[HTML][HTML] Deep learning in drug discovery: an integrative review and future challenges
H Askr, E Elgeldawi, H Aboul Ella… - Artificial Intelligence …, 2023 - Springer
Recently, using artificial intelligence (AI) in drug discovery has received much attention
since it significantly shortens the time and cost of developing new drugs. Deep learning (DL) …
since it significantly shortens the time and cost of developing new drugs. Deep learning (DL) …
[HTML][HTML] The rise of deep learning in drug discovery
Highlights•Deep learning technology has gained remarkable success.•We highlight the
recent applications of deep learning in drug discovery research.•Some popular deep …
recent applications of deep learning in drug discovery research.•Some popular deep …
From machine learning to deep learning: progress in machine intelligence for rational drug discovery
Highlights•Six commonly used machine learning methods in QSAR models are
summarized.•Newly developed combinatorial QSAR and hybrid QSAR methods are …
summarized.•Newly developed combinatorial QSAR and hybrid QSAR methods are …
Machine-learning approaches in drug discovery: methods and applications
A Lavecchia - Drug discovery today, 2015 - Elsevier
Highlights•We review machine learning methods/tools relevant to ligand-based virtual
screening.•Machine learning methods classify compounds and predict new active …
screening.•Machine learning methods classify compounds and predict new active …
Deep learning for drug design: an artificial intelligence paradigm for drug discovery in the big data era
Over the last decade, deep learning (DL) methods have been extremely successful and
widely used to develop artificial intelligence (AI) in almost every domain, especially after it …
widely used to develop artificial intelligence (AI) in almost every domain, especially after it …
[HTML][HTML] Advances and perspectives in applying deep learning for drug design and discovery
CF Lipinski, VG Maltarollo, PR Oliveira… - Frontiers in Robotics …, 2019 - frontiersin.org
Discovering (or planning) a new drug candidate involves many parameters, which makes
this process slow, costly, and leading to failures at the end in some cases. In the last …
this process slow, costly, and leading to failures at the end in some cases. In the last …
The next era: deep learning in pharmaceutical research
S Ekins - Pharmaceutical research, 2016 - Springer
Over the past decade we have witnessed the increasing sophistication of machine learning
algorithms applied in daily use from internet searches, voice recognition, social network …
algorithms applied in daily use from internet searches, voice recognition, social network …
[HTML][HTML] Comprehensive survey of recent drug discovery using deep learning
Drug discovery based on artificial intelligence has been in the spotlight recently as it
significantly reduces the time and cost required for developing novel drugs. With the …
significantly reduces the time and cost required for developing novel drugs. With the …
[HTML][HTML] A systematic review of deep learning methodologies used in the drug discovery process with emphasis on in vivo validation
NM Koutroumpa, KD Papavasileiou… - International Journal of …, 2023 - mdpi.com
The discovery and development of new drugs are extremely long and costly processes.
Recent progress in artificial intelligence has made a positive impact on the drug …
Recent progress in artificial intelligence has made a positive impact on the drug …
Artificial intelligence in drug discovery: recent advances and future perspectives
J Jiménez-Luna, F Grisoni, N Weskamp… - Expert opinion on drug …, 2021 - Taylor & Francis
Introduction: Artificial intelligence (AI) has inspired computer-aided drug discovery. The
widespread adoption of machine learning, in particular deep learning, in multiple scientific …
widespread adoption of machine learning, in particular deep learning, in multiple scientific …
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