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greenelab
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pancancer-evaluation
Evaluating genome-wide prediction of driver mutations using pan-cancer data
BSD 3-Clause "New" or "Revised" License
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Optimizations for cross-cancer experiment scripts
#34
jjc2718
closed
4 years ago
0
Cross-cancer prediction experiments
#33
jjc2718
closed
4 years ago
1
Coefficient stability: gene dropout/pathway aggregation experiments
#32
jjc2718
opened
4 years ago
1
Model coefficient stability analysis
#31
jjc2718
closed
4 years ago
0
Remove relevant cancer type experiments + analysis
#30
jjc2718
closed
4 years ago
0
Add script to analyze coefficients of model fits
#29
jjc2718
closed
4 years ago
0
Faster recognition of experiments that have already run (or skipped)
#28
jjc2718
opened
4 years ago
0
Make it easier to run experiments for multiple random seeds
#27
jjc2718
closed
4 years ago
1
Cancer type classification experiments: train pan-cancer without X, test X
#26
jjc2718
closed
4 years ago
1
Make running experiments for multiple seeds easier
#25
jjc2718
closed
2 years ago
0
Separate data loading from model training + add model tests
#24
jjc2718
closed
4 years ago
0
Look into pan-cancer coefficients for cancer type
#23
jjc2718
opened
4 years ago
1
Fix cross-validation order bug
#22
jjc2718
closed
4 years ago
1
Analysis of held-out cancer type classification results
#21
jjc2718
closed
4 years ago
0
Stratified cross-validation experiments/visualizations
#20
jjc2718
closed
4 years ago
1
PCA of individual cancer types
#19
jjc2718
opened
4 years ago
0
Do highly mutated examples from explore_data script make sense?
#18
jjc2718
opened
4 years ago
0
Add script to do exploratory data analysis on TCGA data
#17
jjc2718
closed
4 years ago
1
Separate data loading and model training/evaluation
#16
jjc2718
closed
4 years ago
0
Add statistical testing to compare single-cancer and pan-cancer results
#15
jjc2718
opened
4 years ago
1
Refactor data loading code to load data once for multiple experiments
#14
jjc2718
closed
4 years ago
0
Save/load expression data as pickled dataframe instead of tsv file
#13
jjc2718
opened
4 years ago
0
Change gene_features bool array to use built-in Pandas annotations
#12
jjc2718
opened
4 years ago
0
Add general logging functionality
#11
jjc2718
opened
4 years ago
0
Subset gene features by MAD and clean up data preprocessing code
#10
jjc2718
closed
4 years ago
0
How many genes pass our imbalance filter?
#9
jjc2718
closed
4 years ago
0
Mutation burden prediction
#8
jjc2718
opened
4 years ago
0
Refactor classification script so data only gets loaded once
#7
jjc2718
closed
4 years ago
0
Add script to run pancancer classification experiments
#6
jjc2718
closed
4 years ago
1
Fix cancer type covariate when single cancer is held out
#5
jjc2718
closed
4 years ago
0
Cross-validation for imbalanced label case
#4
jjc2718
opened
4 years ago
2
Revisit file path configuration
#3
jjc2718
opened
4 years ago
0
Implement subsetting genes by MAD
#2
jjc2718
closed
4 years ago
1
Implement and test single-cancer cross-validation
#1
jjc2718
closed
4 years ago
1
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