Game Data Analysis – Tools and Methods

Coupart Thibault

  • 出版商: Packt Publishing
  • 出版日期: 2013-11-25
  • 售價: $1,320
  • 貴賓價: 9.5$1,254
  • 語言: 英文
  • 頁數: 86
  • 裝訂: Paperback
  • ISBN: 1849697906
  • ISBN-13: 9781849697903
  • 相關分類: Data Science
  • 海外代購書籍(需單獨結帳)

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商品描述

Probably the best book available on the overlooked art of game data analysis, this tutorial will help you improve your products by utilizing the right tools and techniques. Written by a dedicated professional in the field.

Overview

  • Familiarize yourself with the main key performance indicators for game data analysis
  • Understand the data mining environment used for game data analysis
  • Choose reporting tools available on the market according to your needs

In Detail

Publishing video games online has been gaining in popularity for a number of years, but with the advent of social networks and the use of in-game data analysis recently, its potential profitability has skyrocketed. The power of video game analytics is immensely beneficial if done well; it can provide a lot of information with a high level of relevancy.

Game Data Analysis - Tools and Methods is a practical, hands-on guide that provides you with a large overview of the choices available performing video game data analysis. From the technical aspect of the field to its implications in terms of game design, you will be able to choose the right tools for your needs.

This book looks at the most useful key performance indicators used in video games and then highlights the strengths and weaknesses of different solutions that are available in order to collect your data. The book will finally explain the kind of analysis you need to perform according the content of your game.

You will learn how to generate content through the use of data analysis with A/B testing and multivariate testing. We will also take a look at the general rules of data visualization, and we will describe some of the typical traps that you should avoid when manipulating numbers. So, if you want to acquire all the basics of game data analysis, this book is ideal for you.

Video Game Data Analysis - Tools and Methods will teach you everything you need to know in order to make the right choice when it comes to the technical solutions and methods available in the field.

What you will learn from this book

  • Monitor key performance indicators for game data analysis
  • Understand the issues and benefits of different types of data mining environments, such as MySQL or Hadoop
  • Explore the issues and benefits of different reporting solutions, such as Facebook Insights, Kontagent, or Honey Track
  • Avoid some of the typical traps of data analysis
  • Express important game design topics of your products through numbers and indicators
  • Generate content for your game through A/B testing

Approach

This book features an introduction to the basic theoretical tenets of data analysis from a game developer’s point of view, as well as a practical guide to performing gameplay analysis on a real-world game.

Who this book is written for

This book is ideal for video game developers who want to try and experiment with the game analytics approach for their own productions. It will provide a good overview of the themes you need to pay attention to, and will pave the way for success. Furthermore, the book also provides a wide range of concrete examples that will be useful for any game data analysts or scientists who want to improve their general knowledge of the topic.

商品描述(中文翻譯)

這本書可能是目前關於被忽視的遊戲數據分析藝術的最佳書籍,本教程將幫助您利用正確的工具和技術來改善您的產品。由該領域的一位專業人士撰寫。

概述
- 熟悉遊戲數據分析的主要關鍵績效指標
- 了解用於遊戲數據分析的數據挖掘環境
- 根據您的需求選擇市場上可用的報告工具

詳細內容
在線發行視頻遊戲在過去幾年中越來越受歡迎,但隨著社交網絡的興起和最近使用遊戲內數據分析,其潛在的盈利能力已經飆升。如果能夠妥善運用,視頻遊戲分析的力量是極其有益的;它可以提供大量高相關性的信息。

《遊戲數據分析 - 工具與方法》是一本實用的手冊,為您提供了進行視頻遊戲數據分析的各種選擇的廣泛概述。從該領域的技術方面到其在遊戲設計中的影響,您將能夠選擇適合您需求的正確工具。

本書探討了視頻遊戲中最有用的關鍵績效指標,並強調了收集數據的不同解決方案的優缺點。最後,本書將解釋根據您的遊戲內容需要進行的分析類型。

您將學會如何通過數據分析生成內容,包括 A/B 測試和多變量測試。我們還將探討數據可視化的一般規則,並描述在操作數字時應避免的一些典型陷阱。因此,如果您想掌握遊戲數據分析的所有基礎知識,這本書非常適合您。

《視頻遊戲數據分析 - 工具與方法》將教您在技術解決方案和方法方面做出正確選擇所需了解的一切。

您將從本書中學到的內容
- 監控遊戲數據分析的關鍵績效指標
- 了解不同類型數據挖掘環境(如 MySQL 或 Hadoop)的問題和好處
- 探索不同報告解決方案(如 Facebook Insights、Kontagent 或 Honey Track)的問題和好處
- 避免一些典型的數據分析陷阱
- 通過數字和指標表達您產品的重要遊戲設計主題
- 通過 A/B 測試為您的遊戲生成內容

方法
本書介紹了從遊戲開發者的角度看數據分析的基本理論原則,以及在現實遊戲中進行遊戲分析的實用指南。

本書的讀者對象
這本書非常適合希望嘗試和實驗遊戲分析方法的視頻遊戲開發者。它將提供您需要關注的主題的良好概述,並為成功鋪平道路。此外,本書還提供了大量具體示例,對於任何希望提高其主題一般知識的遊戲數據分析師或科學家都將非常有用。