15 citations · 17 across the 7 of their papers we have counts for
7 papers
Towards Foundation Models for Consensus Rank Aggregation
Yijun Jin, Simon Klüttermann, Chiara Balestra +1
Aggregating a consensus ranking from multiple input rankings is a fundamental problem with applications in recommendation systems, search engines, job recruitment, and elections. D…
Ranking evaluation metrics from a group-theoretic perspective
Chiara Balestra, Andreas Mayr, Emmanuel Müller
Confronted with the challenge of identifying the most suitable metric to validate the merits of newly proposed models, the decision-making process is anything but straightforward.…
On the Consistency and Robustness of Saliency Explanations for Time Series Classification
Chiara Balestra, Bin Li, Emmanuel Müller
Interpretable machine learning and explainable artificial intelligence have become essential in many applications. The trade-off between interpretability and model performance is t…
Redundancy-aware unsupervised rankings for collections of gene sets
Chiara Balestra, Carlo Maj, Emmanuel Müller +1
The biological roles of gene sets are used to group them into collections. These collections are often characterized by being high-dimensional, overlapping, and redundant families…
Redundancy-aware unsupervised ranking based on game theory -- application to gene enrichment analysis
Chiara Balestra, Carlo Maj, Emmanuel Mueller +1
Gene set collections are a common ground to study the enrichment of genes for specific phenotypic traits. Gene set enrichment analysis aims to identify genes that are over-represen…
Unsupervised Features Ranking via Coalitional Game Theory for Categorical Data
Chiara Balestra, Florian Huber, Andreas Mayr +1
Not all real-world data are labeled, and when labels are not available, it is often costly to obtain them. Moreover, as many algorithms suffer from the curse of dimensionality, red…
Multistability in lossy power grids and oscillator networks
Chiara Balestra, Franz Kaiser, Debsankha Manik +1
The stable operation of the electric power grid relies on a precisely synchronized state of all generators and machines. All machines rotate at exactly the same frequency with fixe…