Applications of Deep Learning in Genomics
暫譯: 深度學習在基因組學中的應用

Kumar Rai, Bipin, Rani, Rupa, Kumar, Gautam

Applications of Deep Learning in Genomics
  • 出版商: CRC
  • 出版日期: 2025-11-12
  • 售價: $5,520
  • 貴賓價: 9.5 折 $5,244
  • 語言: 英文
  • 頁數: 258
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032878339
  • ISBN-13: 9781032878331
  • 相關分類: DeepLearning

    • 海外代購書籍(需單獨結帳)

商品描述

The objective of the book is to use advanced deep learning techniques to unlock the complexities of genomic data. It reveals hidden and unknown patterns, to improve our understanding the role of genetics in diseases, speeding up drug discovery processes, illuminating evolutionary trajectories, and dealing with the challenges posed by large genomic datasets. It also addresses ethical concerns, provides real-world applications, reviews future frontiers like as quantum computing and multi-omics integration, and presents a thorough picture of the genetic environment. Overall, the book aims to enhance our ability to use genomics for more precise forecasts, personalised therapies, and a better understanding of the underlying genetic fabric that defines life.

商品描述(中文翻譯)

本書的目標是利用先進的深度學習技術來解開基因組數據的複雜性。它揭示了隱藏和未知的模式，以改善我們對遺傳在疾病中角色的理解，加速藥物發現過程，照亮進化軌跡，並應對大型基因組數據集所帶來的挑戰。它還探討了倫理問題，提供了現實世界的應用，回顧了未來的前沿，如量子計算和多組學整合，並呈現了基因環境的全面圖景。總體而言，本書旨在增強我們利用基因組學進行更精確預測、個性化療法以及更好理解定義生命的基因結構的能力。

作者簡介

Bipin Kumar Rai is a Professor in the Department of Computer Science & Engineering, Dayanand Sagar University, Bangalore. He has a PhD from Banasthali University, Rajasthan and M. Tech (CSE) from RGPV Bhopal & B. Tech (CSE) from UPTU Lucknow, India. Dr. Bipin Kumar Rai has 20+ years teaching experience in renowned institutions. He has been actively involved in various academic and administrative roles. His interests include Information security, ML and blockchain. He has published 50+ research papers in WoS/Scopus indexed journals/conferences, 5 books and 5 patents. He has worked as an Editor/Reviewer of several SCI/Scopus indexed journals and as a session chair/TPC member in several conferences.

Rupa Rani is an Assistant Professor in the Department of CSE at AKG Engineering College, Ghaziabad (India). She has a PhD in Computer Science & Engineering from Banasthali Vidyapith, Rajasthan, and has a MTech in Computer Engineering. She published 20+ research papers indexed in WoS/Scopus journals/conferences. Her research interests include data science, AI, ML and cyber security.

Gautam Kumar is an Associate Professor at Manipal University Jaipur, India with the School of Computer Science and Engineering. He has a PhD degree in CSE from Jaypee University of Information Technology, India, and has MTech from RTU, Rajasthan & B.E. from RGPV, Bhopal, MP. His research interests cover cryptography, information security, algorithms, design and analysis of algorithms. He has published 50+ journals/conferences papers indexed in SCI/Scopus, 3 published books and 5 published patents.

作者簡介(中文翻譯)

Bipin Kumar Rai 是班加羅爾 Dayanand Sagar University 計算機科學與工程系的教授。他擁有來自拉賈斯坦邦 Banasthali University 的博士學位，以及來自印度 RGPV Bhopal 的碩士學位 (CSE) 和來自 UPTU Lucknow 的學士學位 (CSE)。Bipin Kumar Rai 博士在知名機構擁有超過 20 年的教學經驗，並積極參與各種學術和行政角色。他的研究興趣包括資訊安全、機器學習 (ML) 和區塊鏈。他在 WoS/Scopus 索引的期刊/會議上發表了 50 以上的研究論文，出版了 5 本書籍和 5 項專利。他曾擔任多個 SCI/Scopus 索引期刊的編輯/審稿人，並在多個會議中擔任會議主席/技術程序委員會成員。

Rupa Rani 是印度 Ghaziabad 的 AKG 工程學院計算機科學與工程系的助理教授。她擁有來自拉賈斯坦邦 Banasthali Vidyapith 的計算機科學與工程博士學位，並擁有計算機工程的碩士學位。她在 WoS/Scopus 索引的期刊/會議上發表了 20 以上的研究論文。她的研究興趣包括數據科學、人工智慧 (AI)、機器學習 (ML) 和網絡安全。

Gautam Kumar 是印度 Manipal University Jaipur 計算機科學與工程學院的副教授。他擁有來自印度 Jaypee University of Information Technology 的計算機科學與工程博士學位，以及來自拉賈斯坦邦 RTU 的碩士學位和來自 Bhopal, MP 的 RGPV 的工程學士學位。他的研究興趣涵蓋密碼學、資訊安全、演算法及其設計與分析。他在 SCI/Scopus 索引的期刊/會議上發表了 50 以上的論文，出版了 3 本書籍和 5 項專利。

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