Miguel Sousa

ORCID: 0009-0004-1752-9063
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About
Contact & Profiles
Research Areas
  • Online and Blended Learning
  • Bioinformatics and Genomic Networks
  • Open Education and E-Learning
  • AI in cancer detection
  • Gene expression and cancer classification
  • Innovative Teaching and Learning Methods
  • Sustainable Building Design and Assessment
  • Water resources management and optimization
  • Innovative Educational Technologies
  • Higher Education Learning Practices
  • Flood Risk Assessment and Management
  • Environmental Sustainability in Business
  • Cancer Genomics and Diagnostics
  • Radiomics and Machine Learning in Medical Imaging

University of Lisbon
2024-2025

Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento
2024-2025

Aalborg University
2019

Ahlia University
2019

Abstract Integrating diverse types of biological data is essential for a holistic understanding cancer biology, yet it remains challenging due to heterogeneity, complexity, and sparsity. Addressing this, our study introduces an unsupervised deep learning model, MOSA (Multi-Omic Synthetic Augmentation), specifically designed integrate augment the Cancer Dependency Map (DepMap). Harnessing orthogonal multi-omic information, this model successfully generates molecular phenotypic profiles,...

10.1038/s41467-024-54771-4 article EN cc-by Nature Communications 2024-11-29

ECEL is now a well-established event on the academic research calendar and in its 18 th year key aim remains opportunity for participants to share ideas meet people who hold them.The scope of papers will ensure an interesting two days.The subjects covered illustrate wide range topics that fall into this important ever-growing area research.The opening keynote presentation given by Anthony "Skip" Baisel, from Queen Mary University London topic Higher Education Pedagogy using Game Design.The...

10.34190/eel.19.039 article EN 2019-12-05

ECEL is now a well-established event on the academic research calendar and in its 18 th year key aim remains opportunity for participants to share ideas meet people who hold them.The scope of papers will ensure an interesting two days.The subjects covered illustrate wide range topics that fall into this important ever-growing area research.The opening keynote presentation given by Anthony "Skip" Baisel, from Queen Mary University London topic Higher Education Pedagogy using Game Design.The...

10.34190/eel.19.066 article EN 2019-12-05

Abstract Multi-omic characterization and integration remains a challenge due to data complexity sparsity. Addressing this, our study introduces an unsupervised deep learning model, MOVE (Multi-Omic Variational Encoder), specifically designed integrate augment the Cancer Dependency Map (DepMap). Harnessing orthogonal multi-omic information, this model successfully generates molecular phenotypic profiles, resulting in increase of 32.7% number profiles thereby generating complete DepMap for...

10.1101/2024.06.26.600742 preprint EN bioRxiv (Cold Spring Harbor Laboratory) 2024-06-29

Since the last decade, concepts of green innovation and economy have become more attractive to researchers policymakers. This research brings some light association those themes with concept energy. Therefore, this paper is a critical review innovations directed explicitly energy challenges faced by organizations world economies. The question as follows: What are main dimensions model implement process focused on in organizations? methodology used answer was qualitative, techniques included...

10.18639/merj.2018.04.687613 article EN cc-by Management and Economics Research Journal 2018-01-01

ECEL is now a well-established event on the academic research calendar and in its 18 th year key aim remains opportunity for participants to share ideas meet people who hold them.The scope of papers will ensure an interesting two days.The subjects covered illustrate wide range topics that fall into this important ever-growing area research.The opening keynote presentation given by Anthony "Skip" Baisel, from Queen Mary University London topic Higher Education Pedagogy using Game Design.The...

10.34190/eel.19.045 article EN 2019-12-05

ECEL is now a well-established event on the academic research calendar and in its 18 th year key aim remains opportunity for participants to share ideas meet people who hold them.The scope of papers will ensure an interesting two days.The subjects covered illustrate wide range topics that fall into this important ever-growing area research.The opening keynote presentation given by Anthony "Skip" Baisel, from Queen Mary University London topic Higher Education Pedagogy using Game Design.The...

10.34190/eel.19.126 article EN 2019-12-05
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