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List of works by Olga Vitek

A Bayesian Active Learning Experimental Design for Inferring Signaling Networks

scientific article published on 21 June 2018

ABRF Proteome Informatics Research Group (iPRG) 2015 Study: Detection of Differentially Abundant Proteins in Label-Free Quantitative LC-MS/MS Experiments

scientific article published on 19 December 2016

Do-calculus enables estimation of causal effects in partially observed biomolecular pathways

scientific article published on 14 April 2022

From Correlation to Causality: Statistical Approaches to Learning Regulatory Relationships in Large-Scale Biomolecular Investigations

scientific article published on 5 January 2016

Getting started in computational mass spectrometry-based proteomics

scientific article (publication date: May 2009)

Integrating Markov processes with structural causal modeling enables counterfactual inference in complex systems ⬇️

Leading a statistical bioinformatics lab: it's all about finding balance. Interview with Olga Vitek

scientific article

Leveraging Structured Biological Knowledge for Counterfactual Inference: A Case Study of Viral Pathogenesis

scientific article published on 26 January 2021

Leveraging Structured Biological Knowledge for Counterfactual Inference: a Case Study of Viral Pathogenesis ⬇️

preprint published on 14 January 2021

MSstatsQC 2.0: R/Bioconductor Package for Statistical Quality Control of Mass Spectrometry-Based Proteomics Experiments

scientific article published on 14 December 2018

MSstatsQC: Longitudinal System Suitability Monitoring and Quality Control for Targeted Proteomic Experiments

scientific article published on 8 May 2017

MassIVE.quant: a community resource of quantitative mass spectrometry-based proteomics datasets

scientific article published on 14 September 2020

Statistical design of experiments as a tool in mass spectrometry

scientific article published on 01 May 2005

Statistical design of quantitative mass spectrometry-based proteomic experiments

scientific article published on May 2009

System-Wide Quantitative Proteomics of the Metabolic Syndrome in Mice: Genotypic and Dietary Effects.

scientific article published on 12 December 2016

matter: an R package for rapid prototyping with larger-than-memory datasets on disk

scientific article published on 15 June 2017

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