项目作者: shinshiner

项目描述 :
Classification on gene chips
高级语言: TeX
项目地址: git://github.com/shinshiner/Gene_Chip_Ananysis.git
创建时间: 2017-12-06T04:26:41Z
项目社区:https://github.com/shinshiner/Gene_Chip_Ananysis

开源协议:

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Gene_Chip_Ananysis

Congratulations on your choice of a interesting course if you find this repository. Don’t be tired of his f**g lectures, or you would be failed in the final exam…

Dataset

  • features: output/data/dataset_train.npy dataset_test.npy (3558 * num_of_features)
  • labels: output/data/target_train.npy dataset_test.npy (3558 * 1)

LR

using 1 fc-layer.

SVM

using 1 fc-layer and hinge loss.

NN

using several fc-layers and crossentropy loss.

Current accuracy (About 10-30 epochs)

  • LR: 88% (with l2 norm) 87% (without norm)
  • SVM: 89%
  • NN: 91% (with l2 norm, dropout(0.5), relu activation funciton)

Results could be improved with some more parameters adjustment.