AI for Finance
暫譯: 金融領域的人工智慧
Tsang, Edward P. K.
- 出版商: CRC
- 出版日期: 2023-06-02
- 售價: $1,390
- 貴賓價: 9.5 折 $1,321
- 語言: 英文
- 頁數: 106
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1032384433
- ISBN-13: 9781032384436
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相關分類:
人工智慧
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其他版本:
AI for Finance
海外代購書籍(需單獨結帳)
相關主題
商品描述
Finance students and practitioners may ask: can machines learn everything? Could AI help me? Computing students or practitioners may ask: which of my skills could contribute to finance? Where in finance should I pay attention? This book aims to answer these questions. No prior knowledge is expected in AI or finance.
Including original research, the book explains the impact of ignoring computation in classical economics; examines the relationship between computing and finance and points out potential misunderstandings between economists and computer scientists; and introduces Directional Change and explains how this can be used.
To finance students and practitioners, this book will explain the promise of AI, as well as its limitations. It will cover knowledge representation, modelling, simulation and machine learning, explaining the principles of how they work. To computing students and practitioners, this book will introduce the financial applications in which AI has made an impact. This includes algorithmic trading, forecasting, risk analysis portfolio optimization and other less well-known areas in finance. Trading depth for readability, AI for Finance will help readers decide whether to invest more time into the subject.
商品描述(中文翻譯)
金融學生和從業者可能會問:機器能學習所有東西嗎?人工智慧能幫助我嗎?計算機學生或從業者可能會問:我的哪些技能可以對金融有所貢獻?在金融領域我應該關注哪些方面?本書旨在回答這些問題。對於人工智慧或金融不需要任何先前的知識。
本書包含原創研究,解釋了在古典經濟學中忽視計算的影響;考察了計算與金融之間的關係,並指出經濟學家與計算機科學家之間可能存在的誤解;並介紹了方向性變化(Directional Change),解釋了如何使用這一概念。
對於金融學生和從業者,本書將解釋人工智慧的潛力以及其局限性。內容將涵蓋知識表示、建模、模擬和機器學習,並解釋它們的工作原理。對於計算機學生和從業者,本書將介紹人工智慧在金融領域的應用,包括算法交易、預測、風險分析、投資組合優化以及其他不太知名的金融領域。為了提高可讀性,AI for Finance 將幫助讀者決定是否要在這個主題上投入更多時間。
作者簡介
Edward P. K. Tsang is a retired professor and a freelance consultant. With a first degree in finance and a PhD in AI, he has broad interests in constraint satisfaction, optimization, AI and finance.
作者簡介(中文翻譯)
Edward P. K. Tsang 是一位退休教授及自由顧問。他擁有金融學的學士學位和人工智慧的博士學位,對約束滿足、優化、人工智慧及金融等領域有廣泛的興趣。