Data Analytics and Business Intelligence: Computational Frameworks, Practices, and Applications
Charles, Vincent, Garg, Pratibha, Gupta, Neha
- 出版商: CRC
- 出版日期: 2024-12-19
- 售價: $2,630
- 貴賓價: 9.5 折 $2,499
- 語言: 英文
- 頁數: 260
- 裝訂: Quality Paper - also called trade paper
- ISBN: 103203906X
- ISBN-13: 9781032039060
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相關分類:
Data Science
尚未上市,無法訂購
相關主題
商品描述
Business Analytics (BA) is an evolving phenomenon that showcases the increasing importance of using huge volumes of data to generate value for businesses. Advances in BA have offered great opportunities for organisations to improve, innovate, and develop existing or new processes, products, and services. BA is the process of transforming data into actionable insight by using statistical and mathematical analysis, descriptive, prescriptive, and predictive models, machine learning, information systems and network science methods, among others, along with a variety of data, expert knowledge, and fact-based management to support better and faster decision-making.
BA and Business Intelligence (BI) generate capabilities for companies to compete in the market effectively and has become one of the main functional areas in most companies. BA tools are used in diverse ways, for example, to identify consumer behaviour patterns and market trends, to derive valuable insights on the performance of stocks, to find information on the attrition rate of employees, to analyse and solve healthcare problems, to offer insight into inventory management and supply chain management, to analyse data from social networks, and to infer traffic behaviour and develop traffic management policy, among others.
BA and BI have become one of the most popular research areas in academic circles, as well as in the industry, driven by the increasing demand in the business world. This book aims to become a stimulus for innovative business solutions covering a wide range of aspects of business analytics, such as management science, information technology, descriptive, prescriptive, and predictive models, machine learning, network science, mathematical and statistical techniques. The book will encompass a valuable collection of chapters exploring and discussing computational frameworks, practices, and applications of BA that can assist industries and relevant stakeholders in decision-making and problem-solving exercises, with a view to driving competitive advantage.
商品描述(中文翻譯)
商業分析(BA)是一個不斷演變的現象,展示了利用大量數據為企業創造價值的重要性日益增加。BA 的進步為組織提供了改善、創新以及開發現有或新流程、產品和服務的巨大機會。BA 是將數據轉化為可行見解的過程,這一過程使用統計和數學分析、描述性、規範性和預測性模型、機器學習、信息系統和網絡科學方法等,並結合各種數據、專家知識和基於事實的管理,以支持更好和更快速的決策。
BA 和商業智慧(BI)為公司在市場上有效競爭提供了能力,並已成為大多數公司的主要功能領域之一。BA 工具的使用方式多樣,例如用於識別消費者行為模式和市場趨勢、獲取有關股票表現的有價值見解、查找員工流失率的信息、分析和解決醫療保健問題、提供有關庫存管理和供應鏈管理的見解、分析社交網絡數據,以及推斷交通行為並制定交通管理政策等。
BA 和 BI 已成為學術界和業界中最受歡迎的研究領域之一,這一現象是由於商業世界對其需求的增加。本書旨在成為創新商業解決方案的刺激劑,涵蓋商業分析的廣泛方面,如管理科學、信息技術、描述性、規範性和預測性模型、機器學習、網絡科學、數學和統計技術。本書將包含一系列有價值的章節,探索和討論 BA 的計算框架、實踐和應用,這些內容可以幫助行業和相關利益相關者在決策和解決問題的過程中,從而推動競爭優勢。