Mental Health Prediction Using Machine Learning and Deep Learning Technology
暫譯: 運用 Machine Learning 與 Deep Learning 技術進行心理健康預測

Mahapatra, Bandana, Mishra, Suchit, Nayyar, Anand

Mental Health Prediction Using Machine Learning and Deep Learning Technology
  • 出版商: CRC
  • 出版日期: 2026-10-16
  • 售價: $1,470
  • 貴賓價: 9.5 折 $1,396
  • 語言: 英文
  • 頁數: 156
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032568569
  • ISBN-13: 9781032568560
  • 相關分類: Machine Learning、DeepLearning

    • 尚未上市，無法訂購

商品描述

Today the integration of technologies like Machine Learning (ML) and Deep Learning (DL) are enabling us to understand, predict, and manage the rising mental health concerns better. This volume provides a comprehensive roadmap for researchers, practitioners, and enthusiasts to explore how artificial intelligence can revolutionize mental healthcare. The book delves into the cutting-edge innovations in predictive modeling, offering insights into how ML and DL algorithms can analyze complex psychological data, detect early warning signs, and predict mental health outcomes. Designed for a diverse audience, including data scientists, mental health professionals, and students, it combines technical rigor with real-world applications. With case studies, hands-on examples, and future-forward discussions, this book empowers readers to contribute to the next wave of mental health solutions powered by AI.

商品描述(中文翻譯)

如今，Machine Learning（機器學習，ML）與 Deep Learning（深度學習，DL）等技術的整合，正協助我們更有效地理解、預測與管理日益嚴峻的心理健康問題。本書為研究人員、實務工作者與相關愛好者提供一份完整的藍圖，探索人工智慧如何革新心理健康照護。

本書深入探討預測建模領域的前沿創新，說明 ML 與 DL 演算法如何分析複雜的心理資料、偵測早期警訊，以及預測心理健康結果。全書適合多元讀者，包括資料科學家、心理健康專業人員與學生，在兼顧技術嚴謹性的同時，也強調實際應用。

透過案例研究、實作範例與前瞻性討論，本書將協助讀者投入由 AI 驅動的下一波心理健康解決方案，為相關領域的發展貢獻力量。

作者簡介

Bandana Mahapatra has a BTech degree from Krupajal Engineering College, Bhubaneswar (2005), an MTech from the Institute of Technical Education & Research, BPUT (2008), and a PhD from Siksha 'O' Anusandhan University (2018). She is currently with the Odisha University of Technology and Research. She has over 10 years of expertise in teaching, entrepreneurship, and R&D with specialization in computer science engineering subjects. She has published 14 patents, more than 10 research papers in reputed SCI, Scopus-indexed journals, and over 10 articles in Scopus indexed international conferences. She has authored one book and has several chapters in books.

Suchit Mishra is a technologist and security practitioner with over 20 years of global industry experience in securing mission critical products/services, cloud infrastructure, and enterprise applications for businesses worldwide. He has held key security leadership roles at tech companies like Adobe, Salesforce, and Uber in the USA and successfully embedded IT and security best practices at hyper growth unicorns like Flipkart, Grab, Audi Autonomous Intelligent Driving, Audibene, and Matillion across India, Singapore, Germany, and the UK. Suchit holds a double MS in Information Technology from Carnegie Mellon University, Pittsburgh, PA, USA and an MS in Electrical Engineering from University of Alabama, Birmingham, AL, USA.

Anand Nayyar is a Professor, Scientist, Vice-Chairman (Research) at the School of Computer Science, Duy Tan University, Da Nang, Vietnam and also the Director of IoT and Intelligent Systems Laboratory. He has over 200+ research papers in ISISCI/SCIE/SSCI journals. He is listed in Top 2% Scientists and Research.com. He is the Managing Editor of the International Journal of Knowledge and Systems Science and Editor-in-Chief of the International Journal of Smart Vehicles and Smart Transportation.

作者簡介(中文翻譯)

Bandana Mahapatra 於 2005 年取得 Krupajal Engineering College（Bhubaneswar）的 BTech 學位，於 2008 年取得 Institute of Technical Education & Research、BPUT 的 MTech 學位，並於 2018 年取得 Siksha 'O' Anusandhan University 的 PhD 學位。目前任職於 Odisha University of Technology and Research。她在教學、創業與研發方面擁有超過 10 年的專業經驗，專長為電腦科學工程相關領域。她已發表 14 項專利、在知名 SCI、Scopus 索引期刊發表超過 10 篇研究論文，並於 Scopus 索引的國際會議發表超過 10 篇文章。她著有一本書，並參與撰寫多本書籍的數個章節。

Suchit Mishra 是一名技術專家與資安實務工作者，在全球產業累積超過 20 年經驗，專注於為全球企業保護任務關鍵產品與服務、雲端基礎架構及企業應用程式。他曾在美國 Adobe、Salesforce 和 Uber 等科技公司擔任重要的資安領導職務，並在 Flipkart、Grab、Audi Autonomous Intelligent Driving、Audibene 和 Matillion 等高速成長的獨角獸企業中，成功導入 IT 與資安最佳實務，工作遍及印度、新加坡、德國與英國。Suchit 擁有美國賓夕法尼亞州匹茲堡 Carnegie Mellon University 的 Information Technology 雙碩士學位，以及美國阿拉巴馬州伯明罕 University of Alabama 的 Electrical Engineering 碩士學位。

Anand Nayyar 是越南峴港 Duy Tan University 電腦科學學院的教授、科學家兼研究副主席，同時也是 IoT and Intelligent Systems Laboratory 的主任。他已在 ISISCI、SCIE 與 SSCI 期刊發表超過 200 篇研究論文，並入選全球前 2% 科學家名單及 Research.com 科學家名單。他擔任 International Journal of Knowledge and Systems Science 的執行編輯，以及 International Journal of Smart Vehicles and Smart Transportation 的總編輯。

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