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breast_cancer_relapse's Introduction

Predicting the relapsing of breast cancer patients:

Data description: We have collected gene expression levels for 4654 genes on 184 early-stage breast cancer samples: xtrain.txt (each row is a gene, each column a sample). After surgical removal of the tumour, some unfortunately relapsed within 5 years (label=+1), while other did not (label=-1). The labels of the the 184 samples are available in the file ytrain.txt.

Project task:

  1. Propose and test different techniques to predict the relapse from gene expression data. Check the effect of parameters, estimate the performance.
  2. Make a prediction of relapse for the following 92 samples: xtest.txt.

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