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BL
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| Record Number
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889515
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| Title & Author
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Artificial intelligence for fashion industry in the big data era /\ Sébastien Thomassey, Xianyi Zeng, editors.
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| Publication Statement
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Singapore :: Springer,, [2018]
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| Series Statement
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Springer Series in Fashion Business,
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| Page. NO
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1 online resource (viii, 288 pages)
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| ISBN
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9789811300790
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: 9789811300806
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: 9789811300813
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: 9789811343254
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: 9811300798
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: 9811300801
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: 981130081X
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: 981134325X
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9789811300790
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9811300798
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| Contents
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Intro; Preface; Contents; Introduction: Artificial Intelligence for Fashion Industry in the Big Data Era; References; Part I AI for Fashion Sales Forecasting; AI-Based Fashion Sales Forecasting Methods in Big Data Era; 1 Introduction; 2 AI-Based Fashion Sales Forecasting Methods; 2.1 ANN and ELM-Based Methods; 2.2 Fuzzy Logic-Based Methods; 2.3 Support Vector Machines (SVMs); 3 Application of Big Data in Fashion Industry; 4 AI-Based Fashion Sales Forecasting Methods in Big Data Era; 4.1 Data Filtering; 4.2 Feature Extraction; 4.3 Data Training; 4.4 Forecast Output; 5 Conclusion; References.
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2.6 Machine Layout Design3 Garment Quality Control and Inspection; 3.1 Seam and Fabric Sewing Performance; 3.2 Sewing Automation Equipment; 3.3 Assessing Seam Pucker; 3.4 Detecting and Classifying Garments Defects; 3.5 Dimensional Change Issue; 4 Garment Quality Evaluation; 4.1 Clothing Sensory Comfort; 4.2 Clothing Thermal Properties; 4.3 Garment Appearance Quality; 5 Challenges Facing Adoption of AI Techniques in Clothing Industry; 6 Conclusion; References; AI for Apparel Manufacturing in Big Data Era: A Focus on Cutting and Sewing; 1 Introduction; 2 Apparel Manufacturing Process.
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3 Multiple Forecasts in Retail4 Deterministic Dynamic Pricing Model; 5 Empirical Study; 5.1 Finding-Related Item Groups; 5.2 Conducting Multivariate Regression Analysis Within Item Groups; 5.3 Implementing Deterministic Multi-item Markdown Optimization Model; 6 Concluding Remarks; References; Social Media Analytics for Decision Support in Fashion Buying Processes; 1 Introduction; 2 Theoretical Background; 2.1 Social Media; 2.2 Text Mining; 3 Research Approach: Topic Detection and Tracking in Fashion Blogs; 4 Results on Experimental Analyses of Fashion Blogs.
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4.1 Topic Detection-Single Colour Occurrences4.2 Topic Detection-Co-occurred Colour Occurrences; 4.3 Topic Tracking of Fashion Topics; 5 Buyers Perspective-Discussion; 6 Conclusion and Outlook; References; Part II AI for Textile Apparel Manufacturing and Supply Chain; Review of Artificial Intelligence Applications in Garment Manufacturing; 1 Introduction; 2 Applications of AI to Production Planning, Control, and Scheduling; 2.1 Production Order Scheduling; 2.2 Cut-Order Planning; 2.3 Marker Making; 2.4 Fabric Spreading and Cutting Schedules; 2.5 Assembly-Line Balancing.
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Enhanced Predictive Models for Purchasing in the Fashion Field by Applying Regression Trees Equipped with Ordinal Logistic Regression1 Introduction; 2 Related Work; 3 Ordinal Logistic Regression (OLR); 3.1 Evaluation; 4 Regression Trees; 5 Algorithm; 6 Experiments; 6.1 Datasets; 6.2 Experimental Setup and Evaluation; 6.3 Results; 6.4 Tree Illustration; 7 Concluding Remarks; References; A Data Mining-Based Framework for Multi-item Markdown Optimization; 1 Introduction; 2 Grouping-Related Items; 2.1 Associated Group Heuristic; 2.2 k-Means Clustering; 2.3 Constrained Clustering.
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| Abstract
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"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"--
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| Subject
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Artificial intelligence.
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Big data.
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Clothing trade-- Data processing.
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Fashion design-- Digital techniques.
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Fashion merchandising.
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Artificial intelligence.
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Big data.
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Clothing trade-- Data processing.
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Fashion design-- Digital techniques.
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Fashion merchandising.
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TECHNOLOGY ENGINEERING-- Technical Manufacturing Industries Trades.
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| Dewey Classification
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687.0285
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| LC Classification
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HD9940.A2
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| Added Entry
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Thomassey, Sébastien
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Zeng, Xianyi,1963-
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