Lenon Minorics

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 14

Top Topics

Causal Structure

Anomaly Detection

Root Cause Analysis

Feature Relevance

Top Venues

Publications

Dominik Janzing, Patrick Blöbaum, Atalanti-Anastasia Mastakouri, Philipp Michael Faller, Lenon Minorics, Kailash Budhathoki
Quantifying intrinsic causal contributions via structure preserving interventions. AISTATS (2024)
Muhammad Faaiz Taufiq, Patrick Blöbaum, Lenon Minorics
Manifold Restricted Interventional Shapley Values. CoRR (2023)
Mononito Goswami, Cristian I. Challu, Laurent Callot, Lenon Minorics, Andrey Kan
Unsupervised Model Selection for Time Series Anomaly Detection. ICLR (2023)
Muhammad Faaiz Taufiq, Patrick Blöbaum, Lenon Minorics
Manifold Restricted Interventional Shapley Values. AISTATS (2023)
Kailash Budhathoki, Lenon Minorics, Patrick Blöbaum, Dominik Janzing
Causal structure-based root cause analysis of outliers. ICML (2022)
Lenon Minorics, Ali Caner Türkmen, David Kernert, Patrick Blöbaum, Laurent Callot, Dominik Janzing
Testing Granger Non-Causality in Panels with Cross-Sectional Dependencies. AISTATS (2022)
Leena Chennuru Vankadara, Philipp Michael Faller, Michaela Hardt, Lenon Minorics, Debarghya Ghoshdastidar, Dominik Janzing
Causal forecasting: generalization bounds for autoregressive models. UAI (2022)
You-Lin Chen, Lenon Minorics, Dominik Janzing
Correcting Confounding via Random Selection of Background Variables. CoRR (2022)
Mononito Goswami, Cristian Challu, Laurent Callot, Lenon Minorics, Andrey Kan
Unsupervised Model Selection for Time-series Anomaly Detection. CoRR (2022)
Leena Chennuru Vankadara, Philipp Michael Faller, Lenon Minorics, Debarghya Ghoshdastidar, Dominik Janzing
Causal Forecasting: Generalization Bounds for Autoregressive Models. CoRR (2021)
Dominik Janzing, Lenon Minorics, Patrick Blöbaum
Feature relevance quantification in explainable AI: A causal problem. AISTATS (2020)
Dominik Janzing, Patrick Blöbaum, Lenon Minorics
Quantifying causal contribution via structure preserving interventions. CoRR (2020)
Dominik Janzing, Lenon Minorics, Patrick Blöbaum
Feature relevance quantification in explainable AI: A causality problem. CoRR (2019)
Dominik Janzing, Kailash Budhathoki, Lenon Minorics, Patrick Blöbaum
Causal structure based root cause analysis of outliers. CoRR (2019)