Discovery Science: 22nd International Conference, DS 2019, Split, Croatia, October 28-30, 2019, Proceedings
暫譯: 發現科學:第22屆國際會議,DS 2019,克羅埃西亞斯普利特,2019年10月28-30日,會議論文集
Kralj Novak, Petra, Smuc, Tomislav, Dzeroski, Saso
- 出版商: Springer
- 出版日期: 2019-10-19
- 售價: $3,750
- 貴賓價: 9.5 折 $3,563
- 語言: 英文
- 頁數: 546
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3030337774
- ISBN-13: 9783030337773
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相關主題
商品描述
This book constitutes the proceedings of the 22nd International Conference on Discovery Science, DS 2019, held in Split, Coratia, in October 2019.
The 21 full and 19 short papers presented together with 3 abstracts of invited talks in this volume were carefully reviewed and selected from 63 submissions. The scope of the conference includes the development and analysis of methods for discovering scientific knowledge, coming from machine learning, data mining, intelligent data analysis, big data analysis as well as their application in various scientific domains. The papers are organized in the following topical sections: Advanced Machine Learning; Applications; Data and Knowledge Representation; Feature Importance; Interpretable Machine Learning; Networks; Pattern Discovery; and Time Series.
商品描述(中文翻譯)
本書為第22屆國際發現科學會議(DS 2019)的會議紀錄,該會議於2019年10月在克羅埃西亞的斯普利特舉行。
本卷中共收錄了21篇完整論文和19篇短文,以及3篇受邀演講的摘要,這些論文均經過仔細審查和選擇,來自63篇投稿。會議的範疇包括發展和分析發現科學知識的方法,這些方法來自機器學習、資料探勘、智能資料分析、大數據分析,以及它們在各種科學領域中的應用。論文組織在以下主題部分:進階機器學習;應用;資料與知識表示;特徵重要性;可解釋的機器學習;網絡;模式發現;以及時間序列。