Data Mining and Multi-agent Integration
暫譯: 資料探勘與多代理整合
- 出版商: Springer
- 出版日期: 2015-02-10
- 售價: $6,910
- 貴賓價: 9.5 折 $6,565
- 語言: 英文
- 頁數: 348
- 裝訂: Paperback
- ISBN: 1489984402
- ISBN-13: 9781489984401
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相關分類:
Data-mining
海外代購書籍(需單獨結帳)
商品描述
Data Mining and Multi agent Integration aims to re?ect state of the art research and development of agent mining interaction and integration (for short, agent min ing). The book was motivated by increasing interest and work in the agents data min ing, and vice versa. The interaction and integration comes about from the intrinsic challenges faced by agent technology and data mining respectively; for instance, multi agent systems face the problem of enhancing agent learning capability, and avoiding the uncertainty of self organization and intelligence emergence. Data min ing, if integrated into agent systems, can greatly enhance the learning skills of agents, and assist agents with predication of future states, thus initiating follow up action or intervention. The data mining community is now struggling with mining distributed, interactive and heterogeneous data sources. Agents can be used to man age such data sources for data access, monitoring, integration, and pattern merging from the infrastructure, gateway, message passing and pattern delivery perspectives. These two examples illustrate the potential of agent mining in handling challenges in respective communities. There is an excellent opportunity to create innovative, dual agent mining interac tion and integration technology, tools and systems which will deliver results in one new technology.
商品描述(中文翻譯)
《資料探勘與多代理整合》旨在反映代理探勘互動與整合的最新研究與發展(簡稱代理探勘)。本書的動機源於對代理資料探勘日益增長的興趣與工作,反之亦然。互動與整合源於代理技術與資料探勘各自面臨的內在挑戰;例如,多代理系統面臨增強代理學習能力的問題,以及避免自我組織與智慧出現的不確定性。如果將資料探勘整合進代理系統,可以大幅提升代理的學習技能,並協助代理預測未來狀態,從而啟動後續行動或干預。資料探勘社群目前正面臨挖掘分散式、互動式及異質性資料來源的挑戰。代理可以用來管理這些資料來源,以便從基礎設施、閘道、訊息傳遞和模式傳遞的角度進行資料存取、監控、整合和模式合併。這兩個例子展示了代理探勘在各自社群中處理挑戰的潛力。這是一個創造創新雙代理探勘互動與整合技術、工具和系統的絕佳機會,將在一項新技術中提供成果。