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Wineinformatics : A New Data Science Application / by Bernard Chen
(SpringerBriefs in Computer Science. ISSN:21915776)

データ種別	電子ブック
版	1st ed. 2023.
出版者	(Singapore : Springer Nature Singapore : Imprint: Springer)
出版年	2023
大きさ	IX, 69 p. 1 illus : online resource
著者標目	*Chen, Bernard author SpringerLink (Online service)

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URL	巻　次	配架場所	請求記号	登録番号	コメント	刷　年	状　態	利用注記	ISBN	予約	請求メモ
URL		射水-電子	007	EB0001767	Computer Scinece R0 2005-6,2022-3				9789811973697

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一般注記	Chapter 1 Introduction -- Chapter 2 Data collection and preprocessing -- Chapter 3 Classification in Wineinformatics -- Chapter 4 Regression on Wine Prediction -- Chapter 5 Analysis on Wine Reviewers -- Chapter 6 Advanced Application of the Computational Wine Wheel -- Chapter 7 Conclusion and Future Works Wineinformatics is a new data science application with a focus on understanding wine through artificial intelligence. Thousands of new wine reviews are produced monthly, which benefits the understanding of wine through wine experts for winemakers and consumers. This book systematically investigates how to process human language format reviews and mine useful knowledge from a large volume of processed data. This book presents a human language processing tool named Computational Wine Wheel to process professional wine reviews and three novel Wineinformatics studies to analyze wine quality, price and reviewers. Through the lens of data science, the author demonstrates how the wine receives 90+ scores out of 100 points from Wine Spectator, how to predict a wine’s specific grade and price through wine reviews and how to rank a group of wine reviewers. The book also shows the advanced application of the Computational Wine Wheel to capture more information hidden in wine reviews and the possibility of extending the wheel to coffee, tea beer, sake and liquors. This book targets computer scientists, data scientists and wine industrial researchers, who are interested in Wineinformatics. Senior data science undergraduate and graduate students may also benefit from this book HTTP:URL=https://doi.org/10.1007/978-981-19-7369-7
件　名	LCSH:Artificial intelligence -- Data processing 全ての件名で検索 LCSH:Machine learning LCSH:Natural language processing (Computer science) LCSH:Expert systems (Computer science) LCSH:Business information services LCSH:Social sciences -- Data processing 全ての件名で検索 FREE:Data Science FREE:Machine Learning FREE:Natural Language Processing (NLP) FREE:Knowledge Based Systems FREE:Business Information Systems FREE:Computer Application in Social and Behavioral Sciences
分　類	LCC:Q336 DC23:005.7
書誌ID	EB00001155
ISBN	9789811973697