Amelia Villegas-Morcillo

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 9

Top Topics

Regression Model

Recurrent Neural Networks

Physicochemical Properties

Digital Signal Processing

Top Venues

IEEE ACM Trans. Comput. Biol. Bioinform.

Publications

Amelia Villegas-Morcillo, Louis Robinson, Arthur Flajolet, Thomas D. Barrett
ManyFold: an efficient and flexible library for training and validating protein folding models. Bioinform. 39 (1) (2023)
Chirag Raman, Alec Nonnemaker, Amelia Villegas-Morcillo, Hayley Hung, Marco Loog
Why Did This Model Forecast This Future? Information-Theoretic Saliency for Counterfactual Explanations of Probabilistic Regression Models. NeurIPS (2023)
Amelia Villegas-Morcillo, Angel M. Gomez, Victoria E. Sánchez
An analysis of protein language model embeddings for fold prediction. Briefings Bioinform. 23 (3) (2022)
Ángel M. Gómez, Victoria E. Sánchez, Antonio M. Peinado, Juan M. Martín-Doñas, Alejandro Gómez Alanís, Amelia Villegas-Morcillo, Eros Rosello, Manuel Chica, Celia García, Iván López-Espejo
Fusion of Classical Digital Signal Processing and Deep Learning methods (FTCAPPS). IberSPEECH (2022)
Amelia Villegas-Morcillo, Stavros Makrodimitris, Roeland C. H. J. van Ham, Angel M. Gomez, Victoria E. Sánchez, Marcel J. T. Reinders
Unsupervised protein embeddings outperform hand-crafted sequence and structure features at predicting molecular function. Bioinform. 37 (2) (2021)
Amelia Villegas-Morcillo, Angel M. Gomez, Juan Andres Morales-Cordovilla, Victoria E. Sánchez
Protein Fold Recognition From Sequences Using Convolutional and Recurrent Neural Networks. IEEE ACM Trans. Comput. Biol. Bioinform. 18 (6) (2021)
Amelia Villegas-Morcillo, Victoria E. Sánchez, Angel M. Gomez
FoldHSphere: deep hyperspherical embeddings for protein fold recognition. BMC Bioinform. 22 (1) (2021)
Francisco Gonzalez-Lopez, Juan Andres Morales-Cordovilla, Amelia Villegas-Morcillo, Angel M. Gomez, Victoria E. Sánchez
End-to-end prediction of protein-protein interaction based on embedding and recurrent neural networks. BIBM (2018)
Amelia Villegas-Morcillo, Juan Andres Morales-Cordovilla, Angel M. Gomez, Victoria E. Sánchez
Improved Protein Residue-Residue Contact Prediction Using Image Denoising Methods. EUSIPCO (2018)