ReviewComputational and mathematical methods in medicine2013
Examining similarity structure: multidimensional scaling and related approaches in neuroimaging.
Review in Computational and mathematical methods in medicine, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Multidimensional correlation magnetic resonance imaging in low- and middle-income countries: opportunities and barriers to equitable deployment.Frontiers in public health · 2026Review
- A bibliometric analysis of malignant pleural mesothelioma from 2010 to 2023.Journal of thoracic disease · 2025Article
- Beyond Choice: Affective Representations of Economic and Moral Decisions.Behavioral sciences (Basel, Switzerland) · 2025Article
- Neural Representations of Emotions in Visual, Auditory, and Modality-Independent Regions Reflect Idiosyncratic Conceptual Knowledge.Human brain mapping · 2024Article
- Testing the bipolar assumption of Singer-Loomis Type Deployment Inventory for Korean adults using classification and multidimensional scaling.Frontiers in psychology · 2023Article
- The Neural Representations of Emotional Experiences Are More Similar Than Those of Neutral Experiences.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2022Article
- Construction of embedded fMRI resting-state functional connectivity networks using manifold learning.Cognitive neurodynamics · 2021Article
- Pharmacogenomic network analysis of the gene-drug interaction landscape underlying drug disposition.Computational and structural biotechnology journal · 2020Article
- Classifying and characterizing nicotine use disorder with high accuracy using machine learning and resting-state fMRI.Addiction biology · 2019Article
- Neuronal Correlates of Cognitive Control during Gaming Revealed by Near-Infrared Spectroscopy.PloS one · 2015Article
- Representations of modality-specific affective processing for visual and auditory stimuli derived from functional magnetic resonance imaging data.Human brain mapping · 2014Article
- Identification of neural connectivity signatures of autism using machine learning.Frontiers in human neuroscience · 2013Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This paper covers similarity analyses, a subset of multivariate pattern analysis techniques that are based on similarity spaces defined by multivariate patterns. These techniques offer several advantages and complement other methods for brain data analyses, as they allow for comparison of representational structure across individuals, brain regions, and data acquisition methods. Particular attention is paid to multidimensional scaling and related approaches that yield spatial representations or provide methods for characterizing individual differences. We highlight unique contributions of these methods by reviewing recent applications to functional magnetic resonance imaging data and emphasize areas of caution in applying and interpreting similarity analysis methods.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.