Emotion Detection in Natural Language Processing
暫譯: 自然語言處理中的情感偵測
Cavicchio, Federica
- 出版商: Springer
- 出版日期: 2024-09-30
- 售價: $1,450
- 貴賓價: 9.5 折 $1,378
- 語言: 英文
- 頁數: 105
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031720466
- ISBN-13: 9783031720468
海外代購書籍(需單獨結帳)
商品描述
This book provides a practical guide on annotating emotions in natural language data and showcases how these annotations can improve Natural Language Processing (NLP) and Natural Language Understanding (NLU) models and applications. The author presents an introduction to emotion as well as the ethical considerations on emotion annotation. State-of-the-art approaches to emotion annotation in NLP and NLU including rule-based, machine learning, and deep learning applications are addressed. Theoretical foundations of emotion and the implication on emotion annotation are discussed along with the current challenges and limitations in emotion annotation. This book is appropriate for researchers and practitioners in the field of NLP and NLU and anyone interested in the intersection of natural language and emotion.
商品描述(中文翻譯)
本書提供了一個實用指南，介紹如何在自然語言數據中標註情感，並展示這些標註如何改善自然語言處理（Natural Language Processing, NLP）和自然語言理解（Natural Language Understanding, NLU）模型及應用。作者介紹了情感的基本概念以及情感標註的倫理考量。書中探討了NLP和NLU中情感標註的最先進方法，包括基於規則的方法、機器學習和深度學習應用。還討論了情感的理論基礎及其對情感標註的影響，以及當前情感標註面臨的挑戰和限制。本書適合NLP和NLU領域的研究人員和從業者，以及對自然語言與情感交集感興趣的任何人。
作者簡介
Federica Cavicchio, Ph.D., is a Researcher at the University of Salento. Additionally, she is a scientific consultant with extensive experience assisting companies with developing Artificial Intelligence, Natural Language Processing, and Natural Language Understanding applications. Dr. Cavicchio obtained her Ph.D. in Cognitive Neuroscience at CIMeC (Centre for Interdepartmental studies on Mind and Brain), University of Trento, focusing on computational aspects of the expression of emotion. She was awarded a Marie Curie fellowship, which allowed her to work on bilingualism at the University of Birmingham (UK). Subsequently, she was a post-doc at the University of Haifa, where she investigated the compositionality of emotional expressions.
作者簡介(中文翻譯)
Federica Cavicchio 博士是薩倫托大學的研究員。此外，她還是一位科學顧問，擁有豐富的經驗，協助公司開發人工智慧（Artificial Intelligence）、自然語言處理（Natural Language Processing）和自然語言理解（Natural Language Understanding）應用。Cavicchio 博士在特倫托大學的CIMeC（心智與大腦跨學科研究中心）獲得了認知神經科學（Cognitive Neuroscience）博士學位，專注於情感表達的計算方面。她獲得了瑪麗居里獎學金，使她能夠在伯明翰大學（英國）研究雙語性。隨後，她在海法大學擔任博士後研究員，研究情感表達的組合性。
