[PDF][PDF] A Review on Genomics Data Analysis using Machine Learning

AK Aggarwal - WSEAS Transactions on Biology and Biomedicine, 2023 - wseas.com
The advancements in genomics research have led to an exponential growth in the amount
of data generated from various sequencing technologies. Analyzing this vast amount of …

[图书][B] Handbook of Machine Learning Applications for Genomics

SS Roy, YH Taguchi - 2022 - Springer
We live in the era of machine learning, and the applications of machine learning are not only
limited to computer science it is now being used in a variety of domains. Among all …

Comparative Analysis of Machine Learning Algorithms for Genomic Data

R Auti, A Bhatt, S Tidake - 2023 1st DMIHER International …, 2023 - ieeexplore.ieee.org
Genome analysis is a complex and challenging task that concerns the differences of an
individual's genetic makeup which requires advanced computational methods. In recent …

Machine learning technology in the application of genome analysis: A systematic review

J Wu, Y Zhao - Gene, 2019 - Elsevier
Abstract Machine learning (ML) is a powerful technique to tackle many problems in data
mining and predictive analytics. We believe that ML will be of considerable potentials in the …

A review of deep learning applications in human genomics using next-generation sequencing data

WS Alharbi, M Rashid - Human Genomics, 2022 - Springer
Genomics is advancing towards data-driven science. Through the advent of high-throughput
data generating technologies in human genomics, we are overwhelmed with the heap of …

[PDF][PDF] Genomics, High Performance Computing and Machine Learning

V Thakre, S Vedpathak, S Sawarkar - United Int J Res Technol, 2021 - uijrt.com
Genomic data has the potential to improve healthcare strategy in a variety of ways, including
illness prevention, improved diagnosis, and better treatment. While Machine Learning may …

[PDF][PDF] Bioinformatics Usage, Application and Challenges to Detect Human Genetic Diseases (Mini Review)

ZI Jameel - Int. J. Sci. Res. in Biological Sciences Vol, 2023 - researchgate.net
Bioinformatics is a field that combines computational methods with biology, explicitly
focusing on macromolecules. It uses informatics techniques to analyze and structure vast …

Role of Data Science in the Field of Genomics and Basic Analysis of Raw Genomic Data Using Python

S Karthikeyan, DV Jose - Data Science and Security: Proceedings of …, 2021 - Springer
The application of genomics in identifying the nature and cause of diseases has
predominantly increased in this decade. This field of study in life sciences combined with …

Machine learning techniques for analysis of human genome data

NB Hiremath, P Dayananda - … Journal of Smart Education and Urban …, 2019 - igi-global.com
Human genome data analysis is one of the molecular level information in health informatics,
which enables genetic epidemiological analysis of complex data sets. The recent studies of …

Artificial intelligence and machine learning in bioinformatics

K Lai, N Twine, A O'brien, Y Guo… - … of Bioinformatics and …, 2018 - books.google.com
Machine Learning is defined as a computer science discipline where algorithms iteratively
learn from observations to return insights from data without the need for programming …