Usuario:Daria.chizhik

De Grupo de Inteligencia Computacional (GIC)

Darya Chyzhyk

“Little by little, one travels far”. ― J.R.R. Tolkien.

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Google Scholar

Personal data

PhD Student
Thesis title: Estudio de técnicas de análisis de imagen con aplicación a la morfometría cerebral
Thesis advisor: Manuel Graña

Contact data

  • E-mail: darya.chyzhyk@ehu.es
  • Phone number: 0034 943 01 8047
  • Address:
    • Darya Chyzhyk
    • Computational Intelligence Group
    • Computer Science Faculty - Lab. 307
    • University Of The Basque Country (UPV/EHU)
    • Paseo Manuel Lardizabal 1 - CP: 20018 Donostia-San Sebastián (GUIPUZCOA) - Spain

Reseach Areas

Medical Image Analysis, Machine learning and Image Processing.

Publicaciones

Publicaciones internas

2013

Darya Chyzhyk and Manuel Graña
Results on a Lattice Computing Based Group Analysis of Schizophrenic Patients on Resting State fMRI
J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 131--139. Springer, Heidelberg (2013)
ISBN
M. Termenon, D. Chyzhyk, M. Graña, A. Barros-Loscertales, and C. Avila
Cocaine Dependent Classification on MRI Data Extracting Features from Voxel Based Morphometry
J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 140--148. Springer, Heidelberg (2013)
ISBN
Darya Chyzhyk, Borja Ayerdi, Josu Maiora
Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation
Pattern Recognition Letters (in press), 2013
DOI: 10.1016/j.patrec.2013.03.024
JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI)
Darya Chyzhyk, Manuel Graña
Bootstrapped Dendritic Classifiers in MRI analysis for Alzheimer’s Disease recognition
KES, chapter

2012

Gerhard X. Ritter, Darya Chyzhyk, Gonzalo Urcid, Manuel Graña
A Novel Lattice Associative Memory Based on Dendritic Computing" draft
Hybrid Artificial Intelligent Systems (HAIS 2012): Special Session on Hybrid Computational Intelligence and Lattice computing for image and signal processing, Salamanca, Spain. March 28-30, 2012. Slides
Published in: HAIS'2012 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II, pp. 491-502, 2012. LNCS 7209
ISBN: 978-3-642-28930-9
Darya Chyzhyk, Alexandre Savio and Manuel Graña
Evolutionary ELM wrapper feature selection for Alzheimer's disease CAD on anatomical brain MRI,
ELM 2012, Singapore, 11-13 December 2012
Neurocomputing (in press)
Darya Chyzhyk
Bootstrapped Dendritic Classifiers for Alzheimer’s Disease classification on MRI features
Advances in Knowledge-Based and Intelligent Information and Engineering Systems.
Frontiers in Artificial Intelligence and Applications (FAIA) series, Vol. 243, pages 2251 - 2258, 2012.
Eds: Manuel Graña, Carlos Toro, Jorge Posada, Robert J. Howlett and Lakhmi C. Jain.
Manuel Graña, Darya Chyzhyk
Hybrid multivariate morphology using lattice auto-associative memories for resting-state fMRI network discovery
HIS 2012, Pune India, 4-7 december 2012 slides
Published in: Hybrid Intelligent Systems (HIS), 2012 12th International Conference on, 537-542, IEEE 2012
DOI: 10.1109/HIS.2012.6421391
Print ISBN: 978-1-4673-5114-0

2011

Darya Chyzhyk, Manuel Graña, Alexandre Savio, Josu Maiora
Hybrid Dendritic Computing with Kernel-LICA applied to Alzheimer’s Disease detection in MRI. PDF
Neurocomputing, 2012, Volumen 75, issue 1, pp. 72-77
doi:10.1016/j.neucom.2011.02.024
ISSN 0925-2312
ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440
Darya Chyzhyk, Ann K. Shinn, and Manuel Graña
Exploration of LICA Detections in Resting State fMRI. draft
4th. International work-Conference on the Interplay between Natural and Artificial Computation (IWINAC 2011), La Palma, Canary Islands, Spain. 30 May - 3 June, 2011.
Published in: IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II, pp.104-111,
ISBN: 978-3-642-21325-0
Darya Chyzhyk, Manuel Graña
Optimal Hyperbox shrinking in Dendritic Computing applied to Alzheimer’s Disease detection in MRI. draft. slides.
Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2011), Salamanca, Spain. 6-8th April, 2011.
Advances in Intelligent and Soft Computing, 2011, Volume 87/2011, 543-550, DOI: 10.1007/978-3-642-19644-7_57
Editors: Emilio Corchado, Václav Snášel, Javier Sedano, Aboul Ella Hassanien, José Luis Calvo, Dominik Sle¸zak
Publisher: Springer Berlin / Heidelberg
ISBN: 978-3-642-19643-0

2010

Darya Chyzhyk, Maite Termenon, and Alexandre Savio
A Comparison of VBM results by SPM, ICA and LICA.
Hybrid Artificial Intelligent Systems, Part II, Emilio S. Corchado Rodriguez; Manuel Grana Romay; Alexandre Manhaes Savio (Eds.), (LNCS/LNAI) Vol. 6077, Springer-Verlag Berlin Heidelberg, 2010, pp. 429 - 435 Vol. 2
ISBN 978-3-642-13802-7
Manuel Graña, Darya Chyzhyk, Maite García-Sebastián, Carmen Hernández
Lattice Independent Component Analysis for functional Magnetic Resonance Imaging DRAFT
Information Sciences 181, issue 10, 2011, pp. 1910-1928
Impact factor JCR (2008): 3.095 (2009) 3.291
DOI
Alexandre Savio; Maria T Garcia-Sebastian; Darya Chyzhyk; Carmen Hernandez; Manuel Graña; Andone Sistiaga; Adolfo Lopez de Munain; Jorge Villanua
Neurocognitive disorder detection based on Feature Vectors extracted from VBM analysis of structural MRI
Computers in Biology and Medicine 41 (2011), pp. 600-610 DOI
ISI Impact JCR (2009) 1.269 (2010) 1.112
Alexandre Savio, Maite García-Sebastián, Andone Sistiaga, Darya Chyzhyk, Esther Fernández, Fermín Moreno, Elsa Fernández, Manuel Graña, Jorge Villanúa, Adolfo López de Munain
Machine Learning Approach for Myotonic Dystrophy Diagnostic Support from MRI
in Juan M. Górriz, Elmar W. Lang and Javier Ramírez (Eds), Recent Advances in Biomedical Signal Processing, 93 - 101
2010 Bentham Science Publishers
Chyzhyk, D. and Savio, A.
Feature extraction from structural MRI images based on VBM: data from OASIS database
Technical Report GIC-UPV-EHU-RR-2010-10-14, Grupo de Inteligencia Computacional UPV/EHU, 2010

2009

Darya Chyzhyk
Inferencia en FSL para morfometria basada en vóxel (voxel base morphometry).
III Jornada de Inteligencia Computacional, JIC’09. Servicio editorial de la UPV/EHU, 2009. ISBN 978-84-9860-320-0


Activities

Reviews

  • Neurocomputing 2012
  • Journal of Mathematical Imaging and Vision
  • HAIS 2010
  • An International Journal on Multi-Sensor, Multi-Source Information Fusion
  • Pattern Recognition Letters
  • Neurocomputing 2013

Organizer

  • Local organizing committee member of the 5th International Conference on Hybrid Artificial Intelligence Systems – HAIS 2010 in San Sebastian (Spain), 23-25 de Junio, 2010.
  • Programme committee member of the Third International Conference on Computational Aspects of Social Networks (CASoN 2011), October 19-21, 2011 in Salamanca, Spain.
  • Programme committee member of the Seventh International Conference on Next Generation Web Services Practices (NWeSP 2011), October 19-21, 2011 in Salamanca, Spain.
  • Programme committee member of the Third World Congress on Nature and Biologically Inspired Computing (NaBIC 2011), October 19-21, 2011 in Salamanca, Spain.
  • Programme committee member of the 7th International Conference on Hybrid Artificial Intelligence Systems – HAIS 2012 (HAIS 2012), March 28-30, 2012 in Salamanca, Spain.
  • Programme committee member of the Fourth World Congress on Nature and Biologically Inspired Computing – (NaBIC 2012) November 05-09, 2012, Mexico City, Mexico.
  • Programme committee member of the Fourth International Conference on Computational Aspects of Social Networks – (CASoN 2012) November 21-23, 2012, São Carlos, Brazil.
  • Programme committee member of the Eighth International Conference on Next Generation Web Services Practices – (NWeSP 2012) November 21-23, 2012, São Carlos, Brazil.
  • Programme committee member of the First World Congress on Information and Communication Technologies – (WICT 2012) October 30-November 02, 2012, Trivandrum, India.
  • Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems – (KES 2012) 10, 11 & 12 September 2012, San Sebastian, Spain.
  • Programme committee member of the Special issue of Control and Cybernetics after CISIS 2012 (special session on Intelligent Network Security and Survivability) CISIS, December 2012.
  • KES 2013
  • HAIS 2013

Internship

  • University of Florida.
Department of Computer &Information Science & Engineering
Responsable investigator: Professor Gerhard X. Ritter
September 15th – December 15th, 2011
  • Radboud University
Machine Learning Group, Intelligent Systems Institute for Computing and Information Sciences (iCIS) Faculty of Science
Responsable investigator: Professor Tom Heskes
1st of November 2012 – 30th of January 2013

Research projects participation

  • Project Title: Computational Intelligence techniques for brain imaging and the neurosciences
    • Organism: University of Basque Country
    • Reference: MICINN Project, TIN2011-23823
    • Principal Investigator: Prof. Manuel Graña Romay
    • Date: 2011 – 2013.

Courses

  • FSL & FreeSurfer Course 2010
Heidelberg, Germany
31 May - 4 June 2010
  • Course on Statistical Parametric Mapping (SPM)
Zurich, Switzerland
16-18 February 2011
  • International Summer Course on Medical Imaging using Bio-inspired and Soft Computing (MIBISOC)
European Centre of Soft Computing, Mieres, Spain
4-8 July 2011

Semana de la ciencia

  • IX Semana de la Ciencia 2009, Stand: Las conexiones de tu cerebro
  • X Semana de la Ciencia 2010, Stand: Mundo virtual
  • XII Semana de la Ciencia 2012, Stand: Las conexiones de tu cerebro

Congress of interest

  • HAIS 2012, Salamanca, Spain, March 28th-30th, 2012.

http://hais.usal.es/

  • ISBI 2012, 2-5 May, Barcelona, Spain.

http://www.biomedicalimaging.org/index.php/authors/call-for-papers

  • ESANN 2012, Bruges, Belgium, 25 to 27 April 2012 - 20th anniversary !

http://www.esann.org/

  • Neuroinformatics 2012, Munich, Germany, September 10-12

http://www.neuroinformatics2012.org/ deadline February - April, 2012

  • MICCAI 2013

16th International Conference on Medical Image Computing and Computer-Assisted Intervention 21 September 2013 - 26 September 2013 Nagoya, Japan http://www.miccai.org/

|ISBI

  • ICIP

20th IEEE International Conference on Image Processing ICIP 16 September 2013 - 18 September 2013 Melbourne, VIC, Australia

Images

Data base

  • Alzheimer's disease, OASIS
  • Schizophrenia
  • Cocainomania
  • Schizophrenia NAMIC

2012 Neuroimage Sample

Soft

Grants

Estado burocrático de la tesis

Director - Manuel Graña Romay
beca concedida desde agosto 2009
Diploma de Estudios Avanzados en Inteligencia Computacional (DEA), 9 de febrero de 2010

subsección

Friday sessions

Friday sessions

tareas pendientes

1 -Reformato de imagenes[1], funcionales, fMRI

  • coger imágenes del administrador de archivos de la cuenta de visitantes del groupware.
  • usar MRIcron[2] para pasar de formato DICOM a NIfTI (imagen final 4D)
  • ¿Existe una imagen estructural(MRI (T1))? Si existe convertirla en formato NIfTI (imagen final 3D)
  • Comprobar que se puede trabajar con el SPM5[3] y las imágenes NIfTI que hemos generado.

2 -Crear una variable en Matlab que contenga todas las imágenes de fMRI para aplicar nuestros algoritmos de análisis.

  • Funciones a utilizar (dicominfo y dicomread)


Doubt

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