Conceptual Exploration
暫譯: 概念探索
Bernhard Ganter
- 出版商: Springer
- 出版日期: 2018-05-30
- 售價: $7,310
- 貴賓價: 9.5 折 $6,945
- 語言: 英文
- 頁數: 336
- 裝訂: Paperback
- ISBN: 366256999X
- ISBN-13: 9783662569993
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商品描述
This is the first textbook on attribute exploration, its theory, its algorithms for
applications, and some of its many possible generalizations. Attribute exploration
is useful for acquiring structured knowledge through an interactive process, by
asking queries to an expert. Generalizations that handle incomplete, faulty, or
imprecise data are discussed, but the focus lies on knowledge extraction from a
reliable information source.
The method is based on Formal Concept Analysis, a mathematical theory of
concepts and concept hierarchies, and uses its expressive diagrams. The presentation
is self-contained. It provides an introduction to Formal Concept Analysis
with emphasis on its ability to derive algebraic structures from qualitative data,
which can be represented in meaningful and precise graphics.
商品描述(中文翻譯)
這是第一本關於屬性探索的教科書,涵蓋其理論、應用算法以及許多可能的推廣。屬性探索對於通過互動過程獲取結構化知識非常有用,這一過程是通過向專家提出查詢來實現的。書中討論了處理不完整、錯誤或不精確數據的推廣,但重點在於從可靠的信息來源中提取知識。該方法基於形式概念分析(Formal Concept Analysis),這是一種關於概念及其層次結構的數學理論,並使用其表達性圖示。內容是自足的,提供了形式概念分析的介紹,強調其從定性數據中推導代數結構的能力,這些結構可以以有意義且精確的圖形表示。