Rajmund Somorjai, M. Alexander, R Baumgartner, S. Booth, Christopher Bowman, Aleksander Demko, Brion Dolenko, M. Mandelzweig, A. Nikulin, Nick Pizzi, N. Pranckeviciene, Arthur Summers, Peter Zhilkin
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  ABSTRACT: INFO,, ;