List of Publications

2024

DeIsidroGomez2024

- AUTHOR = F.P. de Isidro-GĂłmez and J.L. Vilas and P. Losana and J.M. Carazo and C.O.S. Sorzano
- TITLE = A deep learning approach to the automatic detection of alignment errors in cryo-electron tomographic reconstructions
- JOURNAL = Journal of Structural Biology
- VOLUME = 216
- YEAR = 2024
- NUMBER = 1
- URL = https://www.sciencedirect.com/science/article/pii/S1047847723001193
- ISSN = 1047-8477
- DOI = https://doi.org/10.1016/j.jsb.2023.108056

2023

Strelak2023

- AUTHOR = StƙelĂĄk, David and MarchĂĄn, Daniel and Carazo, JosĂ© MarĂ­a and S. Sorzano, Carlos O.
- TITLE = Performance and Quality Comparison of Movie Alignment Software for Cryogenic Electron Microscopy
- JOURNAL = Micromachines
- VOLUME = 14
- YEAR = 2023
- NUMBER = 10
- ARTICLE-NUMBER = 1835
- URL = https://www.mdpi.com/2072-666X/14/10/1835
- ISSN = 2072-666X
- DOI = https://doi.org/10.3390/mi14101835

Fernandez-Gimenez2023a

- title = A new algorithm for particle weighted subtraction to eliminate signals from unwanted components in Single Particle Analysis
- journal = Journal of Structural Biology
- volume = 215
- number = 4
- year = 2023
- issn = 1047-8477
- doi = https://doi.org/10.1016/j.jsb.2023.108024
- url = https://www.sciencedirect.com/science/article/pii/S1047847723000874
- author = E. Fernåndez-Giménez, M. Martínez, R. Marabini, D. Strelak, R. Sånchez-García, J.M. Carazo and C.O.S. Sorzano

Fernandez-Gimenez2023b

- title = Local defocus estimation in Single Particle Analysis in Cryo-Electron Microscopy
- journal = Journal of Structural Biology
- volume = 215
- number = 4
- year = 2023
- issn = 1047-8477
- doi = https://doi.org/10.1016/j.jsb.2023.108030
- url = https://www.sciencedirect.com/science/article/pii/S104784772300093X
- author = E. Fernåndez-Giménez, J.M. Carazo and C.O.S. Sorzano

Vilas2023

- AUTHOR = Vilas JL and Tagare HD
- TITLE = A simple and intuitive measurement of directional resolution anisotropy of cryoEM maps
- JOURNAL = Nature Methods
- VOLUME = X
- YEAR = 2023
- NUMBER = X
- ARTICLE-NUMBER = in press
- URL = https://github.com/I2PC/xmipp/wiki/FSO^^Fourier-Shell-Occupancy

2021

sanchez2021deepemhancer

- title = DeepEMhancer: a deep learning solution for cryo-EM volume post-processing,
- author = Sanchez-Garcia, Ruben and Gomez-Blanco, Josue and Cuervo, Ana and Carazo, Jose Maria and Sorzano, Carlos Oscar S and Vargas, Javier,
- journal = Communications biology,
- volume = 4,
- number = 1,
- pages = 874,
- year = 2021,
- publisher = Nature Publishing Group UK London

fernandez2021cryo

- title =  Cryo-EM density maps adjustment for subtraction, consensus and sharpening,
- author =  Fernandez-Gimenez, E and Martinez, M and Sanchez-Garcia, R and Marabini, R and Ramirez-Aportela, E and Conesa, P and Carazo, JM and Sorzano, COS,
- journal =  Journal of Structural Biology,
- volume =  213,
- number =  4,
- pages =  107780,
- year =  2021,
- publisher =  Elsevier

Fernandez-Gimenez2021

- title = Cryo-EM density maps adjustment for subtraction consensus and sharpening
- journal = Journal of Structural Biology
- volume = 213
- number = 4
- year = 2021
- issn = 1047-8477
- doi = https://doi.org/10.1016/j.jsb.2021.107780
- url = https://www.sciencedirect.com/science/article/pii/S104784772100085X
- author = E. Fernåndez-Giménez and M. Martínez and R. Sånchez-García and R. Marabini and E. Ramírez-Aportela and P. Conesa and J.M. Carazo and C.O.S. Sorzano

Strelak2021

- AUTHOR = Strelak David and JimĂ©nez-Moreno Amaya and Vilas JosĂ© L. and RamĂ­rez-Aportela Erney and SĂĄnchez-GarcĂ­a Ruben and Maluenda David and Vargas Javier and Herreros David and FernĂĄndez-GimĂ©nez Estrella and de Isidro-GĂłmez Federico P. and Horacek Jan and Myska David and Horacek Martin and Conesa Pablo and Fonseca-Reyna Yunior C. and JimĂ©nez Jorge and MartĂ­nez Marta and Harastani Mohamad and Jonić Slavica and Filipovic Jiri and Marabini Roberto and Carazo JosĂ© M. and Sorzano Carlos O. S.
- TITLE = Advances in Xmipp for Cryo–Electron Microscopy: From Xmipp to Scipion
- JOURNAL = Molecules
- VOLUME = 26
- YEAR = 2021
- NUMBER = 20
- ARTICLE-NUMBER = 6224
- URL = https://www.mdpi.com/1420-3049/26/20/6224
- PubMedID = 34684805
- ISSN = 1420-3049
- DOI = https://doi.org/10.3390/molecules26206224

2020

strelak2020flexalign

- AUTHOR = StƙelĂĄk David and Filipovič Jiƙí and JimĂ©nez-Moreno Amaya and Carazo Jose MarĂ­a and SĂĄnchez Sorzano Carlos Óscar
- TITLE = FlexAlign: An Accurate and Fast Algorithm for Movie Alignment in Cryo-Electron Microscopy
- JOURNAL = Electronics
- VOLUME = 9
- YEAR = 2020
- NUMBER = 6
- ARTICLE-NUMBER = 1040
- URL = http://www.mdpi.com/2079-9292/9/6/1040
- ISSN = 2079-9292
- DOI = http://doi.org/10.3390/electronics9061040

2018

Vilas2018

- title = MonoRes: Automatic and Accurate Estimation of Local Resolution for Electron Microscopy Maps
- author = Vilas J. L. and et al
- year = 2018
- journal = Structure
- pages = 337-344
- volume = 26
- doi = 10.1016/j.str.2017.12.018
- url = http://doi.org/10.1016/j.str.2017.12.018

2016

Vilas2016

- title = Fast and automatic identification of particle tilt pairs based on Delaunay triangulation.
- author = Vilas J. L. and Navas J. and Gomez-Blanco J. and de la Rosa-Trevin J. M. and Melero and Peschiera I. and Ferlenghi. I and Cuenca J. and Marabini R. and Carazo J. M. and Vargas J. and Sorzano C. O. S.
- journal = Journal of Structural Biology
- year = 2016
- pages = 525-533
- volume = 196
- doi = http://dx.doi.org/10.1016/j.jsb.2016.10.007
- url = http://www.sciencedirect.com/science/article/pii/S104784771630212X

Sorzano2016

- title = StructMap: Elastic distance analysis of electron microscopy maps for studying conformational changes
- journal = Biophysical J.
- volume = 110
- number =
- pages = 1753-1765
- year = 2016
- note =
- issn =
- doi = http://doi.org/10.1016/j.bpj.2016.03.019
- url = http://doi.org/10.1016/j.bpj.2016.03.019
- author = C.O.S. Sorzano A.L. Álvarez-Cabrera M. Kazemi J.M. Carazo S. Jonic
- keywords =

2015

Sorzano2015

- author = Sorzano C. O. S. and Vargas J. and de la Rosa-Trevin  J. M. and Oton J. and Alvarez-Cabrera A. L. and Abrishami V. and Sesmero E. and Marabini R. and Carazo J. M.
- title = A Statistical approach to the initial volume problem in Single Particle Analysis by Electron Microscopy
- journal = J. Structural Biology
- year = 2015
- volume = 189
- pages = 213-219
- doi = http://dx.doi.org/10.1016/j.jsb.2015.01.009

Abrishami2015

- title = Alignment of direct detection device micrographs using a robust Optical Flow approach
- journal = Journal of Structural Biology
- volume = 189
- number = 3
- pages = 163 - 176
- year = 2015
- note =
- issn = 1047-8477
- doi = http://dx.doi.org/10.1016/j.jsb.2015.02.001
- url = http://www.sciencedirect.com/science/article/pii/S1047847715000313
- author = Vahid Abrishami and Javier Vargas and Xueming Li and Yifan Cheng and Roberto Marabini and Carlos Óscar SĂĄnchez Sorzano and JosĂ© MarĂ­a Carazo
- keywords = Direct detection devices
- keywords = Beam induced motion
- keywords = Single particle analysis
- keywords = Electron microscopy

Sorzano2015b

- title = Cryo-EM and the elucidation of new macromolecular structures: Random Conical Tilt revisited.
- author = Sorzano C O S. and Alcorlo M. and de la Rosa-TrevĂ­n J. M. and Melero R. and Foche I. and ZaldĂ­var-Peraza A. and del Cano L. and Vargas J. and Abrishami V. and OtĂłn J. and Marabini R. and Carazo J. M.
- journal = Scientific Reports
- year = 2015
- pages = 14290
- volume = 5
- doi = http://dx.doi.org/10.1038/srep14290
- url = http://dx.doi.org/10.1038/srep14290

2014

Vargas2014

- author = Vargas Javier and Álvarez-Cabrera Ana-Lucia and Marabini Roberto and Carazo Jose M. and Sorzano C. O. S.
- title = Efficient initial volume determination from electron microscopy images of single particles
- volume = 30
- number = 20
- pages = 2891-2898
- year = 2014
- doi = http://dx.doi.org/10.1093/bioinformatics/btu404
- abstract =Motivation: Structural information of macromolecular complexes provides key insights into the way they carry out their biological functions. The reconstruction process leading to the final 3D map requires an approximate initial model. Generation of an initial model is still an open and challenging problem in single-particle analysis.Results: We present a fast and efficient approach to obtain a reliable low-resolution estimation of the 3D structure of a macromolecule without any a priori knowledge addressing the well-known issue of initial volume estimation in the field of single-particle analysis. The input of the algorithm is a set of class average images obtained from individual projections of a biological object at random and unknown orientations by transmission electron microscopy micrographs. The proposed method is based on an initial non-lineal dimensionality reduction approach which allows to automatically selecting representative small sets of class average images capturing the most of the structural information of the particle under study. These reduced sets are then used to generate volumes from random orientation assignments. The best volume is determined from these guesses using a random sample consensus (RANSAC) approach. We have tested our proposed algorithm which we will term 3D-RANSAC with simulated and experimental data obtaining satisfactory results under the low signal-to-noise conditions typical of cryo-electron microscopy.Availability: The algorithm is freely available as part of the Xmipp 3.1 package [http://xmipp.cnb.csic.es].Contact: jvargas@cnb.csic.esSupplementary information: Supplementary data are available at Bioinformatics online.
- URL = http://bioinformatics.oxfordjournals.org/content/30/20/2891.abstract
- eprint = http://bioinformatics.oxfordjournals.org/content/30/20/2891.full.pdf+html
- journal = Bioinformatics

Sorzano2014

- title  = Outlier detection for single particle analysis in Electron Microscopy
- author  = Sorzano C. O. S. and Vargas J. and de la Rosa-TrevĂ­n J. M. and ZaldĂ­var-Peraza A. and OtĂłn J. and Abrishami V. and Foche I. and Marabini R. and Caffarena G. and Carazo J. M.
- journal = Proc. Intl. Work-Conference on Bioinformatics and Biomedical Engineering IWBBIO
- year = 2014
- pages = 950
- doi = http://biocomp.cnb.csic.es/-coss/Articulos/Sorzano2014.pdf

Jin2014

- title = Iterative Elastic 3D-to-2D Alignment Method Using Normal Modes for Studying Structural Dynamics of Large Macromolecular Complexes
- journal = Structure
- volume = 22
- pages = 1 - 11
- year = 2014
- doi = http://dx.doi.org/10.1016/j.str.2014.01.004
- url = http://www.ncbi.nlm.nih.gov/pubmed/24508340
- author = Jin Q. and Sorzano C. O. S. and de la Rosa-TrevĂ­n J. M. and Bilbao-Castro J. R. and NĂșñez-Ramirez R. and Llorca O. and Tama F. and Jonic S.
- keywords = Normal mode analysis NMA

Vargas2014a

- title = Particle alignment reliability in single particle electron cryomicroscopy: a general approach
- journal = Scientific reports
- volume =
- number =
- pages =
- year = 2014
- note =
- issn =
- doi = http://dx.doi.org/10.1038/srep21626
- url = http://dx.doi.org/10.1038/srep21626
- author = Vargas
- keywords = Validation

Marabini2014a

- title = CTF Challenge: Result summary
- journal = J. Structural Biology
- volume =
- number =
- pages =
- year = 2015
- note =
- issn =
- doi = http://doi.org/10.1016/j.jsb.2015.04.003
- url = http://doi.org/10.1016/j.jsb.2015.04.003
- author = Marabini
- keywords = Contrast transfer function

2013

Sorzano2013

- title = Semiautomatic High-Throughput High-Resolution Protocol for Three-Dimensional Reconstruction of Single Particles in Electron Microscopy
- booktitle = Nanoimaging
- year = 2013
- isbn = 978-1-62703-136-3
- volume = 950
- journal = Methods in Molecular Biology
- editor = Sousa Alioscka A. and Kruhlak Michael J.
- doi = http://dx.doi.org/10.1007/978-1-62703-137-0_11
- publisher = Humana Press
- keywords = Single particle analysis; Electron microscopy; Image processing; 3D reconstruction; Workflows
- author = Sorzano C.O.S. and de la Rosa-Trevín J.M. and Otón J. and Vega J.J. and Cuenca J. and Zaldívar-Peraza A. and Gómez-Blanco J. and Vargas J. and Quintana A. and Marabini Roberto and Carazo José María
- pages = 171-193

Vargas2013a

- author = Vargas J. and OtĂłn J. and Marabini R. and Jonic S. and de la
  Rosa-TrevĂ­n J. M. and et.al.
- title = FASTDEF: Fast defocus and astigmatism estimation for high-throughput
  transmission electron microscopy.
- journal = J. Structural Biology
- doi = http://dx.doi.org/10.1016/j.jsb.2012.12.006
- year = 2013
- volume = 181
- pages = 136^148
- number = 2
- month = Feb

Vargas2013b

- title = Particle quality assessment and sorting for automatic and semiautomatic particle-picking techniques
- journal = J. Structural Biology
- volume = 183
- number = 3
- pages = 342 - 353
- year = 2013
- note =
- issn = 1047-8477
- doi = http://dx.doi.org/10.1016/j.jsb.2013.07.015
- url = http://www.sciencedirect.com/science/article/pii/S1047847713001950
   - author = J. Vargas and V. Abrishami and R. Marabini and J.M. de la Rosa-TrevĂ­n and A. Zaldivar and J.M. Carazo and C.O.S. Sorzano
   - keywords = Electron microscopy Particle picking Machine learning Single particle analysis

Abrishami2013

- author = Abrishami V. and ZaldĂ­var-Peraza A. and de la Rosa-TrevĂ­n J. M. and Vargas J. and OtĂłn J. and Marabini R. and Shkolnisky Y. and Carazo J. M. and Sorzano C. O. S.
- title = A pattern matching approach to the automatic selection of particles from low-contrast electron micrographs
- volume = 29
- number = 19
- pages = 2460-2468
- year = 2013
- doi = http://dx.doi.org/10.1093/bioinformatics/btt429
- url = http://bioinformatics.oxfordjournals.org/content/29/19/2460.abstract
- journal = Bioinformatics

delaRosaTrevin2013

- title = Xmipp 3.0: An improved software suite for image processing in electron microscopy
- journal = JSB
- volume = 184
- number = 2
- pages = 321 - 328
- year = 2013
- issn = 1047-8477
- doi = http://dx.doi.org/10.1016/j.jsb.2013.09.015
- url = http://www.sciencedirect.com/science/article/pii/S1047847713002566
- author = de la Rosa-TrevĂ­n J.M.  and Oton J. and R. Marabini and A. ZaldĂ­var and J. Vargas and J.M. Carazo and Sorzano C.O.S.
- keywords = Electron microscopy Single particles analysis Image processing Software package

Nogales2013

- title=3DEM Loupe: analysis of macromolecular dynamics using structures from electron microscopy
- author=Nogales-Cadenas R. and Jonic S. and Tama F. and Arteni A. A. and Tabas-Madrid D. and V\'azquez M. and Pascual-Montano A. and Sorzano C. O. S.
- journal=Nucleic acids research
- year=2013
- publisher=Oxford Univ Press
- doi=http://dx.doi.org/10.1093/nar/gkt385

2010

Sorzano2010a

- title = A clustering approach to multireference alignment of single-particle projections in electron microscopy
- journal = Journal of Structural Biology
- volume = 171
- number = 2
- pages = 197 - 206
- year = 2010
- note =
- issn = 1047-8477
- doi = http://dx.doi.org/10.1016/j.jsb.2010.03.011
- url = http://www.sciencedirect.com/science/article/pii/S1047847710000882
- author = C.O.S. Sorzano and J.R. Bilbao-Castro and Y. Shkolnisky and M. Alcorlo and R. Melero and G. Caffarena-FernĂĄndez and M. Li and G. Xu and R. Marabini and J.M. Carazo
- keywords = Single-particle analysis 2D analysis Multireference analysis Electron microscopy

2009

Scheres2009b

- author = Scheres Sjors H W. and Carazo José María
- title = Introducing robustness to maximum-likelihood refinement of electron-microscopy
- data.
- journal = Acta Crystallogr D Biol Crystallogr
- year = 2009
- volume = 65
- pages = 672^678
- number = Pt 7
- month = Jul
- doi = http://dx.doi.org/10.1107/S0907444909012049
- url = http://dx.doi.org/10.1107/S0907444909012049
- keywords = Algorithms; Cryoelectron Microscopy; Escherichia coli chemistry;
Likelihood Functions; Models Molecular; Peptide Elongation Factor
G chemistry/ultrastructure; Protein Structure Tertiary

Scheres2009c

- author = Scheres Sjors H W. and Melero Roberto and Valle Mikel and Carazo José María
- title = Averaging of Electron Subtomograms and Random Conical Tilt Reconstructions through Likelihood Optimization
- journal = Structure
- year = 2009
- volume = 17
- pages = 1563^1572
- number = 12
- month = Dec
- doi = http://dx.doi.org/10.1016/j.str.2009.10.009

Sorzano2009d

- title = Effects of the downsampling scheme on three-dimensional electron microscopy of single particles
- journal = Proc. of IEEE Workshop on Intelligent Signal Processing
- pages = 175-179
- year = 2009
- note =
- issn = 978-1-4244-5059-6
- doi = http://dx.doi.org/10.1109/WISP.2009.5286563
- url = http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=5286563
- author = Sorzano C. O. S. and Iriarte-Ruiz A. and Marabini R. and Carazo J. M.
- keywords = Downsampling Single Particles Electron microscopy

2007

Sorzano2007a

- Title                    = Fast robust and accurate determination of transmission electron microscopy contrast transfer function
- Author                   = Sorzano C. O. S. and Jonic S. and N\'u\\-nez-Ram\'irez R. and Boisset N. and Carazo J. M.
- Journal                  = J. Structural Biology
- Year                     = 2007
- Pages                    = 249^262
- Volume                   = 160
- doi = http://dx.doi.org/10.1016/j.jsb.2007.08.013
- url = http://www.sciencedirect.com/science/article/pii/S104784770700202X

Scheres2007a

- author = Scheres Sjors H. W. and Haixiao Gao and Mikel Valle and Gabor T Herman and Paul P B Eggermont and et.al.
- title = Disentangling conformational states of macromolecules in 3D-EM through likelihood optimization.
- journal = Nature Methods
- year = 2007
- volume = 4
- pages = 27^29
- number = 1
- month = Jan
- doi = http://dx.doi.org/10.1038/nmeth992
- keywords = Antigens Polyomavirus Transforming; Escherichia coli; Image Processing   Computer-Assisted; Imaging Three-Dimensional; Likelihood Functions;   Microscopy Electron; Models Molecular; Protein Conformation; Ribosomes;   Sensitivity and Specificity; Simian virus 40

Scheres2007b

- author = Scheres Sjors H. W. and NĂșñez-RamĂ­rez Rafael and GĂłmez-Llorente
- Yacob and San MartĂ­n Carmen and Eggermont Paul P B. and Carazo
- José María
- title = Modeling experimental image formation for likelihood-based classification
- of electron microscopy data.
- journal = Structure
- year = 2007
- volume = 15
- pages = 1167^1177
- number = 10
- month = Oct
- doi = http://dx.doi.org/10.1016/j.str.2007.09.003
- url = http://dx.doi.org/10.1016/j.str.2007.09.003
- keywords = Algorithms; Antigens Polyomavirus Transforming chemistry/ultrastructure;
Archaeal Proteins chemistry/ultrastructure; Cryoelectron Microscopy
methods/statistics /&/ numerical data; DNA Helicases chemistry/ultrastructure;
Escherichia coli metabolism; Imaging Three-Dimensional; Likelihood
Functions; Models Molecular; Models Statistical; Protein Conformation;
Ribosomes chemistry/ultrastructure

2005

Scheres2005a

- title = Maximum-likelihood Multi-reference Refinement for Electron Microscopy Images       Journal=J. Mol. Biol.
- volume = 348
- number = 1
- pages = 139 - 149
- year = 2005
- issn = 0022-2836
- doi = http://dx.doi.org/10.1016/j.jmb.2005.02.031
- url = http://www.sciencedirect.com/science/article/pii/S0022283605001932
- author = Scheres Sjors H.W. and Valle Mikel and Rafael NĂșñez and Carlos O.S. Sorzano and Roberto Marabini and Gabor T. Herman and Jose-Maria Carazo
- keywords = maximum-likelihood multi-reference refinement single-particles 2D-alignment classification

Scheres2005b

-  author = Scheres Sjors H.W. and Valle Mikel and Carazo José-María
-  title = Fast maximum-likelihood refinement of electron microscopy   images.
-  journal = Bioinformatics
-  year = 2005
-  volume = 21 Suppl 2
-  pages = ii243–ii244
-  month = Sep
-  doi = http://dx.doi.org/10.1093/bioinformatics/bti1140
-  url = http://dx.doi.org/10.1093/bioinformatics/bti1140
-  keywords = Algorithms; Cryoelectron Microscopy methods; Image   Enhancement methods; Image Interpretation Computer-Assisted methods;   Imaging Three-Dimensional methods; Likelihood Functions;   Reproducibility of Results; Sensitivity and Specificity

Jonic2005

-  title = Spline-based image-to-volume registration for three-dimensional electron microscopy
-  journal = Ultramicroscopy
-  volume = 103
-  number = 4
-  pages = 303 - 317
-  year = 2005
-  issn = 0304-3991
-  doi = http://dx.doi.org/10.1016/j.ultramic.2005.02.002
-  url =   http://www.sciencedirect.com/science/article/pii/S0304399105000173
-  author = Jonic S. and C.O.S. Sorzano and P. Thevenaz and C. El-Bez   and S. De Carlo and M. Unser
-  keywords = 2D/3D registration Splines 3DEM Angular assignment

2004

Sorzano2004b

- title = A multiresolution approach to orientation assignment in 3D electron microscopy of single particles
- journal = JSB
- volume = 146
- number = 3
- pages = 381 - 392
- year = 2004
- note =
- issn = 1047-8477
- doi = http://dx.doi.org/10.1016/j.jsb.2004.01.006
- url = http://www.sciencedirect.com/science/article/pii/S1047847704000073
- author = Sorzano C.O.S. and S. Jonic and C. El-Bez and J.M. Carazo and S. De Carlo and P. Thevenaz and M. Unser

2002

PascualMontano2002

- title = Quantitative self-organizing maps for clustering electron tomograms
- journal = JSB
- volume = 138
- number = 1-2
- pages = 114 - 122
- year = 2002
- note =
- issn = 1047-8477
- doi = http://dx.doi.org/10.1016/S1047-8477(02)00008-4
- url = http://www.sciencedirect.com/science/article/pii/S1047847702000084
- author = Pascual-Montano A and K.A. Taylor and H. Winkler and R.D. Pascual-Marqui and J.-M. Carazo
- keywords = Classification Electron tomography Image processing Neural networks Self-organizing maps Probability density function Kernel functions Actin Myosin Muscle proteins

2001

PascualMontano2001

- title = A Novel Neural Network Technique for Analysis and Classification of \\EM\\ Single-Particle Images
- journal = JSB
- volume = 133
- number = 2 - 3
- pages = 233 - 245
- year = 2001
- issn = 1047-8477
- doi = http://dx.doi.org/10.1006/jsbi.2001.4369
- url = http://www.sciencedirect.com/science/article/pii/S1047847701943692
- author = Pascual-Montano A and L.E Donate and M Valle and M BĂĄrcena and R.D Pascual-Marqui and J.M Carazo
- keywords = classification cryo-EM image processing neural networks self-organizing maps probability density function kernel functions

2000

Pascual2000

- title = Mapping and fuzzy classification of macromolecular images using self-organizing neural networks
- journal = Ultramicroscopy
- volume = 84
- number = 1-2
- pages = 85 - 99
- year = 2000
- note =
- issn = 0304-3991
- doi = http://dx.doi.org/10.1016/S0304-3991(00)00022-X
- url = http://www.sciencedirect.com/science/article/pii/S030439910000022X
- author = Pascual-Montano A and Montserrat Bårcena and J.J Merelo and José-María Carazo
- keywords = Image processing Cluster analysis Neural networks Self-organizing maps Fuzzy logic