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Intelligent Fashion Forecasting Systems: Models and Applications

✍ Scribed by Tsan-Ming Choi, Chi-Leung Hui, Yong Yu (auth.), Tsan-Ming Choi, Chi-Leung Hui, Yong Yu (eds.)


Publisher
Springer-Verlag Berlin Heidelberg
Year
2014
Tongue
English
Leaves
199
Edition
1
Category
Library

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✦ Synopsis


Forecasting is a crucial function for companies in the fashion industry, but for many real-life forecasting applications in the, the data patterns are notorious for being highly volatile and it is very difficult, if not impossible, to analytically learn about the underlying patterns. As a result, many traditional methods (such as pure statistical models) will fail to make a sound prediction. Over the past decade, advances in artificial intelligence and computing technologies have provided an alternative way of generating precise and accurate forecasting results for fashion businesses. Despite being an important and timely topic, there is currently an absence of a comprehensive reference source that provides up-to-date theoretical and applied research findings on the subject of intelligent fashion forecasting systems. This three-part handbook fulfills this need and covers materials ranging from introductory studies and technical reviews, theoretical modeling research, to intelligent fashion forecasting applications and analysis. This book is suitable for academic researchers, graduate students, senior undergraduate students and practitioners who are interested in the latest research on fashion forecasting.

✦ Table of Contents


Front Matter....Pages i-viii
Front Matter....Pages 1-1
Introduction: Intelligent Fashion Forecasting....Pages 3-8
Sales Forecasting in Apparel and Fashion Industry: A Review....Pages 9-27
Collaborative Planning Forecasting Replenishment Schemes in Apparel Supply Chain Systems: Cases and Research Opportunities....Pages 29-40
Front Matter....Pages 41-41
Measuring Forecasting Accuracy: Problems and Recommendations (by the Example of SKU-Level Judgmental Adjustments)....Pages 43-70
Forecasting Demand for Fashion Goods:A Hierarchical Bayesian Approach....Pages 71-94
Forecasting Fashion Store Reservations:Booking Horizon Forecasting with Dynamic Updating....Pages 95-120
Front Matter....Pages 121-121
Fuzzy Forecast Combining for Apparel Demand Forecasting....Pages 123-146
Intelligent Fashion Colour Trend Forecasting Schemes: A Comparative Study....Pages 147-160
Neural Networks Based Forecasting for Romanian Clothing Sector....Pages 161-194

✦ Subjects


Business Information Systems; Information Systems Applications (incl. Internet); Production/Logistics/Supply Chain Management


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