Signal Processing-Driven AI for Healthcare
暫譯: 以訊號處理驅動的醫療 AI
Rakhmatulin, Ildar, Naik, Ganesh R.
- 出版商: Academic Press
- 出版日期: 2026-09-07
- 售價: $6,880
- 貴賓價: 9.5 折 $6,536
- 語言: 英文
- 頁數: 362
- 裝訂: Quality Paper - also called trade paper
- ISBN: 044349276X
- ISBN-13: 9780443492761
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相關分類:
Machine Learning、數位訊號處理 Dsp
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相關主題
商品描述
Signal Processing-Driven AI for Healthcare examines how AI techniques can be applied across four major biosignals--EEG, EMG, EOG, and ECG--to derive clinically meaningful insights. As biomedical data becomes increasingly multimodal, there is a rising need for integrated methodologies that unite these signals within robust, explainable AI pipelines suitable for healthcare environments. This book provides a unified framework that spans data acquisition, preprocessing, feature extraction, modeling, evaluation, and deployment, with an emphasis on reproducibility, practical Python-based implementations, and real-world translation to clinical workflows.
商品描述(中文翻譯)
Signal Processing-Driven AI for Healthcare 探討如何將 AI 技術應用於四種主要生醫訊號——EEG、EMG、EOG 與 ECG——以取得具臨床意義的洞見。隨著生醫資料日益朝向多模態發展,對於整合方法的需求也不斷增加;這些方法必須能在穩健且具可解釋性的 AI 管線中整合上述訊號,並適用於醫療環境。本書提供一套統一的架構,涵蓋資料擷取、前處理、特徵擷取、建模、評估與部署,並著重於可重現性、以 Python 為基礎的實務實作,以及將成果實際轉化至臨床工作流程。