Evaluation of Classification Criteria in the 4M Method Applied to Ordinary Chondrites

In 2019, our group introduced a new method for the classification of ordinary chondrites based on Mössbauer spectroscopy results. In 2026, this method was further developed. In the original version, the classification criterion was the level of similarity determined on the basis of the Mahalanobis distance, whereas in the updated version a Bayesian approach based on maximum a posteriori probability was proposed. The aim of the study is to evaluate the effectiveness of the new approach used in the revised 4M method, with particular emphasis on the role of a priori probability in the classification procedure. Three classification variants were compared.

Authors

Institutions

Publication Details

Journal
Acta Physica Polonica A
Published
2026-10-29
DOI
https://doi.org/10.12693/aphyspola.150.s20
Primary Topic
Astro and Planetary Science
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Evaluation of Classification Criteria in the 4M Method Applied to Ordinary Chondrites

Jolanta Gałązka-Friedman, Marek Woźniak, Martyna Jakubowska, Krzysztof Szopa et al.
2 links
Acta Physica Polonica A
Astro and Planetary Science
article

Evaluation of Classification Criteria in the 4M Method Applied to Ordinary Chondrites

Jolanta Gałązka-Friedman, Marek Woźniak, Martyna Jakubowska, Krzysztof Szopa, A. Grabias, K. Brzózka
article en

Abstract

In 2019, our group introduced a new method for the classification of ordinary chondrites based on Mössbauer spectroscopy results. In 2026, this method was further developed. In the original version, the classification criterion was the level of similarity determined on the basis of the Mahalanobis distance, whereas in the updated version a Bayesian approach based on maximum a posteriori probability was proposed. The aim of the study is to evaluate the effectiveness of the new approach used in the revised 4M method, with particular emphasis on the role of a priori probability in the classification procedure. Three classification variants were compared.

Acta Physica Polonica AVol. 150(1-3)
Warsaw University of Technology (PL), Kazimierz Pułaski University of Technology and Humanities in Radom (PL), Łukasiewicz Research Network - Institute of Microelectronics and Photonics (PL), University of Warsaw (PL), University of Silesia in Katowice (PL)
Openalex Percentile: Top 15%
Astro and Planetary Science
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon