A Primer on Process Mining: Practical Skills with Python and Graphviz (SpringerBriefs in Information Systems)
暫譯: 流程挖掘入門:使用 Python 和 Graphviz 的實用技能 (SpringerBriefs in Information Systems)

Diogo R. Ferreira

  • 出版商: Springer
  • 出版日期: 2017-06-30
  • 售價: $2,800
  • 貴賓價: 9.5$2,660
  • 語言: 英文
  • 頁數: 96
  • 裝訂: Paperback
  • ISBN: 3319564269
  • ISBN-13: 9783319564265
  • 相關分類: Python程式語言
  • 海外代購書籍(需單獨結帳)

商品描述

The main goal of this book is to explain the core ideas of process mining, and to demonstrate how they can be implemented using just some basic tools that are available to any computer scientist or data scientist. It describes how to analyze event logs in order to discover the behavior of real-world business processes. The end result can often be visualized as a graph, and the book explains how to use Python and Graphviz to render these graphs intuitively. Overall, it enables the reader to implement process mining techniques on his or her own, independently of any specific process mining tool. An introduction to two popular process mining tools, namely Disco and ProM, is also provided.

The book will be especially valuable for self-study or as a precursor to a more advanced text. Practitioners and students will be able to follow along on their own, even if they have no prior knowledge of the topic. After reading this book, they will be able to more confidently proceed to the research literature if needed.

商品描述(中文翻譯)

本書的主要目標是解釋流程挖掘的核心概念,並展示如何使用一些基本工具來實現這些概念,這些工具對任何計算機科學家或數據科學家來說都是可用的。它描述了如何分析事件日誌,以發現現實世界商業流程的行為。最終結果通常可以視覺化為圖形,本書解釋了如何使用 Python 和 Graphviz 直觀地渲染這些圖形。總體而言,它使讀者能夠獨立於任何特定的流程挖掘工具,自行實現流程挖掘技術。本書還提供了兩個流行的流程挖掘工具的介紹,即 Disco 和 ProM。

本書對於自學或作為更高級文本的前導將特別有價值。實務工作者和學生即使對該主題沒有先前的知識,也能夠獨立跟隨學習。在閱讀完本書後,他們將能夠更自信地進入研究文獻。