Machine learning in chemoinformatics and medicinal chemistry

R Rodríguez-Pérez, F Miljković… - Annual review of …, 2022 - annualreviews.org
In chemoinformatics and medicinal chemistry, machine learning has evolved into an
important approach. In recent years, increasing computational resources and new deep …

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 …

State-of-the-art of artificial intelligence in medicinal chemistry

J Bajorath - Future Science OA, 2021 - Taylor & Francis
As in many areas of science and technology, artificial intelligence (AI) is currently promoted
with high expectations in drug discovery and medicinal chemistry. Here, AI mostly refers to …

Recent applications of machine learning in medicinal chemistry

J Panteleev, H Gao, L Jia - Bioorganic & medicinal chemistry letters, 2018 - Elsevier
In recent decades, artificial intelligence and machine learning have played a significant role
in increasing the efficiency of processes across a wide spectrum of industries. When it …

Machine learning in drug discovery

S Hochreiter, G Klambauer… - Journal of Chemical …, 2018 - ACS Publications
Currently, machine learning methods drive the success of artificial intelligence in academia
and industry. Among machine learning methods, Deep Learning has emerged as a game …

Advancing computer-aided drug discovery (CADD) by big data and data-driven machine learning modeling

L Zhao, HL Ciallella, LM Aleksunes, H Zhu - Drug discovery today, 2020 - Elsevier
Highlights•Drug discovery has been advanced to a big data era with a large amount of
public data sources available.•Ten V features (volume, velocity, variety, veracity, validity …

Artificial intelligence and cheminformatics tools: a contribution to the drug development and chemical science

I Saifi, BA Bhat, SS Hamdani, UY Bhat… - Journal of …, 2024 - Taylor & Francis
In the ever-evolving field of drug discovery, the integration of Artificial Intelligence (AI) and
Machine Learning (ML) with cheminformatics has proven to be a powerful combination …

Machine learning in drug design: Use of artificial intelligence to explore the chemical structure–biological activity relationship

M Staszak, K Staszak, K Wieszczycka… - Wiley …, 2022 - Wiley Online Library
The paper presents a comprehensive overview of the use of artificial intelligence (AI)
systems in drug design. Neural networks, which are one of the systems employed in AI, are …

[图书][B] Chemoinformatics for drug discovery

J Bajorath - 2013 - books.google.com
Chemoinformatics strategies to improve drug discovery results With contributions from
leading researchers in academia and the pharmaceutical industry as well as experts from …

Machine learning in drug discovery

G Klambauer, S Hochreiter… - Journal of chemical …, 2019 - ACS Publications
QSAR. Despite this long tradition, machine learning methods gained substantial momentum
recently triggered by the success of deep learning in many application areas. 1 A wide …