Multidimensional classifiers for neuroanatomical data

Fernandez Gonzalez, Pablo and Larrañaga Mugica, Pedro Maria and Bielza Lozoya, Maria Concepcion (2015). Multidimensional classifiers for neuroanatomical data. In: "ICML Workshop on Statistics, Machine Learning and Neuroscience (Stamlins 2015)", 8 Jul 2015, Lille, Francia. pp..

Description

Title: Multidimensional classifiers for neuroanatomical data
Author/s:
  • Fernandez Gonzalez, Pablo
  • Larrañaga Mugica, Pedro Maria
  • Bielza Lozoya, Maria Concepcion
Item Type: Presentation at Congress or Conference (Unspecified)
Event Title: ICML Workshop on Statistics, Machine Learning and Neuroscience (Stamlins 2015)
Event Dates: 8 Jul 2015
Event Location: Lille, Francia
Date: 2015
Subjects:
Faculty: E.T.S. de Ingenieros Informáticos (UPM)
Department: Inteligencia Artificial
Creative Commons Licenses: Recognition - No derivative works - Non commercial

Full text

[img]
Preview
PDF - Requires a PDF viewer, such as GSview, Xpdf or Adobe Acrobat Reader
Download (240kB) | Preview

Abstract

dimensional classification. It introduces a novel classifier, the class bridge decomposable multidimensional Gaussian classifier (CB-MGC) within the application of multiple state-of-the-art machine learning techniques to the Neuromorpho dataset. We formulate a supervised classification problem for predicting specie, gender, level one cell type, level two cell type, development stage and area of the neocortex based of a set of morphological features extracted from a neuron. Additionally, we show a performance comparative between the different classifiers and discuss its results.

Funding Projects

TypeCodeAcronymLeaderTitle
Government of SpainTIN2013-41592-PBES-2014-068637Universidad Politécnica de MadridUnspecified
Madrid Regional GovernmentS2013/ICE-2845CASI-CAMUnspecifiedConceptos y Aplicaciones de los Sistemas Inteligentes
Government of SpainC080020-09UnspecifiedUniversidad Politécnica de MadridCajal Blue Brain

More information

Item ID: 42140
DC Identifier: http://oa.upm.es/42140/
OAI Identifier: oai:oa.upm.es:42140
Official URL: https://sites.google.com/site/stamlins2015/system/app/pages/search?scope=search-site&q=+Multidimensional+classifiers+for+neuroanatomical+data+
Deposited by: Memoria Investigacion
Deposited on: 11 Jan 2017 11:23
Last Modified: 11 Jan 2017 11:23
  • Logo InvestigaM (UPM)
  • Logo GEOUP4
  • Logo Open Access
  • Open Access
  • Logo Sherpa/Romeo
    Check whether the anglo-saxon journal in which you have published an article allows you to also publish it under open access.
  • Logo Dulcinea
    Check whether the spanish journal in which you have published an article allows you to also publish it under open access.
  • Logo de Recolecta
  • Logo del Observatorio I+D+i UPM
  • Logo de OpenCourseWare UPM