图书简介
The advanced AI techniques are essential for resolving various problematic aspects emerging in the field of bioinformatics. This book covers the recent approaches in artificial intelligence and machine learning methods and their applications in Genome and Gene editing, cancer drug discovery classification, and the protein folding algorithms among others. Deep learning, which is widely used in image processing, is also applicable in bioinformatics as one of the most popular artificial intelligence approaches. The wide range of applications discussed in this book are an indispensable resource for computer scientists, engineers, biologists, mathematicians, physicians, and medical informaticists.;Features:Focusses on the cross-disciplinary relation between computer science and biology and the role of machine learning methods in resolving complex problems in bioinformaticsProvides a comprehensive and balanced blend of topics and applications using various advanced algorithmsPresents cutting-edge research methodologies in the area of AI methods when applied to bioinformatics and innovative solutionsDiscusses the AI/ML techniques, their use, and their potential for use in common and future bioinformatics applicationsIncludes recent achievements in AI and bioinformatics contributed by a global team of researchers
Contents Contributors..............................................................................................................vii Editors........................................................................................................................xi Chapter 1 An Artificial Intelligence-based Expert System for the Initial Screening of COVID-19........................................................................1 Anurag Sharma, Hitesh Marwaha, Vikrant Sharma and Love Kumar Chapter 2 An Insight into the Potential Role of Artificial Intelligence in Bioinformatics..................................................................................... 17 Divya Bhatia and Deepak Malik Chapter 3 AI-Based Natural Language Processing for the Generation of Meaningful Information Electronic Health Record (EHR) Data....... 41 Kuldeep Singh Kaswan, Loveleen Gaur, Jagjit Singh Dhatterwal, and Rajesh Kumar Chapter 4 AI and Genomes for Decisions Regarding the Expression of Genes...............................................................................................87 Abeedha Tu-Allah Khan and Haleema Qamar Chapter 5 Implementation of Donor Recognition and Selection for Bioinformatics Blood Bank Application........................................... 105 Soobia Saeed, N.Z. Jhanjhi, and Memood Naqvi Chapter 6 Deep Learning Techniques for miRNA Sequence Analysis............. 139 Saswati Mahapatra, Jayashankar Das, David Correa Martins-Jr, and Tripti Swarnkar Chapter 7 Role of Machine Intelligence in Cancer Drug Discovery and Development...................................................................................... 153 Kaushik Kumar Bharadwaj, Bijuli Rabha, Gaber El-Saber Batiha, Debabrat Baishya, and Arabinda Ghosh Chapter 8 Genome and Gene Editing by Artificial Intelligence Programs....... 165 Imran Zafar, Aamna Rafique, Javaria Fazal, Misbah Manzoor, Qurat Ul Ain, and Rehab A. Rayan Chapter 9 Artificial Neural Network (ANN) Techniques in Solving the Protein Folding Problem................................................................... 189 Raghunath Satpathy Chapter 10 Application of Machine Learning and Molecular Modeling in Drug Discovery and Cheminformatics............................................. 201 Manish Kumar Tripathi, Sushant Kumar Shrivastava, S. Karthikeyan, Dhiraj Sinha, and Abhigyan Nath Chapter 11 Role of Advanced Artificial Intelligence Techniques in Bioinformatics................................................................................... 215 Harshit Bhardwaj, Pradeep Tomar, Aditi Sakalle, and Uttam Sharma Chapter 12 A Bioinformatics Perspective on Artificial Intelligence in Healthcare and Diagnosis: Applications, Implications, and Limitations........................................................................................227 Anuradha Bhardwaj, Arun Solanki, and Vikrant Nain Chapter 13 Accelerating Translational Medical Research by Leveraging Artificial Intelligence: Digital Healthcare........................................ 243 G. M. Roopa, K. Shryavani, N. Pradeep, and Vicente Garcia Diaz Index.......................................................................................................................265
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