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References from Machine learning applications in cancer prognosis and prediction. Local targets link to admitted publications; unresolved targets remain external evidence.
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Statistical and practical considerations for clinical evaluation of predictive biomarkers
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Applications of machine learning in cancer prediction and prognosis
2006 · External reference
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Cancer diagnosis and prognosis decoded by blood-based circulating microRNA signatures
10.3389/fgene.2013.00116 · 2013 · External reference
10.1002/med.20215
10.1002/med.20215 · External reference
Why most gene expression signatures of tumors have not been useful in the clinic
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Prediction of cancer outcome with microarrays: a multiple random validation strategy
10.1016/s0140-6736(05)17866-0 · 2005 · External reference
Unresolved reference
2006 · External reference
Unresolved reference
2006 · External reference
Unresolved reference
2005 · External reference
Introduction to computational intelligence techniques and areas of their applications in medicine
2013 · External reference
Unresolved reference
2006 · External reference
10.1371/journal.pone.0017795
10.1371/journal.pone.0017795 · External reference
Critical review of published microarray studies for cancer outcome and guidelines on statistical analysis and reporting
10.1093/jnci/djk018 · 2007 · External reference
Outcome signature genes in breast cancer: is there a unique set?
10.1093/bioinformatics/bth469 · 2005 · External reference
Thousands of samples are needed to generate a robust gene list for predicting outcome in cancer
10.1073/pnas.0601231103 · 2006 · External reference
Breast cancer risk estimation with artificial neural networks revisited
10.1002/cncr.25081 · 2010 · External reference
Unresolved reference
1999 · External reference
Unresolved reference
2012 · External reference
Neural networks and diagnosis in the clinical laboratory: state of the art
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Prediction of outcome for patients with cutaneous melanoma
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Multiparametric decision support system for the prediction of oral cancer reoccurrence
10.1109/titb.2011.2165076 · 2012 · External reference
Machine learning for medical diagnosis: history, state of the art and perspective
10.1016/s0933-3657(01)00077-x · 2001 · External reference
Robust predictive model for evaluating breast cancer survivability
10.1016/j.engappai.2013.06.013 · 2013 · External reference
Improved breast cancer prognosis through the combination of clinical and genetic markers
10.1093/bioinformatics/btl543 · 2007 · External reference
Artificial neural networks applied to outcome prediction for colorectal cancer patients in separate institutions
10.1016/s0140-6736(96)11196-x · 1997 · External reference
10.1007/bf00993877
10.1007/bf00993877 · External reference
10.1016/0021-9681(85)90090-6
10.1016/0021-9681(85)90090-6 · External reference
Support vector machines combined with feature selection for breast cancer diagnosis
10.1016/j.eswa.2008.01.009 · 2009 · External reference
Oral cancer prognosis based on clinicopathologic and genomic markers using a hybrid of feature selection and machine learning methods
10.1186/1471-2105-14-170 · 2013 · External reference
Unresolved reference
2011 · External reference
Using three machine learning techniques for predicting breast cancer recurrence
2013 · External reference
A multiscale and multiparametric approach for modeling the progression of oral cancer
10.1186/1472-6947-12-136 · 2012 · External reference
Breast cancer survivability prediction using labeled, unlabeled, and pseudo-labeled patient data
10.1136/amiajnl-2012-001570 · 2013 · External reference
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10.1093/jnci/95.6.470
10.1093/jnci/95.6.470 · External reference
Application of breast cancer risk prediction models in clinical practice
10.1200/jco.2003.07.007 · 2003 · External reference
Childhood obesity and hormonal abnormalities associated with cancer risk
10.1097/01.cej.0000130021.16182.c3 · 2004 · External reference
10.1093/nar/gks1288
10.1093/nar/gks1288 · External reference
iPcc: a novel feature extraction method for accurate disease class discovery and prediction
2013 · External reference
Revealing metabolite biomarkers for acupuncture treatment by linear programming based feature selection
10.1186/1752-0509-6-s1-s15 · 2012 · External reference
Predicting cancer susceptibility from single-nucleotide polymorphism data: a case study in multiple myeloma
2005 · External reference
10.1158/1078-0432.ccr-1115-03
10.1158/1078-0432.ccr-1115-03 · External reference
Development of a Bayesian belief network model for personalized prognostic risk assessment in colon carcinomatosis
10.1177/000313481107700225 · 2011 · External reference
Development of novel breast cancer recurrence prediction model using support vector machine
10.4048/jbc.2012.15.2.230 · 2012 · External reference
Integrative gene network construction to analyze cancer recurrence using semi-supervised learning
10.1371/journal.pone.0086309 · 2014 · External reference
Application of machine learning to predict the recurrence-proneness for cervical cancer
10.1007/s00521-013-1359-1 · 2014 · External reference
Risk classification of cancer survival using ANN with gene expression data from multiple laboratories
10.1016/j.compbiomed.2014.02.006 · 2014 · External reference
A gene signature for breast cancer prognosis using support vector machine
2012 · External reference
Predicting the prognosis of breast cancer by integrating clinical and microarray data with Bayesian networks
10.1093/bioinformatics/btl230 · 2006 · External reference
Survival model in oral squamous cell carcinoma based on clinicopathological parameters, molecular markers and support vector machines
10.1016/j.eswa.2013.02.032 · 2013 · External reference
Predicting breast cancer survivability: a comparison of three data mining methods
10.1016/j.artmed.2004.07.002 · 2005 · External reference
Role of genetic heterogeneity and epistasis in bladder cancer susceptibility and outcome: a learning classifier system approach
10.1136/amiajnl-2012-001574 · 2013 · External reference
Integrating domain knowledge in supervised machine learning to assess the risk of breast cancer
2014 · External reference
A support vector machine for decision support in melanoma recognition
10.1111/j.1600-0625.2010.01112.x · 2010 · External reference
Unresolved reference
2010 · External reference
Unresolved reference
1999 · External reference
10.1016/s0004-3702(97)00043-x
10.1016/s0004-3702(97)00043-x · External reference
Normalized mutual information feature selection
10.1109/tnn.2008.2005601 · 2009 · External reference
NCBI GEO: mining tens of millions of expression profiles — database and tools update
10.1093/nar/gkl887 · 2007 · External reference
10.1093/bioinformatics/btp602
10.1093/bioinformatics/btp602 · External reference
Unresolved reference
2013 · External reference
Unresolved reference
2009 · External reference
Improvement of microcalcification cluster detection in mammography utilizing image enhancement techniques
10.1016/j.compbiomed.2008.07.006 · 2008 · External reference
Characterization of clustered microcalcifications in digitized mammograms using neural networks and support vector machines
10.1016/j.artmed.2004.10.001 · 2005 · External reference
10.1371/journal.pcbi.1003047
10.1371/journal.pcbi.1003047 · External reference
10.1200/jco.2010.31.2835
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10.1200/jco.2008.18.1370 · External reference
10.1056/nejmoa041588
10.1056/nejmoa041588 · External reference