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M. C. Koch

3 papers hereh-index 332 citations15 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • physics.geo-ph1
  • stat.AP1
  • stat.ME1

identity via Semantic Scholar / OpenAlex

works on
gaussian random fields 1hamiltonian monte carlo 1hierarchical bayesian inversion 1karhunen-loève expansion 1squared exponential kernel 1

From the 1 of 3 linked papers with an AI index.

collaborators

3 papers

stat.ME2026

Hierarchical Bayesian inversion using the Karhunen-Loève expansion with analytical eigenpairs of the squared exponential kernel

Tatsuya Shibata, Michael Conrad Koch, Kazunori Fujisawa

The paper presents a computationally efficient hierarchical Bayesian inversion method that uses an analytical Karhunen‑Loève expansion for Gaussian random fields with a squared exp…

physics.geo-ph2026

2.5-D Electrical Resistivity Forward Modelling with Undulating Topography using a Modified Half-Space Analytical Solution

Naveen K., Michael C. Koch, Kazunori Fujisawa +2

Field measurements for direct current (DC) resistivity imaging, used for subsurface profiling, are frequently conducted over undulating terrain. Accurately incorporating such topog…

stat.AP2024

Efficient Bayesian inversion for simultaneous estimation of geometry and spatial field using the Karhunen-Loève expansion

Tatsuya Shibata, Michael Conrad Koch, Iason Papaioannou +1

Detection of abrupt spatial changes in physical properties representing unique geometric features such as buried objects, cavities, and fractures is an important problem in geophys…

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