[HTML][HTML] Automated data processing and feature engineering for deep learning and big data applications: a survey

A Mumuni, F Mumuni - Journal of Information and Intelligence, 2024 - Elsevier
Modern approach to artificial intelligence (AI) aims to design algorithms that learn directly
from data. This approach has achieved impressive results and has contributed significantly …

[HTML][HTML] Applications of machine learning in antibody discovery, process development, manufacturing and formulation: current trends, challenges, and opportunities

TT Khuat, R Bassett, E Otte, A Grevis-James… - Computers & Chemical …, 2024 - Elsevier
While machine learning (ML) has made significant contributions to the biopharmaceutical
field, its applications are still in the early stages in terms of providing direct support for quality …

Automated machine learning: past, present and future

M Baratchi, C Wang, S Limmer, JN van Rijn… - Artificial intelligence …, 2024 - Springer
Automated machine learning (AutoML) is a young research area aiming at making high-
performance machine learning techniques accessible to a broad set of users. This is …

Traceable group-wise self-optimizing feature transformation learning: A dual optimization perspective

M **ao, D Wang, M Wu, K Liu, H **ong… - ACM Transactions on …, 2024 - dl.acm.org
Feature transformation aims to reconstruct an effective representation space by
mathematically refining the existing features. It serves as a pivotal approach to combat the …

Techniques for automated machine learning

YW Chen, Q Song, X Hu - ACM SIGKDD Explorations Newsletter, 2021 - dl.acm.org
Automated machine learning (AutoML) aims to find optimal machine learning solutions
automatically given a problem description, its task type, and datasets. It could release the …

A machine learning model to estimate myocardial stiffness from EDPVR

H Babaei, EA Mendiola, S Neelakantan, Q **ang… - Scientific Reports, 2022 - nature.com
In-vivo estimation of mechanical properties of the myocardium is essential for patient-
specific diagnosis and prognosis of cardiac disease involving myocardial remodeling …