Bachelor-, Diplom- und Masterarbeiten
Themen:
Viele Aufgabenstellungen beschäftigen sich mit der Implementierung verschiedener Komponenten in eines der Websysteme die am Fachgebiet betrieben werden <!– des BibSonomy-Systems–> oder mit der Analyse der in solchen System vorhandenen Daten. Darüber hinaus werden weitere Themen angeboten, die in der Regel einen inhaltlichen Bezug zu aktuellen Forschungsprojekten des Fachgebiets Wissensverarbeitung haben.
Die Themenstellung erfolgt in Absprache mit dem Studierenden; die Ausrichtung und der Umfang der Arbeit richtet sich nach dem jeweils angestrebten Anschluss. Prinzipiell liegt der Schwerpunkt bei Abschlussarbeiten auf der Methodik, während er bei Projektarbeiten auf der technischen Umsetzung liegt.
Zu folgenden Themengebieten können wir Arbeiten anbieten; zu konkreten Themen können die jeweiligen Betreuer genauere Auskunft geben.
(M = methodischer Schwerpunkt, T = technischer Schwerpunkt, B = als Bachelorarbeit möglich, MA = als Masterarbeit möglich)
Evaluating Attribute Partitions for Nested Line Diagrams
Nested line diagrams decompose a formal context into multiple conceptual scales, allowing complex concept lattices to be represented through smaller, interacting factor lattices. The choice of how attributes are partitioned into these scales can strongly influence the structure, complexity, and interpretability of the resulting diagram. This project aims to investigate how the quality of such attribute partitions can be quantified using FCA-based measures, for example the cross-scale implication structure, or the proportion of realized nodes in the corresponding product lattice. Different quality measures will be developed and compared on synthetic and real-world contexts, with the longer-term goal of using them to recommend or automatically identify suitable partitions.
Inquiries: Anurag Sharma
Drawing Line Diagrams through Sublattice Anchoring
Structural patterns such as n-dimensional cubes, diamonds (M3), or pentagons (N5) frequently occur in lattices of real-world data. Identifying and highlighting these well-known sublattices simplifies the interpretation of complex relational data by anchoring the visualization to familiar geometric forms. This project aims to develop a drawing algorithm that detects a predefined sublattice, pins its nodes to fixed positions, and subsequently arranges the remaining structure around this scaffold to investigate how different anchor choices improve lattice readability.
Inquiries: Marcel Nöhre
A Doubly-Additive Extension of Freese’s Algorithm
Doubly-additive line diagrams define a concept’s position as the sum of vectors from its extent and complement intent, which naturally produces parallelograms, making the lattice easier to read and enabling interactive features such as drag-and-drop editing. However, the core challenge lies in finding a vector assignment that yields a readable drawing rather than a cluttered one. Therefore, this project aims to extend the force-directed approach of Ralph Freese’s lattice drawing algorithm by optimizing base vectors, rather than refining node positions directly.
Inquiries: Marcel Nöhre
The Lattice of Relations between Multiple Squares
In the book Conceptual Exploration by Ganter and Obiedkov (2016), Section 4.2.2 gives the example of exploring the different ways of arranging two squares in two dimensions. Later, in Section 6.1.1, the authors also consider part of the problem for the case of three squares. In this mostly theoretical project or thesis, we want to consider the complete case of three squares and, if possible, compute the lattice for the general four square setting.
Inquiries: Tobias Hille
The Truncated Birkhoff Completion
In the Birkhoff completion, certain concepts, especially in the lower part of the lattice, are generated by new objects derived from implications. However, these objects may introduce inconsistent or unrealistic combinations of attributes. Truncating the lattice by eliminating such inconsistencies ensures a more meaningful and applicable structure, particularly in real-world scenarios. This project aims to study the truncated Birkhoff completion as a method for addressing inconsistencies that arise in lattice structures generated through the Birkhoff completion of non-distributive lattices.
Inquiries: Mo Abdulla
Formalizing Results of Formal Concept Analysis
Formalization of a large number of definitions and theorems in Algebra, Number Theory and Analysis in the lean prover brings the field of formal theorem proving to the forefront of mathematical research. However, mathematical notions and results from the field of Formal Concept Analysis are not yet included. Thus, the goal of this project (or thesis) is to formally prove the “Basic Theorem on Concept Lattices” (or a comparable result), in order to provide a stepping stone in this direction. Essentially, this involves building core definitions and necessary preliminary results by extending existing ones. We will aim to build a lean blueprint and if you are only interested in a small project, we will find a reasonable partial realization to stop at.
Inquiries: Tobias Hille
Temporal Ordinal Motifs in Topic Models
Topic models are, often, dimension reduction techniques for large corpora of textual documents. A central aspect to these models is that they allow for text based explanations of the dimensions in the reduced space. A novel technique, called ordinal motifs, interpret and visualize these dimension hierarchically with respect to (ordinal) substructures of standard shape. With your work, you extent this technique towards ordinal motifs over time, develop visualization techniques, and show their applicability in a practical setting.
Informationen: Johannes Hirth
Ordinal Motifs in Hierarchical Topic Models
Topic models are, often, dimension reduction techniques for large corpora of textual documents. A central aspect to these models is that they allow for text based explanations of the dimensions in the reduced space. A novel technique, called ordinal motifs, interpret and visualize these dimension hierarchically with respect to (ordinal) substructures of standard shape. With your work, you extent this technique towards hierarchical topic models, define hierarchical motif structures, develop visualization techniques, and show their applicability in a practical setting.
Informationen: Johannes Hirth
Network Motifs in Topic Flow Networks
In scientometrics, scientific collaboration is often analyzed by means of co-authorships. An aspect which is often overlooked and more difficult to quantify is the flow of expertise between authors from different research topics, which is an important part of scientific progress. With the Topic Flow Network (TFN) a graph structure for the analysis of research topic flows between scientific authors and their respective research fields was proposed. With your work, you identify and interpret substructures that are integral to this network.
Informationen: Johannes Hirth
Formal Concept Analysis mit Attribut und Objektordnungen
In dieser Arbeit untersuchen Sie, inwiefern sich die Theorie der formalen Begriffsanalyse auf den Fall übertragen lässt, dass wir eine lineare Ordnung auf den Attributen und den Objekten vorliegen haben.
Das Ziel ist es, die in der FCA üblichen Ideen (Begriffe, Implikationen etc.) auf solche Datensätze zu übertragen und die Theorie mit Echtwelt-Datensätzen zu evaluieren.
Informationen: Dominik Dürrschnabel
Aufgabenstellung und Termin:
nach Absprache mit dem jeweiligen Betreuer
Vorkenntnisse:
Informatik Grundstudium bzw. 30 absolvierte Credits des Masterstudiums
Angesprochener Teilnehmerkreis:
Bachelor-, Diplom- und Masterstudierende Informatik, Math. NF Inf. Hauptstudium
Leistungsnachweis:
in der Regel Implementierung, schriftliche Ausarbeitung und Vortrag
Umfang:
9 Wochen für Bachelor, 3 Monate für Diplom I und 6 Monate für Master und Diplom II
Veranstalter:
Prof. Dr. Gerd Stumme, Master Math. Maximilian Felde, Dipl.-Math. Tom Hanika, Master Math. Maren Koyda, Master Inform. Bastian Schäfermeier, Master Inform. Andreas Schmidt