Min Li

Quilting the Brain: Whole-Brain iEEG Reconstruction via Incomplete Observation Linear Mixed Models

This paper introduces a statistical framework to reconstruct whole-brain iEEG activity from sparse, non-overlapping recordings, validated on multi-center data to recover known electrophysiological signatures.

A Unified Form of Batch Harmonization Equation for Normative Modeling: A Location Scale Framework

This paper introduces a unified framework for batch harmonization in normative modeling, showing how existing methods can be expressed as special cases of a single location-scale equation.

Generalized Normative Modeling: A One-Step Hierarchical Kernel Framework for Multi-Site Brain Charts with Self-Correcting Z-Scores

This paper introduces GNM, a hierarchical framework for multi-site brain normative modeling that produces site-invariant z-scores and preserves age-related signals better than existing methods.

The influence of nonlinear resonance on human cortical oscillations

This paper introduces BiSCA to detect nonlinearity in EEG data and finds that narrowband oscillations like Alpha and Mu rhythms exhibit significant nonlinear behavior, while broadband activity is linear and Gaussian.

Aperiodic and Periodic EEG Component Lifespan Trajectories: Monotonic Decrease versus Growth-then-Decline

The paper analyzes EEG data from a large cohort to show aperiodic neural activity decreases monotonically with age, while periodic activity increases then decreases, mapping to distinct biological processes.

Harmonized-Multinational qEEG Norms (HarMNqEEG)

This paper develops multinational qEEG norms using Hermitian Riemannian methods, showing improved diagnostic accuracy for brain dysfunction and providing harmonization tools.