An Overview and Comparison of Case-Based Reasoning Frameworks

A Schultheis, C Zeyen, R Bergmann - International Conference on Case …, 2023 - Springer
Abstract Case-Based Reasoning (CBR) is a methodology with many applications in
industrial and scientific domains. Over the past decades, various frameworks have been …

Towards data-driven sustainable design: decision support based on knowledge discovery in disparate building data

E Petrova, P Pauwels, K Svidt… - … Engineering and Design …, 2019 - Taylor & Francis
Sustainable building design requires an interplay between multidisciplinary input and
fulfilment of diverse criteria to align into one high-performing whole. BIM has already brought …

Graph-based generative representation learning of semantically and behaviorally augmented floorplans

V Azizi, M Usman, H Zhou, P Faloutsos, M Kapadia - The Visual Computer, 2022 - Springer
Floorplans are commonly used to represent the layout of buildings. Research works toward
computational techniques that facilitate the design process, such as automated analysis and …

SSIG: A Visually-Guided Graph Edit Distance for Floor Plan Similarity

CCJ van Engelenburg, S Khademi… - Proceedings of the …, 2023 - openaccess.thecvf.com
We propose a simple yet effective metric that measures structural similarity between visual
instances of architectural floor plans, without the need for learning. Qualitatively, our …

[PDF][PDF] Floorplan embedding with latent semantics and human behavior annotations

V Azizi, M Usman, S Patel, D Schaumann… - Proceedings of the 11th …, 2020 - simaud.org
Floorplans provide top-view representations of buildings that highlight key relationships
between spaces and building components. In the last few decades, different approaches …

Improved and visually enhanced case-based retrieval of room configurations for assistance in architectural design education

V Eisenstadt, C Langenhan, KD Althoff… - … Conference on Case …, 2020 - Springer
This paper presents a system for case-based retrieval of architectural designs in the form of
graph-based room configurations by means of applying a case preselection process using a …

Explainable distributed case-based support systems: Patterns for enhancement and validation of design recommendations

V Eisenstadt, C Espinoza-Stapelfeld, A Mikyas… - Case-Based Reasoning …, 2018 - Springer
This paper addresses the issues of explainability of case-based support systems,
particularly structural CBR systems dominated by knowledge-rich comprehensive cases and …

Flea-cbr–a flexible alternative to the classic 4r cycle of case-based reasoning

V Eisenstadt, C Langenhan, KD Althoff - Case-Based Reasoning …, 2019 - Springer
This paper introduces FLEA-CBR, an alternative approach for composition of case-based
reasoning (CBR) processes. FLEA-CBR extends the original 4R (Retrieve, Reuse, Revise …

Consideration of detailing in the graph-based retrieval of design variants

D Napps, M König - ECPPM 2022-eWork and eBusiness in …, 2023 - taylorfrancis.com
During early design processes, interdisciplinary experts frequently exchange building
information at different Levels of Development to generate designs fulfilling multiple …

A novel subgraph querying method on directed weighted graphs

W Wang, Y Yao, L Zhu, X Hei… - 2018 14th International …, 2018 - ieeexplore.ieee.org
The usage of graphs has led to the emergence of schema queries in knowledge graph and
graph databases, where subgraph queries have become one of the most important research …