Author

Melina Estela

University of Eastern FinlandORCID 0000-0001-6466-9772Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Research Focus:clustering· 2 Organism:rat· 2 Approach:statistical model· 2 Approach:deep learning· 1 Research Focus:dimensionality reduction· 1 Organism:human· 1 Assay:imaging· 1

Frequent Co-Authors

Alejandra SierraiD· 2 shared Omar NarvaeziD· 2 shared Raimo A. SaloiD· 2 shared Daniel TopgaardiD· 1 shared Ekaterina PaasoneniD· 1 shared Frederik Bernd LauniD· 1 shared Isabel San Martín MolinaiD· 1 shared Jenni KyyriäineniD· 1 shared

Activity by Year

2026-2026 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 35 mutual co-author links

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2 shared papersNeuroscience

Alejandra SierraORCID

Mutual co-authors in cluster

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2 papers

Recent·Most cited

NeuroscienceBrain Structure and FunctionPeer-reviewedSep 26, 2026

Autoencoders for unsupervised analysis of rat myeloarchitecture

Melina Estela, Raimo A. Salo, Isabel San Martín Molina…·Alejandra Sierra

This study uses unsupervised deep learning to analyze rat brain histology, revealing tissue organization and detecting pathological changes without manual annotations.

DOI 10.1007/s00429-026-03166-w

ratspatial transcriptomics

𝕏 PostBluesky

NeuroscienceFrontiers in NeurosciencePeer-reviewedMar 11, 2026

Data-driven classification of tissue water populations by massively multidimensional diffusion-relaxation correlation MRI

Omar Narvaez, Maxime Yon, Raimo A. Salo…·Alejandra Sierra

This paper uses unsupervised clustering on diffusion-relaxation MRI data to classify tissue water populations in rat and human brains, revealing more complex tissue structures than traditional methods.

2 citationstop 3%

rathuman

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