Adaptive Business Intelligence (Hardcover)

Description

Adaptive business intelligence systems combine prediction and optimization techniques to assist decision makers in complex, rapidly changing environments. These systems address fundamental questions: What is likely to happen in the future? What is the best course of action? Adaptive Business Intelligence explores elements of data mining, predictive modeling, forecasting, optimization, and adaptability. The book explains the application of numerous prediction and optimization techniques, and shows how these concepts can be used to develop adaptive systems. Coverage includes linear regression, time-series forecasting, decision trees and tables, artificial neural networks, genetic programming, fuzzy systems, genetic algorithms, simulated annealing, tabu search, ant systems, and agent-based modeling.

描述

適應性商業智能系統結合預測和優化技術，以協助決策者應對複雜且快速變化的環境。這些系統解決了以下基本問題：未來可能發生什麼？最佳行動方案是什麼？《適應性商業智能》探討了數據挖掘、預測建模、預測、優化和適應性的要素。本書解釋了多種預測和優化技術的應用，並展示了如何利用這些概念開發適應性系統。內容包括線性回歸、時間序列預測、決策樹和表格、人工神經網絡、遺傳編程、模糊系統、遺傳算法、模擬退火、禁忌搜索、螞蟻系統和基於代理的建模。