Matteo Sesia (@msesia)
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msesia

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Top repositories

1

deepknockoffs

Approximate knockoffs and model-free variable selection.
Python
49
star
2

conditional-conformal-pvalues

Conditional calibration of conformal p-values for outlier detection.
Python
33
star
3

arc

Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems
Python
31
star
4

knockoff-filter

A versatile interface to the knockoff methodology.
MATLAB
23
star
5

chr

Conformal Histogram Regression: efficient conformity scores for non-parametric regression problems
Python
20
star
6

knockoffgwas

A flexible tool for the multi-resolution localization of causal variants across the genome, accounting for population structure.
C++
14
star
7

cqr-comparison

A comparison of some conformal quantile regression methods.
Python
12
star
8

knockoffzoom

A flexible tool for the multi-resolution localization of causal variants across the genome
R
11
star
9

conformalized-sketching

A flexible conformal inference method for constructing confidence intervals for the frequencies of queried objects in a very large data set, based on the information contained in a much smaller sketch of those data.
Python
6
star
10

course-2023-collegio

Predictive uncertainty in machine learning with conformal inference
Jupyter Notebook
5
star
11

snpknock-python

Python package to generate knockoffs for hidden Markov models and genetic data.
Python
5
star
12

course-2023-ness

Jupyter Notebook
2
star
13

snpknock

R package to generate knockoffs for hidden Markov models and genetic data.
C++
2
star
14

conformal-label-noise

This repository implements conformal prediction methods for classification tasks that can automatically adapt to random label contamination in the calibration sample.
Python
2
star
15

i-modelx

Subgroup-selective knockoff filter
R
1
star
16

usc_dso522_fall2024

Jupyter Notebook
1
star
17

conformal_nout

R
1
star