Formal Concept Analysis
From International Center for Computational Logic
Formal Concept Analysis
Formal Concept Analysis is a mathematical theory which describes concepts and conceptual hierarchies by means of lattice theory. Thereby, the basis are formal contexts, elementary data structures that describe objects and their attributes. A formal concept is then composed of a set of objects and a set of attributes which -- in line with philosophical and linguistic traditions -- are called concept extent and concept intent, respectively. Formal concepts can then be put into relation to each other, forming a hierarchy of sub- and superconcepts.
Formal Concept Analysis was founded in the 1980s in Darmstadt in the group of Rudolf Wille and has become a discipline with numerous practical applications in diverse areas, including data- and textmining, knowledge management, Semantic Web, software engineering, economics or biology.
Professors and Research Group Leaders
Scientific Staff
Journal Articles
Karell Bertet, Sebastian Rudolph
Preface: Concept Lattices and Applications: Recent Advances and New Opportunities
Discrete Applied Mathematics, 249:1, 2018
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Sebastian Rudolph
Succinctness and tractability of closure operator representations
Theoretical Computer Science, 658, Part B:327 - 345, January 2017
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José Manuel Rodríguez-Jiménez, Pablo Cordero, Manuel Enciso, Sebastian Rudolph
Concept lattices with negative information: A characterization theorem
Information Sciences, Volume 369:51–62, November 2016
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Daniel Borchmann, Rafael Peñaloza, Wenqian Wang
Classifying Software Bug Reports Using Methods from Formal Concept Analysis
Studia Universitatis Babeş-Bolyai Informatica, 59:10-27, June 2014
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Pascal Hitzler, Markus Krötzsch, Guo-Qiang Zhang
A categorical view on algebraic lattices in formal concept analysis
Fundamenta Informaticae, 74(2-3):301-328, July 2006
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Proceedings Articles
Lucas Carr, Nicholas Leisegang, Thomas Meyer, Sebastian Rudolph
Non-monotonic Extensions to Formal Concept Analysis via Object Preferences
Proceedings of the 5th Southern African Conference on AI Research (SACAIR'24), to appear
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Jana Klimpke, Sebastian Rudolph
Visualization of Statistical Information in Concept Lattice Diagrams
In Agnès Braud, Aleksey Buzmakov, Tom Hanika, Florence Le Ber, eds., Proceedings of the 16th International Conference on Formal Concept Analysis, volume 12733 of LNCS, 208-223, 2021. Springer
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Bernhard Ganter, Sebastian Rudolph, Gerd Stumme
Explaining Data with Formal Concept Analysis
In Markus Krötzsch, Daria Stepanova, eds., Reasoning Web. Explainable Artificial Intelligence - 15th International Summer School 2019, Bolzano, Italy, September 20-24, 2019, Tutorial Lectures., volume 11810 of LNCS, 153-195, 2019. Springer
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Markus Krötzsch
Too Much Information: Can AI Cope With Modern Knowledge Graphs?
In Diana Cristea, Florence Le Ber, Baris Sertkaya, eds., Proceedings of the 15th International Conference on Formal Concept Analysis (ICFCA 2019), volume 11511 of LNCS, 17--31, 2019. Springer
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Larry González, Aidan Hogan
Modelling Dynamics in Semantic Web Knowledge Graphs with Formal Concept Analysis
Proceedings of the 2018 World Wide Web Conference on World Wide Web, WWW 2018, Lyon, France, April 23-27, 2018. ACM 2018, April 2018
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Daniel Borchmann
Exploring Faulty Data
In Jaume Baixeries, Christian Sacarea, Manuel Ojeda-Aciego, eds., Proceedings of the 13 International Conference on Formal Concept Analysis (ICFCA 2015), volume 9113 of Lecture Notes in Computer Science, 219-235, 2015. Springer
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Sebastian Rudolph, Christian Sacarea, Diana Troancă
Membership Constraints in Formal Concept Analysis
In Qiang Yang, Michael Wooldridge, eds., Proc. 24th International Joint Conference on Artificial Intelligence (IJCAI'15), 3186-3192, July 2015. AAAI Press
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Sebastian Rudolph
On the Succinctness of Closure Operator Representations
In Cynthia Vera Glodeanu, Mehdi Kaytoue, Christian Sacarea, eds., Proc. 12th International Conference on Formal Concept Analysis (ICFCA 2014), volume 8478 of LNCS, 15-36, June 2014. Springer
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Johannes Wollbold, Rüdiger Köhling, Daniel Borchmann
Attribute Exploration with Proper Premises and Incomplete Knowledge Applied to the Free Radical Theory of Ageing
In Cynthia Vera Glodeanu, Mehdi Kaytoue, Christian Sacarea, eds., Proceedings of the 12th International Conference on Formal Concept Analysis (ICFCA 2014), volume 8478 of Lecture Notes in Computer Science, 268-283, 2014. Springer
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Daniel Borchmann
Experience Based Nonmonotonic Reasoning
In Pedro Cabalar, Tran Cao Son, eds., Proceedings of the 12th International Conference on Logic Programming and Nonmonotonic Reasoning (LPNMR 2013), volume 8148 of Lecture Notes in Computer Science, 200-205, 2013. Springer
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Daniel Borchmann
A Generalized Next-Closure Algorithm — Enumerating Semilattice Elements from a Generating Set
In Laszlo Szathmary, Uta Priss, eds., Proceedings of The Ninth International Conference on Concept Lattices and Their Applications, volume 972 of CEUR Workshop Proceedings, 9-20, October 2012
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Bernhard Ganter, Daniel Borchmann
Concept Lattice Orbifolds -- First Steps
In Sèbastien Ferré and Sebastian Rudolph, eds., Proceedings of the 7th International Conference on Formal Concept Analysis (ICFCA 2009), volume 5548 of Lecture Notes in Computer Science, 22-37, 2009. Springer
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Pascal Hitzler, Markus Krötzsch
Querying formal contexts with answer set programs
In Henrik Schärfe, Pascal Hitzler, Peter Ohrstrom, eds., Conceptual Structures: Inspiration and Application, Proceedings of the 14th International Conference on Conceptual Structures, ICCS 2006, Aalborg, Denmark, July 2006, volume 4068 of Lecture Notes in Artificial Intelligence, 413-426, July 2006. Springer
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Markus Krötzsch, Grit Malik
The Tensor Product as a Lattice of Regular Galois Connections
In Rokia Missaoui and Jürg Schmid, eds., Proceedings of the 4th International Conference on Formal Concept Analysis (ICFCA2006), Dresden, Germany, volume 3874 of Lecture Notes in Computer Science, February 2006. Springer
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Markus Krötzsch, Pascal Hitzler, Guo-Qiang Zhang
Morphisms in Context
In Frithjof Dau, Marie-Laure Mugnier and Gerd Stumme, eds., Conceptual Structures: Common Semantics for Sharing Knowledge. Proceedings of the 13th International Conference on Conceptual Structures, ICCS '05, Kassel, Germany, July 2005, volume 3596 of Lecture Notes in Computer Science, 223-237, July 2005. Springer, Berlin
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Sebastian Rudolph
Spatial concepts - a rule exploration
In Gerd Stumme, eds., Working with Conceptual Structures - Contributions to ICCS 2000, 284 -- 288, July 2000. Shaker, Aachen
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Books
Sebastian Rudolph
Relational Exploration - Combining Description Logics and Formal Concept Analysis for Knowledge Specification
Universitätsverlag Karlsruhe, December 2006
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Book Chapters
Markus Krötzsch, Bernhard Ganter
A Brief Introduction to Formal Concept Analysis
In Pascal Hitzler and Hendrik Schärfe, eds., Conceptual Structures in Practice, CRC Studies in Informatics, 3--16. Chapman & Hall, May 2009
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Sebastian Rudolph, Johanna Völker
A Lexico-Logical Approach to Ontology Engineering
In Pascal Hitzler, Henrik Schärfe, eds., Conceptual Structures in Practice, Studies in Informatics, 225--244. Chapman & Hall/CRC, May 2009
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Edited Proceedings
Markus Krötzsch, Daria Stepanova
Explainable Artificial Intelligence. Proceedings of the 15th Reasoning Web Summer School
Volume 11810 of LNCS, 2019. Springer
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Steffen Hölldobler, Markus Krötzsch, Rafael Peñaloza Nyssen, Sebastian Rudolph
KI 2015: Advances in Artificial Intelligence - Proceedings of the 38th Annual German Conference on AI
Volume 9324 of LNAI, 2015. Springer
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Karell Bertet, Sebastian Rudolph
Proceedings of the Eleventh International Conference on Concept Lattices and Their Applications, Košice, Slovakia, October 7-10, 2014
Volume 1252 of CEUR, October 2014. CEUR Workshop Proceedings
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Madalina Croitoru, Sebastian Rudolph, Stefan Woltran, Christophe Gonzales
Graph Structures for Knowledge Representation and Reasoning - Third International Workshop, GKR 2013, Beijing, China, August 3, 2013. Revised Selected Papers
Volume 8323 of Lecture Notes in Computer Science, 2014. Springer
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Sergei O. Kuznetsov, Amedeo Napoli, Sebastian Rudolph
Proceedings of the International Workshop "What can FCA do for Artificial Intelligence?" (FCA4AI at IJCAI 2013), Beijing, China, August 5, 2013
Volume 1058 of CEUR Workshop Proceedings, 2013. CEUR-WS.org
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Madalina Croitoru, Sebastian Rudolph, Nic Wilson, John Howse, Olivier Corby
Graph Structures for Knowledge Representation and Reasoning - Second International Workshop, GKR 2011, Barcelona, Spain, July 16, 2011. Revised Selected Papers
Volume 7205 of Lecture Notes in Computer Science, 2012. Springer
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Sébastien Ferré, Sebastian Rudolph
Formal Concept Analysis: 7th International Conference, ICFCA 2009, Proceedings
Volume 5548 of LNAI, May 2009. Springer
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Sebastian Rudolph, Frithjof Dau, Sergei O. Kuznetsov
Conceptual Structures: Leveraging Semantic Technologies
Volume 5662 of LNCS, July 2009. Springer
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Sebastian Rudolph, Frithjof Dau, Sergei O. Kuznetsov
Supplementary Proceedings of ICCS'09
Volume 483 of CEUR Workshop Proceedings, July 2009. CEUR
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Karl Erich Wolff, Sebastian Rudolph, Sébastien Ferré
Contributions to ICFCA 2009
, May 2009. Verlag Allgemeine Wissenschaft
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Madalina Croitoru, Robert Jäschke, Sebastian Rudolph
Third Conceptual Structures Tool Interoperability Workshop (CS-TIW 2008)
Volume 352 of CEUR Workshop Proceedings, July 2008. CEUR
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Doctoral Theses
Daniel Borchmann
Learning Terminological Knowledge with High Confidence from Erroneous Data
Phd thesis, Technische Universität Dresden, 2014/09/09
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Talks and Miscellaneous
Tom Hanika, Maximilian Marx, Gerd Stumme
Interactively Discovering Implicational Knowledge in Wikidata
Presentation at 36th Chaos Communication Congress 2019, December 2019
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Tom Hanika, Maximilian Marx, Gerd Stumme
Discovering Implicational Knowledge in Wikidata
Presentation at Wikimania 2019, August 2019
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Tom Hanika, Maximilian Marx, Gerd Stumme
The Exploration Game
Poster at Wikimania 2019, August 2019
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Daniel Borchmann
Learning Terminological Knowledge with High Confidence from Erroneous Data
Vortrag, June 2014
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Daniel Borchmann
Exploring Implications and General Concept Inclusions with High Confidence
Vortrag, October 2014
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Daniel Borchmann
General Concept Inclusions with High Confidence in Finite Interpretations
Vortrag, September 2013
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Daniel Borchmann
Exploratory Programming for Formal Concept Analysis — An Introduction to conexp-clj
Vortrag, May 2013
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Markus Krötzsch
Morphisms in Logic, Topology, and Formal Concept Analysis
Master's thesis, Technische Universität Dresden, February 2005
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