Martin Royer

4 papers · 2017–2024 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

Jump to papers ↓

🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird

Venues

AISTATS (2) JMLR (1) NeurIPS (1)

Top co-authors

Frederic Chazal (3) Clément Levrard (2) Yuichi Ike (2) Yuhei Umeda (2) Mathieu Carrière (1) Theo Lacombe (1)

Research topics

Machine Learning (4) Core Methods (4) Data Science & Analytics (2) Mathematics & Optimization (2) Artificial Intelligence (1) Applications (1) Core AI (1) Mathematics (1) Methods (1) Optimization (1)

Keywords

topological data analysis (3) persistence diagram (2) semidefinite programming (1) anomaly detection (1) convex optimization (1) graph classification (1) non-asymptotic analysis (1) persistent homology (1) matrix estimation (1) dimension adaptation (1) clustering algorithm (1) high-dimensional data (1) neural network layer (1) dependence structure (1) heat kernel signature (1) partition recovery (1) measure vectorization (1) cluster separation (1) time series analysis (1) correlation change detection (1)

Papers

Topological Analysis for Detecting Anomalies in dependent sequences: application to Time Series JMLR 2024 ATOL: Measure Vectorization for Automatic Topologically-Oriented Learning AISTATS 2021 PersLay: A Neural Network Layer for Persistence Diagrams and New Graph Topological Signatures AISTATS 2020 Adaptive Clustering through Semidefinite Programming NeurIPS 2017