Machine Learning and Artificial Intelligence in Toxicology and Environmental Health
暫譯: 毒理學與環境健康中的機器學習與人工智慧

Lin, Zhoumeng, Chou, Wei-Chun

  • 出版商: Academic Press
  • 出版日期: 2025-09-15
  • 售價: $6,560
  • 貴賓價: 9.5$6,232
  • 語言: 英文
  • 頁數: 464
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0443300100
  • ISBN-13: 9780443300103
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

Machine Learning and Artificial Intelligence in Toxicology and Environmental Health introduces the fundamental concepts and principles of machine learning and AI, providing clear explanations on applying these methods to toxicology and environmental health. The book delves into predictions of chemical ADMET properties, development of PBPK and QSAR models, toxicogenomic analysis, and the evaluation of high-throughput in vitro assays. It aims to guide readers in adapting machine learning and AI techniques to various research problems within these fields. Additionally, the text explores ecotoxicology assessment, impacts of air pollution, climate change, food safety, and chemical risk assessment.

It includes case studies, hands-on computer exercises, and example codes, making it a comprehensive resource for researchers, academics, students, and industry professionals. The book highlights how AI can enhance risk assessment, predict environmental hazards, and speed up the identification of harmful substances.

商品描述(中文翻譯)

毒理學與環境健康中的機器學習與人工智慧》介紹了機器學習和人工智慧的基本概念和原則,並清楚解釋如何將這些方法應用於毒理學和環境健康。該書深入探討了化學的ADMET(吸收、分佈、代謝、排泄和毒性)性質預測、PBPK(生理基礎藥物動力學)和QSAR(定量結構-活性關係)模型的開發、毒理基因組分析,以及高通量體外測試的評估。它旨在指導讀者將機器學習和人工智慧技術應用於這些領域的各種研究問題。此外,文本還探討了生態毒理學評估、空氣污染的影響、氣候變遷、食品安全和化學風險評估。

本書包含案例研究、實作電腦練習和範例程式碼,成為研究人員、學術界、學生和業界專業人士的綜合資源。該書強調了人工智慧如何增強風險評估、預測環境危害,並加速有害物質的識別。

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