Artificial Intelligence for Fashion Industry in the Big Data Era

✍ Scribed by Sébastien Thomassey, Xianyi Zeng

• Publisher: Springer Singapore
• Year: 2018
• Tongue: English
• Leaves: 289
• Series: Springer Series in Fashion Business
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book provides an overview of current issues and challenges in the fashion industry and an update on data-driven artificial intelligence (AI) techniques and their potential implementation in response to those challenges. Each chapter starts off with an example of a data-driven AI technique on a particular sector of the fashion industry (design, manufacturing, supply or retailing), before moving on to illustrate its implementation in a real-world application

✦ Table of Contents

Front Matter ....Pages i-x
Introduction: Artificial Intelligence for Fashion Industry in the Big Data Era (Sébastien Thomassey, Xianyi Zeng)....Pages 1-6
Front Matter ....Pages 7-7
AI-Based Fashion Sales Forecasting Methods in Big Data Era (Shuyun Ren, Chi-leung Patrick Hui, Tsun-ming Jason Choi)....Pages 9-26
Enhanced Predictive Models for Purchasing in the Fashion Field by Applying Regression Trees Equipped with Ordinal Logistic Regression (Ali Fallah Tehrani, Diane Ahrens)....Pages 27-45
A Data Mining-Based Framework for Multi-item Markdown Optimization (Ayhan Demiriz)....Pages 47-70
Social Media Analytics for Decision Support in Fashion Buying Processes (Samaneh Beheshti-Kashi, Michael Lütjen, Klaus-Dieter Thoben)....Pages 71-93
Front Matter ....Pages 95-95
Review of Artificial Intelligence Applications in Garment Manufacturing (Radhia Abd Jelil)....Pages 97-123
AI for Apparel Manufacturing in Big Data Era: A Focus on Cutting and Sewing (Yanni Xu, Sébastien Thomassey, Xianyi Zeng)....Pages 125-151
A Discrete Event Simulation Model with Genetic Algorithm Optimisation for Customised Textile Production Scheduling ( Brahmadeep, Sébastien Thomassey)....Pages 153-171
An Intelligent Fashion Replenishment System Based on Data Analytics and Expert Judgment (Roberta Sirovich, Giuseppe Craparotta, Elena Marocco)....Pages 173-195
Blockchain-Based Secured Traceability System for Textile and Clothing Supply Chain (Tarun Kumar Agrawal, Ajay Sharma, Vijay Kumar)....Pages 197-208
Front Matter ....Pages 209-209
Artificial Intelligence Applied to Multisensory Studies of Textile Products (Zhebin Xue, Xianyi Zeng, Ludovic Koehl)....Pages 211-244
Evaluation of Fashion Design Using Artificial Intelligence Tools (Yan Hong, Xianyi Zeng, Pascal Brunixaux, Yan Chen)....Pages 245-256
Garment Wearing Comfort Analysis Using Data Mining Technology (Kaixuan Liu)....Pages 257-271
Garment Fit Evaluation Using Machine Learning Technology (Kaixuan Liu, Xianyi Zeng, Pascal Bruniaux, Xuyuan Tao, Edwin Kamalha, Jianping Wang)....Pages 273-288
Erratum to: Artificial Intelligence for Fashion Industry in the Big Data Era (Sébastien Thomassey, Xianyi Zeng)....Pages E1-E1

✦ Subjects

Business and Management; Market Research/Competitive Intelligence; Textile Engineering; Artificial Intelligence (incl. Robotics)