26 citations · 45 across the 12 of their papers we have counts for
15 papers
Efficient Chromosome Parallelization for Precision Medicine Genomic Workflows
Daniel Mas Montserrat, Ray Verma, Míriam Barrabés +3
Large-scale genomic workflows used in precision medicine can process datasets spanning tens to hundreds of gigabytes per sample, leading to high memory spikes, intensive disk I/O,…
A Tsallis-Entropy Lens on Genetic Variation
Margarita Geleta, Daniel Mas Montserrat, Alexander G. Ioannidis
We introduce an information-theoretic generalization of the fixation statistic, the Tsallis-order F-statistic, , which measures the fraction of Tsallis -entropy lost wi…
iLTM: Integrated Large Tabular Model
David Bonet, Marçal Comajoan Cara, Alvaro Calafell +2
Tabular data underpins decisions across science, industry, and public services. Despite rapid progress, advances in deep learning have not fully carried over to the tabular domain,…
Feature Shift Localization Network
Míriam Barrabés, Daniel Mas Montserrat, Kapal Dev +1
Feature shifts between data sources are present in many applications involving healthcare, biomedical, socioeconomic, financial, survey, and multi-sensor data, among others, where…
HyperFast: Instant Classification for Tabular Data
David Bonet, Daniel Mas Montserrat, Xavier Giró-i-Nieto +1
Training deep learning models and performing hyperparameter tuning can be computationally demanding and time-consuming. Meanwhile, traditional machine learning methods like gradien…
Adversarial Learning for Feature Shift Detection and Correction
Miriam Barrabes, Daniel Mas Montserrat, Margarita Geleta +2
Data shift is a phenomenon present in many real-world applications, and while there are multiple methods attempting to detect shifts, the task of localizing and correcting the feat…
Manipulation Detection in Satellite Images Using Vision Transformer
János Horváth, Sriram Baireddy, Hanxiang Hao +2
A growing number of commercial satellite companies provide easily accessible satellite imagery. Overhead imagery is used by numerous industries including agriculture, forestry, nat…
Saliency-Aware Class-Agnostic Food Image Segmentation
Sri Kalyan Yarlagadda, Daniel Mas Montserrat, David Guerra +3
Advances in image-based dietary assessment methods have allowed nutrition professionals and researchers to improve the accuracy of dietary assessment, where images of food consumed…
Generative Autoregressive Ensembles for Satellite Imagery Manipulation Detection
Daniel Mas Montserrat, János Horváth, S. K. Yarlagadda +2
Satellite imagery is becoming increasingly accessible due to the growing number of orbiting commercial satellites. Many applications make use of such images: agricultural managemen…
Deepfakes Detection with Automatic Face Weighting
Daniel Mas Montserrat, Hanxiang Hao, S. K. Yarlagadda +8
Altered and manipulated multimedia is increasingly present and widely distributed via social media platforms. Advanced video manipulation tools enable the generation of highly real…
Manipulation Detection in Satellite Images Using Deep Belief Networks
János Horváth, Daniel Mas Montserrat, Hanxiang Hao +1
Satellite images are more accessible with the increase of commercial satellites being orbited. These images are used in a wide range of applications including agricultural manageme…
Addressing Ancestry Disparities in Genomic Medicine: A Geographic-aware Algorithm
Daniel Mas Montserrat, Arvind Kumar, Carlos Bustamante +1
With declining sequencing costs a promising and affordable tool is emerging in cancer diagnostics: genomics. By using association studies, genomic variants that predispose patients…
LAI-Net: Local-Ancestry Inference with Neural Networks
Daniel Mas Montserrat, Carlos Bustamante, Alexander Ioannidis
Local-ancestry inference (LAI), also referred to as ancestry deconvolution, provides high-resolution ancestry estimation along the human genome. In both research and industry, LAI…
Class-Conditional VAE-GAN for Local-Ancestry Simulation
Daniel Mas Montserrat, Carlos Bustamante, Alexander Ioannidis
Local ancestry inference (LAI) allows identification of the ancestry of all chromosomal segments in admixed individuals, and it is a critical step in the analysis of human genomes…
Multi-View Matching Network for 6D Pose Estimation
Daniel Mas Montserrat, Jianhang Chen, Qian Lin +2
Applications that interact with the real world such as augmented reality or robot manipulation require a good understanding of the location and pose of the surrounding objects. In…