Integrating co-expression network analysis and machine learning to reveal the regulatory landscape of GPD genes in Chlamydomonas reinhardtii under salinity stress Background Salinity stress imposes major constraints on cellular homeostasis. In Chlamydomonas reinhardtii, glycerol biosynthesis is a key osmoprotective response mediated by glycerol-3-phosphate dehy...

Our article has been published today in @PeerJSTM. We analyzed the regulation of a family of genes that play a key role in the response to salt stress in a microalga. peerj.com/articles/21060 #Bioinformatics #CellBiology #MolecularBiology #PlantScience #DataMiningandMachineLearning

Integrating co-expression network analysis and machine learning to reveal the regulatory landscape of GPD genes in Chlamydomonas reinhardtii under salinity stress Background Salinity stress imposes major constraints on cellular homeostasis. In Chlamydomonas reinhardtii, glycerol biosynthesis is a key osmoprotective response mediated by glycerol-3-phosphate dehy...

We are happy to share Dr. Jorge Tzec's work that has been published today in @PeerJSTM peerj.com/articles/21060
#Bioinformatics #CellBiology #MolecularBiology #PlantScience #DataMiningandMachineLearning

Out of (the) bag—encoding categorical predictors impacts out-of-bag samples Performance of random forest classification models is often assessed and interpreted using out-of-bag (OOB) samples. Observations which are OOB when a tree is trained may serve as a test set for that ...

My article has been published today in @PeerJCompSci peerj.com/articles/cs-... #Bioinformatics #DataMiningandMachineLearning #DataScience.

Another chapter from Helen's PhD thesis as a paper. Great effort!