Matlab(r) for Brain-Computer Interface Systems: Computation and Data Processing
暫譯: Brain-Computer Interface 系統的 Matlab：計算與資料處理
Shariaty, Faridoddin, Sekhar Roy, Sanjiban
- 出版商: CRC
- 出版日期: 2026-10-16
- 售價: $2,690
- 貴賓價: 9.5 折 $2,555
- 語言: 英文
- 頁數: 166
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1032960116
- ISBN-13: 9781032960111
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相關分類:
Matlab、Machine Learning
尚未上市，無法訂購
相關主題
商品描述
The book extensively explores Brain-Computer Interfaces (BCIs), emphasizing both the theoretical foundations and practical applications within this rapidly advancing field. It provides a thorough coverage of BCI fundamentals and practical implementation using MATLAB(R). It begins with an introduction, covering the history of BCIs, components, and the pivotal role MATLAB(R) plays in their development. The book explores various aspects such as signal processing, data acquisition, rapid prototyping, machine learning, and real-time data processing, all within the MATLAB(R) environment. Additionally, it delves into the community and support available, along with open-source BCI toolboxes and integration with external devices. Moving forward, the book dives into the fundamentals of BCIs, including their definition, applications, principles, and components. It covers different types of brain signals utilized in BCI systems and the challenges involved in their design, such as signal reliability, userfriendliness, privacy, and regulatory issues. It discusses their principles, implementation in MATLAB(R), and practical considerations for training and evaluating classification models. Finally, the book concludes with real-world case studies and practical examples, demonstrating the application of MATLAB(R) in BCI projects.
This book is an essential reading for researchers, engineers, students, and practitioners seeking to explore the fascinating intersection of neuroscience, signal processing, and machine learning through MATLAB-based BCI development.
商品描述(中文翻譯)
本書深入探討腦機介面（Brain-Computer Interfaces, BCIs），著重於這個快速發展領域的理論基礎與實務應用。內容完整涵蓋 BCI 的基本概念，以及使用 MATLAB® 進行實作的方法。全書首先介紹 BCI 的歷史、組成元件，以及 MATLAB® 在 BCI 開發中所扮演的關鍵角色。接著在 MATLAB® 環境中探討訊號處理、資料擷取、快速原型開發、機器學習與即時資料處理等各個面向。此外，本書也深入介紹相關社群與可取得的支援、開放原始碼 BCI 工具箱，以及與外部裝置的整合。
接下來，本書將深入說明 BCI 的基礎，包括其定義、應用、原理與組成元件。內容涵蓋 BCI 系統所使用的不同類型腦訊號，以及設計過程中所面臨的挑戰，例如訊號可靠性、易用性、隱私與法規問題。本書也討論 BCI 的運作原理、在 MATLAB® 中的實作方式，以及訓練與評估分類模型時需要考量的實務事項。最後，本書以真實世界的案例研究與實務範例作結，展示 MATLAB® 在 BCI 專案中的應用。
對於希望透過以 MATLAB 為基礎的 BCI 開發，探索神經科學、訊號處理與機器學習之間迷人交集的研究人員、工程師、學生與實務工作者而言，本書是不可或缺的讀物。
作者簡介
Faridoddin Shariaty is a distinguished researcher in Artificial Intelligence applications in medicine, specializing in Medical Image Processing. He is currently a Research Assistant at Peter the Great St Petersburg Polytechnic University in St Petersburg, Russia. He is involved in pioneering research in computer-aided diagnosis systems, leveraging advanced machine learning techniques to enhance medical diagnostics.
Sanjiban Sekhar Roy is a Professor in the School of Computer Science and Engineering, Vellore Institute of Technology. He has a PhD from Vellore Institute of Technology (2016). His research interests include deep learning and advanced machine learning. Dr. Roy is a recipient of the "Diploma of Excellence" award for academic research in the year 2019 from the Ministry of National Education, Romania. He was an associate researcher in Ton Duc Thang University, Vietnam (2019-20). He has served as an editor of a handful of special issues for journals, published numerous articles in SCI high impact journals and many books with reputed publishers.
作者簡介(中文翻譯)
Faridoddin Shariaty 是一位傑出的人工智慧（Artificial Intelligence，AI）醫療應用研究者，專長為醫學影像處理（Medical Image Processing）。目前任職於俄羅斯聖彼得堡的 Peter the Great St Petersburg Polytechnic University，擔任研究助理。他參與電腦輔助診斷系統的前沿研究，運用先進的機器學習技術提升醫療診斷能力。
Sanjiban Sekhar Roy 是 Vellore Institute of Technology 電腦科學與工程學院的教授。他於 2016 年取得 Vellore Institute of Technology 的博士學位。研究興趣包括深度學習與先進機器學習。Roy 博士於 2019 年獲得羅馬尼亞國家教育部頒發的學術研究「卓越獎（Diploma of Excellence）」。他曾於 2019 至 2020 年間擔任越南 Ton Duc Thang University 的副研究員。他曾擔任多本期刊特刊的編輯，並在 SCI 高影響力期刊發表多篇文章，也與知名出版社合作出版多本書籍。
