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A System for Aligning Taxonomies and Debugging Taxonomies and Their Alignments [chapter]

Valentina Ivanova, Patrick Lambrix
2013 Lecture Notes in Computer Science  
In this demonstration paper we present a system for aligning taxonomies, the most used kind of ontologies, and debugging taxonomies and their alignments, where ontology alignment is treated as a special  ...  With the increased use of ontologies in semantically-enabled applications, the issues of debugging and aligning ontologies have become increasingly important.  ...  We thank the Swedish Research Council (Vetenskapsrådet) and the Swedish e-Science Research Centre (SeRC) for financial support.  ... 
doi:10.1007/978-3-642-41242-4_15 fatcat:wety73qo7jhljbsjr3u2zw7yrq

A Unified Approach for Aligning Taxonomies and Debugging Taxonomies and Their Alignments [chapter]

Valentina Ivanova, Patrick Lambrix
2013 Lecture Notes in Computer Science  
In this paper we present a unified framework for aligning taxonomies, the most used kind of ontologies, and debugging taxonomies and their alignments, where ontology alignment is treated as a special kind  ...  Further, we implemented a system based on this framework and demonstrate its benefits through experiments with ontologies from the Ontology Alignment Evaluation Initiative.  ...  We thank the Swedish Research Council (Vetenskapsrådet) and the Swedish e-Science Research Centre (SeRC) for financial support.  ... 
doi:10.1007/978-3-642-38288-8_1 fatcat:s4aae7qt3jbrtgvhpb36xoudvq

Multi-Cultural Interlinking of Web Taxonomies with ACROSS

Natalia Boldyrev, Marc Spaniol, Gerhard Weikum
2018 Journal of Web Science  
In this paper we introduce the ACROSS system to support the alignment of independently created Web taxonomies.  ...  The Web hosts a huge variety of multi-cultural taxonomies. They encompass product catalogs of e-commerce, general-purpose knowledge bases and numerous domain-specic category systems.  ...  We present ACROSS (short for ACCuRate alignment of multi-cutural taxOnomy SystemS).  ... 
doi:10.1561/106.00000011 dblp:journals/jws/ArantesFA18 fatcat:lgvbh67wgzhm7nshuyks2c7a3q

A unified approach for debugging is-a structure and mappings in networked taxonomies

Patrick Lambrix, Valentina Ivanova
2013 Journal of Biomedical Semantics  
Results: We propose a unified framework for debugging the is-a structure of and mappings between taxonomies, the most used kind of ontologies.  ...  We also discuss two experiments performed by domain experts: an experiment on the Anatomy ontologies from the Ontology Alignment Evaluation Initiative, and a debugging session for the Swedish National  ...  We thank Qiang Liu for the implementation work on an earlier version of the RepOSE system.  ... 
doi:10.1186/2041-1480-4-10 pmid:23548155 pmcid:PMC3851282 fatcat:7xq4zn5sozhalkrclmrufn27cu

Multi-Cultural Interlinking of Web Taxonomies with ACROSS

Natalia Boldyrev, Marc Spaniol, Gerhard Weikum
2018 Journal of Web Science  
In this paper we introduce the ACROSS system to support the alignment of independently created Web taxonomies.  ...  The Web hosts a huge variety of multi-cultural taxonomies. They encompass product catalogs of e-commerce, general-purpose knowledge bases and numerous domain-specic category systems.  ...  We present ACROSS (short for ACCuRate alignment of multi-cutural taxOnomy SystemS).  ... 
doi:10.1561/106.00000012 dblp:journals/jws/BoldyrevSW18 fatcat:s6tajcxiszehdp4yzmvvwwu32a

Cases for Explainable Software Systems:Characteristics and Examples [article]

Mersedeh Sadeghi, Verena Klös, Andreas Vogelsang
2021 arXiv   pre-print
We are convinced that both, the taxonomy and the explanation cases, help the community to align future research on explainable systems.  ...  Our taxonomy can guide the requirements elicitation for explanation capabilities of interactive intelligent systems and our explanation cases build the basis for a common benchmark.  ...  Debugging, which is also case-dependent, is a particular situation for particular types of systems.  ... 
arXiv:2108.05980v1 fatcat:5cuqmniaufeqbbvweqpdxwfvam

Methodology Based Survey on Ontology Management

Chitra Ramesh, Aghila Gnanasekaran
2010 International Journal of Computer Science & Engineering Survey  
Ontology management includes operations such as mapping, alignment, matching, integration and merging. This work selectively discusses methods of these operations.  ...  It provides the researchers a widespread understanding of methods proposed for ontology management operations.  ...  ., [27] have designed a system, Falcon-AO for finding, aligning and learning ontologies, and ultimately for capturing knowledge by an ontology-driven approach.  ... 
doi:10.5121/ijcses.2010.1101 fatcat:624aeskvtbhqxmoteuu7ygqdy4

Targeted ontology mapping

Michelle Cheatham
2010 2010 International Symposium on Collaborative Technologies and Systems  
what pitfalls to watch out for when someone suggests the use of ontologies in a project; system developers, who require knowledge of specific algorithms and useful software libraries; and semantic interoperability  ...  We examine the ontology mapping problem with three different groups of readers in mind: system designers, who need to know what is and isn't possible given the current state of alignment algorithms and  ...  Alignment Debugging ASMOV checks for five different types of inconsistencies during its alignment debugging phase, which are described more thoroughly in [2] .  ... 
doi:10.1109/cts.2010.5478518 dblp:conf/cts/Cheatham10 fatcat:upp5ivkb75cijou7y7kmzdgi6q

Logic-Based Schema Alignment for Natural History Museum Databases

Andrea Thomer, Yi-Yun Cheng, Jodi Schneider, Michael Twidale, Bertram Ludäscher
2017 Knowledge organization  
This proof-of-concept lays groundwork for further approaches that could aid data curators in database migration and maintenance work.  ...  Specify 6 is a popular natural history museum database system whose data model has undergone several changes over its lifespan.  ...  We explore the utility of a taxonomy alignment tool, Euler/X, in revealing alignments and possible conflicts between two museum data schemas.  ... 
doi:10.5771/0943-7444-2017-7-545 fatcat:hgf23ioxwnbbtjr7hezizrtwla

Requirements Engineering Challenges in Building AI-Based Complex Systems [article]

Hrvoje Belani, Marin Vuković, Željka Car
2019 arXiv   pre-print
Due to their complex behaviour, there is an immanent need for a tailored development process for such systems.  ...  However, there is still no widely used and specifically tailored process in place to effectively and efficiently deal with requirements suitable for specifying a software solution that uses machine learning  ...  Peter Bencsik, MD, and Krešimir Friganović, MSc EE IT, for their cooperation and support.  ... 
arXiv:1908.11791v1 fatcat:ouhbk2cxnrajfhvtmusftlcjwu

Interpreting Cloud Computer Vision Pain-Points: A Mining Study of Stack Overflow [article]

Alex Cummaudo, Rajesh Vasa, Scott Barnett, John Grundy, Mohamed Abdelrazek
2020 arXiv   pre-print
These indicate a shallow understanding of the underlying technology that empower such systems.  ...  We use Stack Overflow to mine indications of the frustrations that developers appear to face when using computer vision services, classifying their questions against two recent classification taxonomies  ...  ACKNOWLEDGEMENTS We acknowledge Zac Brannelly, Fayaz Beigh, and Vivian Dabre for their assistance in categorising posts.  ... 
arXiv:2001.10130v1 fatcat:2cxh3hnaebb6fdan2bbjpbj7n4

Introducing W.A.T.E.R.S.: a Workflow for the Alignment, Taxonomy, and Ecology of Ribosomal Sequences

Amber L Hartman, Sean Riddle, Timothy McPhillips, Bertram Ludäscher, Jonathan A Eisen
2010 BMC Bioinformatics  
The "toolkit" includes sequence alignment, chimera removal, OTU determination, taxonomy assignment, phylogentic tree construction as well as a host of ecological analysis and visualization tools.  ...  For more than two decades microbiologists have used a highly conserved microbial gene as a phylogenetic marker for bacteria and archaea.  ...  Acknowledgements We are grateful to Srijak Bhatnagar and Jenna Morgan for assistance with preliminary testing of WATERS.  ... 
doi:10.1186/1471-2105-11-317 pmid:20540779 pmcid:PMC2898799 fatcat:gklvji3cnzg5xjdic2eglyvalu

Explainable Machine Learning with Prior Knowledge: An Overview [article]

Katharina Beckh, Sebastian Müller, Matthias Jakobs, Vanessa Toborek, Hanxiao Tan, Raphael Fischer, Pascal Welke, Sebastian Houben, Laura von Rueden
2021 arXiv   pre-print
To classify the papers, we build upon the existing taxonomy of informed machine learning and extend it from the perspective of explainability. We conclude with open challenges and research directions.  ...  This survey presents an overview of integrating prior knowledge into machine learning systems in order to improve explainability.  ...  Acknowledgements This research has been funded by the Federal Ministry of Education and Research of Germany as part of the Competence Center Machine Learning Rhine-Ruhr ML2R (01-S18038ABC).  ... 
arXiv:2105.10172v1 fatcat:x7q3gku75fexhbj6ibvisgshuu

Knowledge-Based Construction of Confusion Matrices for Multi-Label Classification Algorithms using Semantic Similarity Measures [article]

Houcemeddine Turki, Mohamed Ali Hadj Taieb, Mohamed Ben Aouicha
2021 arXiv   pre-print
In this research paper, we define a novel approach that aligns expected labels with predicted labels in multi-label classification using ontology-driven feature-based semantic similarity measures and we  ...  use it to develop a method for creating precise confusion matrices for a more effective evaluation of multi-label classification algorithms.  ...  difficult samples of the input of the systems for the alignment between predicted and true labels in supervised multi-label classification.  ... 
arXiv:2011.00109v2 fatcat:sktwept7wfgtvbrtn7uzaaqp3i

Analyzing Students' Computational Thinking Practices in a First-Year Engineering Course

Laura M. Cruz Castro, Alejandra J. Magana, Kerrie A. Douglas, Mireille Boutin
2021 IEEE Access  
debugging as a practice required for a successful and timely progression on the acquisition of other computational thinking practices.  ...  In this particular case, troubleshooting and debugging appear as a relevant competency when distinguishing these two learners' groups.  ...  Heidi Diefes-Dux for the design and implementation of the assessments and sharing the data collected. This work was supported by the U.S.  ... 
doi:10.1109/access.2021.3061277 fatcat:om3l4pkza5eopleazjvlqumbni
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