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On the Transferability of Process-Oriented Cases [chapter]

Mirjam Minor, Ralph Bergmann, Jan-Martin Müller, Alexander Spät
2016 Lecture Notes in Computer Science  
This paper studies the feasibility of using transfer learning for process-oriented case-based reasoning.  ...  An experiment with expert ratings of transferred cases is conducted to test the feasibility of the approach with promising results for workflow modeling support.  ...  In contrast, there is a research line on Case-based transfer learning that is mainly addressing "lazy learning".  ... 
doi:10.1007/978-3-319-47096-2_19 fatcat:42doeizhanablj42vhj3s4aadq

Ontology Learning Design toward Supporting Designer

Majdah AlShehri, Azeddin Chikh
2013 International Journal of Computer Applications  
In a Learning Design, describing the Learning Design in a consistent and transferable way is significant. However, there are several learning design representations that define Learning Design.  ...  IMS-LD is a specification that facilitates representation of leaning design and modeling Learning Design interpretability.  ...  This work presents LDO tool which support practitioners of IMS-LD ontology to share and search for learning resources, based around the pedagogical context for the use of each resource.  ... 
doi:10.5120/12877-9957 fatcat:6f5raxu6qndbvm5c2qjf2x37vq

Cross-domain graph based similarity measurement of workflows

Tahereh Koohi-Var, Morteza Zahedi
2018 Journal of Big Data  
For example, except transfer learning used in the present paper some promising learning methods in recent studies, such as representation learning, deep learning, distributed and parallel learning, active  ...  For modeling, our classifier is based on the following formulation, Given D Src for source domain and D Tgt for target domain we learn f as classifier function where and are transfer learning parameters  ...  The idea was to workflow motif extraction between large amount of structured and unstructured data (Big Data). We use MZ experience to improve our work.  ... 
doi:10.1186/s40537-018-0127-6 fatcat:hv3twitaund25kdjmd5ipwyk7i

NFDI-MatWerk: Participant Projects & Infrastructure Use Cases

Chris Eberl, Markus Niebel, Tilmann Beck, Erik Bitzek, Mathias Bobbert, Thomas Böhlke, Tim Dahmen, Stefan Diebels, Karsten Durst, Felix Fritzen, Manfred Füting, Peter Gumbsch (+31 others)
2021 Zenodo  
for NFDI-MatWerk.  ...  For this end, the consortium identified recurring technological user needs from the PPs and isolated them into individually necessary functionalities of the aimed research data management infrastructure  ...  IUC11 Development of coupled ontologies and workflows for Main requirements:  Ontology for representation of heat treatment courses and transformation in structural materials  Workflow management systems  ... 
doi:10.5281/zenodo.5112848 fatcat:ci7grh3xz5bkbkr4xmjfqmvyxe

An Ontology-Based Dialogue Management Framework for Virtual Personal Assistants in Common Lisp

Michael Wessel
2022 Zenodo  
The DSL is a new modeling layer on top of our ontology-based Dialogue Management (DM) framework OntoVPA.  ...  We present a new approach to dialogue specification for Virtual Personal Assistants (VPAs) based on so-called dialogue workflow graphs.Our approach relies on Semantic Web technology (OWL), implemented  ...  The development of OntoVPA and ChatPal was supported and funded by SRI.  ... 
doi:10.5281/zenodo.6335630 fatcat:na4gkqcfgbgxfimkdcfvsckkja

Self-Adaptive Semantic Focused Crawler for Mining Services Information Discovery

Hai Dong, F. K. Hussain
2014 IEEE Transactions on Industrial Informatics  
The innovations of this research lie in the design of an unsupervised framework for vocabulary-based ontology learning, and a hybrid algorithm for matching semantically relevant concepts and metadata.  ...  This framework incorporates the technologies of semantic focused crawling and ontology learning, in order to maintain the performance of this crawler, regardless of the variety in the Web environment.  ...  Mining Service Ontology Base and Mining Service Metadata Base The Mining Service Ontology Base is used to store a mining service ontology, which is the representation of specific mining service domain  ... 
doi:10.1109/tii.2012.2234472 fatcat:hotreldsujernfadxiuoka2rq4

Combining ontologies and workflows to design formal protocols for biological laboratories

Alessandro Maccagnan, Mauro Riva, Erika Feltrin, Barbara Simionati, Tullio Vardanega, Giorgio Valle, Nicola Cannata
2010 Automated Experimentation  
This study aims to combine ontologies and workflows for protocol formalization.  ...  The experimental protocols represented as workflows are saved in two linked files using two standard interchange languages (i.e. XPDL for workflows and OWL for ontologies).  ...  Georgine Faulkner for carefully reading the manuscript and helping us to improve its style and form. Funding: AM has a PhD fellowship from the University of Bologna. Author Details  ... 
doi:10.1186/1759-4499-2-3 pmid:20416048 pmcid:PMC2873243 fatcat:vk727rg3nfgdvpm7ldwwb7fhui

Towards FAIR protocols and workflows: The OpenPREDICT case study [article]

Remzi Celebi, Joao Rebelo Moreira, Ahmed A. Hassan, Sandeep Ayyar, Lars Ridder, Tobias Kuhn, Michel Dumontier
2019 arXiv   pre-print
It is essential for the advancement of science that scientists and researchers share, reuse and reproduce workflows and protocols used by others.  ...  This semantic model consists of classes and relations from a number of existing ontologies, including Workflow4ever, PROV, EDAM, and BPMN.  ...  . our ontology incorporates the MLS ontology for the representation of machine learning workflow specificities, such as the model trained and its evaluation measures.  ... 
arXiv:1911.09531v1 fatcat:73agzpgoinaxbl6bjnrqmkalmm

Architecture based Comparison of Semantic Web Service Composition Processes

Aditya Khamparia, Babita Pandey
2014 International Journal of Computer Applications  
This paper aims to make development process easier by classifying the literature on web services composition based approaches like selection, discovery, orchestration, choreography, mediation, automatic  ...  In this section we will focus on several approaches like workflow based, AI Planning approach, Orchestration, Choreography, Mediation, Ontology based, Agent based, Discovery, Selection for semantic web  ...  Relationship among classes and objects is used for semantic composition of services in ontology domain. Stack of ontology based model [7] uses ODE reasoning.  ... 
doi:10.5120/17154-7205 fatcat:fuej2lh6k5cftgcp2m3kkpgdua

Using Meta-mining to Support Data Mining Workflow Planning and Optimization

P. Nguyen, M. Hilario, A. Kalousis
2014 The Journal of Artificial Intelligence Research  
We learn the meta-mining models using a similarity learning approach, and extract the workflow descriptors by mining the workflows for generalized relational patterns accounting also for domain knowledge  ...  provided by a data mining ontology.  ...  We would like to thank Jun Wang for his important contribution in developing the metric learning part of the paper.  ... 
doi:10.1613/jair.4377 fatcat:epulqdsjorgzvewstyhcxarjym

Organizing genome engineering for the gigabase scale [article]

Bryan A. Bartley, Jacob Beal, Jonathan R. Karr, Elizabeth A. Strychalski
2019 arXiv   pre-print
However, major challenges remain for integrating these and other relevant technologies into workflows that can scale to the engineering of gigabase genomes.  ...  Engineering the entire genome of an organism enables large-scale changes in organization, function, and external interactions, with significant implications for industry, medicine, and the environment.  ...  of the Sequence Ontology [44] for coherent sequence annotations.  ... 
arXiv:1909.01468v1 fatcat:tze7mtdi4bhqloq35gfy7wjivm

Research in multi-organizational processes and semantic information brokering at the LSDIS lab

Amit Sheth, John Miller, Krys Kochut, Budak Arpinar
2001 SIGMOD record  
management regardless of source, format, media, representation and modeling of content.  ...  A Workflow Management System (WFMS) is a set of tools providing support for the necessary services of workflow process creation, workflow enactment, and administration and monitoring of workflow processes  ... 
doi:10.1145/604264.604286 fatcat:a5u535dzdrfw5kol5hr7eyakfq

On the use of an IMS LD ontology for creating and executing Units of Learning: Application to the Astronomy case study

Eduardo Sánchez, Manuel Lama, Ricardo R. Amorim, Juan Carlos Vidal, Adrián Novegil
2008 Journal of Interactive Media in Education  
With regard to the authoring (creation) stage, the ontology has been used to enable the automatic validation of IMS LD documents in WebLD, a web authoring tool to create IMS LD Units of Learning.  ...  The ontology was aimed at overcoming the expressiveness limitations of the IMS LD XML Schema by means of a taxonomy of concepts and a set of formally defined axioms.  ...  of Units of Learning based on our IMS LD ontology.  ... 
doi:10.5334/2008-21 fatcat:cd3gngnwzbbzhan4pel2hkaf3m

Toward a standard ontology of surgical process models

Bernard Gibaud, Germain Forestier, Carolin Feldmann, Giancarlo Ferrigno, Paulo Gonçalves, Tamás Haidegger, Chantal Julliard, Darko Katić, Hannes Kenngott, Lena Maier-Hein, Keno März, Elena de Momi (+8 others)
2018 International Journal of Computer Assisted Radiology and Surgery  
To address this challenge, the authors of this paper launched a European initiative -OntoSPM Collaborative Action -with the goal of establishing a framework for joint development of ontologies in the field  ...  Abstract Purpose The development of common ontologies has recently been identified as one of the key challenges in the emerging field of surgical data science (SDS).  ...  Agency in the "Investing for the Future" program under reference ANR-10-LABX-  ... 
doi:10.1007/s11548-018-1824-5 pmid:30006820 fatcat:3diouxdcuzhktckbg5aenfo64m

Employing Process Models for Surgical Training

Denes A. Nagy, Kristof Takacs, Imre J. Rudas, Tamas Haidegger
2020 2020 IEEE 18th World Symposium on Applied Machine Intelligence and Informatics (SAMI)  
SPMs provide the basis for machine learning algorithms to frame the surgical procedure and anchor themselves into the workflow.  ...  Process recording is an essential tool to create an accurate representation of the SPM.  ...  This is an increasingly important area in surgical robotics, as the lack of standardization delays technology transfer [19] . Fig. 1 : 1 Base model of the workflow ontology.  ... 
doi:10.1109/sami48414.2020.9108732 fatcat:ymycrqjyabgmpmi2vuqyynz4be
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