High-throughput detection of prostate cancer in histological sections using probabilistic pairwise Markov models.
James MonacoJohn TomaszewskiMichael D. FeldmanIan S. HagemannMehdi MoradiParvin MousaviAlexander BoagChris DavidsonPurang AbolmaesumiAnant MadabhushiPublished in: Medical Image Anal. (2010)
Keyphrases
- high throughput
- markov models
- prostate cancer
- pairwise
- proteomic data
- higher order
- markov model
- microarray
- maximum entropy
- biological data
- hidden markov models
- systems biology
- conditional random fields
- computer aided
- mr images
- data acquisition
- probabilistic model
- markov random field
- bayesian networks
- generative model
- medical image analysis
- low cost
- mass spectrometry
- mass spectrometry data
- machine learning
- belief propagation
- gene expression
- semi supervised
- similarity measure