Formal Concept Analysis
Springer International Publishing (Verlag)
978-3-031-63421-5 (ISBN)
Formal Concept Analysis is a field of applied mathematics based on the mathematization of concept and conceptual hierarchy. It thereby activates mathematical thinking for conceptual data analysis and knowledge processing. The underlying notion of "concept" evolved early in the philosophical theory of concepts and still has effects today. In mathematics it played a special role during the emergence of mathematical logic in the 19th century. Subsequently, however, it had virtually no impact on mathematical thinking. It was not until 1979 that the topic was revisited and treated more thoroughly.
Since then, Formal Concept Analysis has fully emerged, sparking a multitude of publications for which the first edition of this textbook established itself as the standard reference in the literature, with a total of 10000+ citations. This is the second edition, revised and extended, of the textbook published originally in German (1996) and translated into English (1999), giving a systematic presentation of the mathematical foundations while also focusing on their possible applications for data analysis and knowledge processing. In times of digital knowledge processing, formal methods of conceptual analysis are gaining in importance. The book makes the basic theory for such methods accessible in a compact form, and presents graphical methods for representing concept systems that have proved themselves essential in communicating knowledge.
The textbook complements each chapter with further notes, references and trends, putting the work in modern context and highlighting potential directions for further research. Additionally, the book contains an entirely new chapter on contextual concept logic, including a section on description logics and relational concept analysis. As such, it should be a valuable resource for students, instructors and researchers at the crossroads of subject areas like Applied and Discrete Mathematics, Logics, Theoretical Computer Science, Knowledge Processing, Data Science, and is meant to be used both for research and in class, as a teaching resource.
Bernhard Ganter is Emeritus Professor of Mathematics at Technische Universität Dresden, Germany. His main research field is Formal Concept Analysis. Before being appointed to Dresden in 1993, he was a member of R. Wille's working group and contributed to the development of Formal Concept Analysis. He is co-founder of the "Mathematics Adventure Land" exhibition in Dresden, which has been a success since 2008.
Rudolf Wille (2 November 1937 - 22 January 2017) was professor of Mathematics (General Algebra) from 1970 to 2003 at Technische Universität Darmstadt, Germany. He is cofounder of the celebrated theory of Formal Concept Analysis, a field of mathematics that applies mathematical lattice theory to organize data based on objects and their shared attributes. An accomplished musician, he also made contributions to Mathematics in Music, Mathematical Pedagogy and the Philosophy of Science, and was a leading scholar in the concept lattice research community.
Preface to the first edition.- Preface to the second edition.- Acknowledgements.- 0. Order-theoretic foundations.- 1. Concept lattices of formal contexts.- 2. Determination and representation.- 3. Parts, factors, and bonds.- 4. Decompositions of concept lattices.- 5. Constructions of concept lattices.- 6. Properties of concept lattices.- 7. Context comparison and conceptual measurability.- 8. Contextual concept logic.- References.- Formal contexts and concept lattices in this book.- Index.
Erscheinungsdatum | 01.08.2024 |
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Zusatzinfo | XII, 370 p. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 155 x 235 mm |
Themenwelt | Informatik ► Theorie / Studium ► Algorithmen |
Schlagworte | Attribute Logic • concept algebra • conceptual scaling • Contextual Concept Lattice • Data Analysis • Data Context • Description Logics • formal concept analysis • Formal Context • Knowledge Discovery • Knowledge Processing • lattice theory |
ISBN-10 | 3-031-63421-7 / 3031634217 |
ISBN-13 | 978-3-031-63421-5 / 9783031634215 |
Zustand | Neuware |
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