Probability: The Classical Limit Theorems
暫譯: 機率:古典極限定理
Henry McKean
- 出版商: Cambridge
- 出版日期: 2014-12-29
- 售價: $2,560
- 貴賓價: 9.5 折 $2,432
- 語言: 英文
- 頁數: 490
- 裝訂: Paperback
- ISBN: 110762827X
- ISBN-13: 9781107628274
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商品描述
Probability theory has been extraordinarily successful at describing a variety of phenomena, from the behaviour of gases to the transmission of messages, and is, besides, a powerful tool with applications throughout mathematics. At its heart are a number of concepts familiar in one guise or another to many: Gauss' bell-shaped curve, the law of averages, and so on, concepts that crop up in so many settings they are in some sense universal. This universality is predicted by probability theory to a remarkable degree. This book explains that theory and investigates its ramifications. Assuming a good working knowledge of basic analysis, real and complex, the author maps out a route from basic probability, via random walks, Brownian motion, the law of large numbers and the central limit theorem, to aspects of ergodic theorems, equilibrium and nonequilibrium statistical mechanics, communication over a noisy channel, and random matrices. Numerous examples and exercises enrich the text.
商品描述(中文翻譯)
機率論在描述各種現象方面取得了非凡的成功,從氣體的行為到訊息的傳遞,並且在數學的各個應用中都是一個強大的工具。其核心包含許多對許多人來說以某種形式熟悉的概念:高斯的鐘形曲線、平均法則等等,這些概念在許多情境中出現,因此在某種意義上是普遍的。機率論預測了這種普遍性,並且程度相當顯著。本書解釋了這一理論並探討其衍生影響。假設讀者對基本分析(實數與複數)有良好的工作知識,作者從基本機率開始,經由隨機漫步、布朗運動、大數法則和中心極限定理,進而探討遍歷定理、平衡與非平衡統計力學、在噪聲通道上的通訊以及隨機矩陣等方面。大量的例子和練習題豐富了文本內容。