Computational Intelligence for Genomics Data
暫譯: 基因組數據的計算智能

Pandey, Babita, Emilia Balas, Valentina, Tripathi, Suman Lata

  • 出版商: Academic Press
  • 出版日期: 2025-01-22
  • 售價: $6,490
  • 貴賓價: 9.5$6,166
  • 語言: 英文
  • 頁數: 328
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0443300801
  • ISBN-13: 9780443300806
  • 海外代購書籍(需單獨結帳)

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商品描述

Computational Intelligence for Genomics Data presents an overview of machine learning and deep learning techniques being developed for the analysis of genomic data and the development of disease prediction models. The book focuses on machine and deep learning techniques applied to dimensionality reduction, feature extraction, and expressive gene selection. It includes designs, algorithms, and simulations on MATLAB and Python for larger prediction models and explores the possibilities of software and hardware-based applications and devices for genomic disease prediction. With the inclusion of important case studies and examples, this book will be a helpful resource for researchers, graduate students, and professional engineers.

商品描述(中文翻譯)

基因組數據的計算智能》概述了正在開發的機器學習和深度學習技術,以分析基因組數據和開發疾病預測模型。本書專注於應用於降維、特徵提取和表達性基因選擇的機器學習和深度學習技術。它包括在 MATLAB 和 Python 上針對更大預測模型的設計、算法和模擬,並探討基於軟體和硬體的基因組疾病預測應用和設備的可能性。通過包含重要的案例研究和示例,本書將成為研究人員、研究生和專業工程師的有用資源。