Name: Simon Orozco-Arias
Type: User
Company: Centre for research in agricultural Genomics (CRAG)
Bio: Bioinformatician, Interested in transposable element bioinformatics and Machine Learning in Genomics.
Twitter: SimonOrozcoA
Location: Barcelona, Spain
Simon Orozco-Arias's Projects
Co-ocurrence analysis algorithm
Scripts for genome assembly and TE annotation in D. melanogaster genomes
Graphical sequence alignment though High Performance Computing in the post-genomic era
Inpactor: Integrated and Parallel Analyzer and Classifier of LTR Retrotransposons for Large Genomes
Inpactor2: LTR retrotransposon detector and classificator using Deep Learning
Application of Machine Learning Approaches to detect and classify TEs
Here, we describe the comparison of the most used algorithms in classical ML and DL to classify carcinogenic tumors described on 11_tumor data base, obtaining accuracies between 76.97% and 100% for tumor identification. Our results bring up a more efficient an accurate classification method based on gene expression (microarray data) and ML/DL algorithms, which facilitates the prediction of the tumor type from a multiple cancer types scenario
Application of Machine Learning to Annotate Transposable Elements in Plants
ParaGrAl: Parallel graphic alignment of sequences. Addressing the comparison of sequences in the post-genomic era by high perfomance computing.
SENMAP: A Convolutional Neural Network Architecture for Curation of LTR-RT Libraries from Plant Genomes
Annotation helper tool for the manual curation of transposable element consensus sequences
TIP_finder: Transposable element Insertion Polymorphism Finder for huge genomic datasets
Genomic Object Detection: An Improved Approach for TE Detection and Classification using CNN