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Generating instance models from meta models

Karsten Ehrig, Jochen Malte Küster, Gabriele Taentzer
2008 Journal of Software and Systems Modeling  
In this paper, we introduce instance-generating graph grammars for creating instances of meta models, thereby overcoming the main deficit of the meta modeling approach for defining languages.  ...  Despite several advantages of meta modeling such as ease of use, the meta modeling approach has one disadvantage: It is not constructive i. e. it does not offer a direct means of generating instances of  ...  Automatic derivation of instances from meta models is a complex task which needs tool support.  ... 
doi:10.1007/s10270-008-0095-y fatcat:7afrgs64qjfx3kfmqkhawberl4

Generating Instance Models from Meta Models [chapter]

Karsten Ehrig, Jochen M. Küster, Gabriele Taentzer, Jessica Winkelmann
2006 Lecture Notes in Computer Science  
In this paper, we introduce instance-generating graph grammars for creating instances of meta models, thereby overcoming the main deficit of the meta modeling approach for defining languages.  ...  Despite several advantages of meta modeling such as ease of use, the meta modeling approach has one disadvantage: It is not constructive i. e. it does not offer a direct means of generating instances of  ...  Automatic derivation of instances from meta models is a complex task which needs tool support.  ... 
doi:10.1007/11768869_13 fatcat:7xizvqsvyjc7taalnovs5pvoi4

Orthogonal Meta-Modeling

Katharina Gorlach, Frank Leymann
2014 Journal of Systems Integration  
instances as well as the inheritance of semantic dependencies in meta-modeling hierarchies in general.  ...  In particular, orthogonal meta-modeling enables the grouping of models on the same conventional meta-modeling layer based on additional semantic dependencies.  ...  In general, a model on layer S1 is called semantic instance of a semantic meta-model on layer S0. A semantic instance inherits information from its semantic meta-model.  ... 
doi:10.20470/jsi.v5i2.196 fatcat:5wqc2pidbfapfd3wp4klc4waa4

Library Concepts for Model Reuse

Markus Herrmannsdörfer, Benjamin Hummel
2010 Electronical Notes in Theoretical Computer Science  
This paper attempts to give an overview of techniques for including support for reuse and library concepts both in the meta-model and the modeling tool, and presents a novel generative approach for this  ...  For models and modeling languages, the concepts of reuse often are limited to copy & paste, especially when it comes to domain-specific modeling languages (DSLs).  ...  the instance from the library.  ... 
doi:10.1016/j.entcs.2010.08.036 fatcat:qcm7tzetlbgkviijaasx4ya3qi

Architecture Model to Improve the Development of Robotics Online Reconfiguration

Xiaoan Bao, Xiance Sun, Ning Gui, Zhang Na, Hui Lin, Shuhan Liu
2015 International Journal of Control and Automation  
and useable abstract architecture meta-model and robotic system meta-model.  ...  And meanwhile we extending an existing synchronization engine generation tool and makes it adapted to the robot system.  ...  the abstract architecture meta-model instance and the actual system is consistent, or the architecture meta-model instance is a reflection instance of the actual system instance s.  ... 
doi:10.14257/ijca.2015.8.1.06 fatcat:koybfs4idzhqtmhzrafhgvnii4

On the Generalization of Neural Combinatorial Optimization Heuristics [article]

Sahil Manchanda, Sofia Michel, Darko Drakulic, Jean-Marc Andreoli
2022 arXiv   pre-print
Through extensive experiments, on two CO problems, using both synthetic and realistic instances, we show that our proposed meta-learning approach significantly improves the generalization of two state-of-the-art  ...  Instead, we formalize solving a CO problem over a given instance distribution as a separate learning task and investigate meta-learning techniques to learn a model on a variety of tasks, in order to optimize  ...  GCN) model trained with instances coming equiprobably from the training tasks.  ... 
arXiv:2206.00787v1 fatcat:iaw3j5bshzbgtpzyuwmbtryy5a

Instantiation of Meta-models Constrained with OCL - A CSP Approach

Adel Ferdjoukh, Anne-Elisabeth Baert, Eric Bourreau, Annie Chateau, Remi Coletta, Clémentine Nebut
2015 Proceedings of the 3rd International Conference on Model-Driven Engineering and Software Development  
After the translation of a meta-model into a CSP, our software generates models that conform to this metamodel, using a Constraint Solver.  ...  The automated generation of models that conform to a given meta-model is an important challenge in Model Driven Engineering, as well for model transformation testing, as for designing and exploring new  ...  Experiments of model generation from several meta-models taken from the literature validate our modelling. We also experiment the assistance to a meta-model designer in a real use case.  ... 
doi:10.5220/0005231402130222 dblp:conf/modelsward/FerdjoukhBBCCN15 fatcat:gndpdqoeurdxzgb3zk63gupjai

Extending Deep Meta-Modelling for Practical Model-Driven Engineering

J. de Lara, E. Guerra, R. Cobos, J. Moreno-Llorena
2012 Computer journal  
In particular, we discuss on the issues related to code generation from deep languages, the benefits of allowing inheritance at every meta-level, and patterns and techniques for a fine-grain control of  ...  Meta-modelling is one of the pillars of Model-Driven Engineering (MDE), where it is used for language engineering and domain modelling.  ...  generation of web applications from models.  ... 
doi:10.1093/comjnl/bxs144 fatcat:fvph3kbbp5b35emlyph4iqpyfu

A Model-Driven View to Meta-Program Development Process [chapter]

Vytautas Štuikys, Robertas Damaševičius
2012 Advanced Information and Knowledge Processing  
We propose a general framework for the model-driven analysis of the meta-program development processes.  ...  introduced meta-models and models for lowering the abstraction level of their representation until the executable specification.  ...  the instance is instantiated from its meta-model in the vertical transformation.  ... 
doi:10.1007/978-1-4471-4126-6_8 fatcat:exvtxkfczjfhjmcu5xourrw3we

A Meta-Model Perspective on Business Models [chapter]

Berend T. Alberts, Lucas O. Meertens, Maria-Eugenia Iacob, Lambert J. M. Nieuwenhuis
2013 Lecture Notes in Business Information Processing  
It looks at business modelling from the perspective of the Meta-Object Facility, emphasising the role of models and meta-models.  ...  From this new perspective, a commonality analysis can identify the important classes in business modelling.  ...  A business model developed from this set of concepts is an instance of the meta-business model.  ... 
doi:10.1007/978-3-642-37478-4_4 fatcat:qy6igqellrf2jpr52vbjlylmoy

An executable meta model for re-engineering of database schemas [chapter]

Manfred A. Jeusfeld, Uwe A. Johnen
1994 Lecture Notes in Computer Science  
The rst part maps the input schema into a so-called meta model. The second part rearranges the intermediate representation, and the last part produces the schema in the target data model.  ...  Upcoming new data models and the necessity of seamless integration of databases into application programs require a cost-e ective method for mapping from one data model into the other.  ...  We w ould like to thank Matthias Hallmann and Wolf Fischer from CAP debis SSP for helping us to evaluate our prototype within a commercial system.  ... 
doi:10.1007/3-540-58786-1_100 fatcat:6fzgaefxxjgnxpvtixodqo4cuy

Meta Architecting: Toward a New Generation of Architecture Description Languages

Adel Smeda, Tahar Khammaci, Mourad Oussalah
2005 Journal of Computer Science  
It also shown the need to propose mechanisms of reflexivity within the domain of software architecture meta-modeling.  ...  The techniques of meta-modeling and meta-levels have become a mature concept and have been largely used to solve real problems in programming languages, distributed environments, knowledge representation  ...  Acme from MADL : As it can be concluded from Fig. 5, all notations of the model Acme are just instances of MADL notations.  ... 
doi:10.3844/jcssp.2005.454.460 fatcat:sa7vtcxjbjbo5b3sgwumef2eja

Learning to Generalize to Unseen Tasks with Bilevel Optimization [article]

Hayeon Lee, Donghyun Na, Hae Beom Lee, Sung Ju Hwang
2019 arXiv   pre-print
Recent metric-based meta-learning approaches, which learn a metric space that generalizes well over combinatorial number of different classification tasks sampled from a task distribution, have been shown  ...  This explicit learning aimed toward generalization allows the model to obtain a metric that separates well between unseen classes.  ...  any instances from any classes onto.  ... 
arXiv:1908.01457v1 fatcat:h4pqh4lcgzg4bgbz7nvq3xfexe

Deep Meta-learning in Recommendation Systems: A Survey [article]

Chunyang Wang, Yanmin Zhu, Haobing Liu, Tianzi Zang, Jiadi Yu, Feilong Tang
2022 arXiv   pre-print
For each recommendation scenario, we further discuss technical details about how existing methods apply meta-learning to improve the generalization ability of recommendation models.  ...  However, since model training from scratch requires sufficient data, deep learning-based recommendation methods still face the bottlenecks of insufficient data and computational inefficiency.  ...  To measure the generalization performance of the trained model over unseen instances, a set of evaluation instances Q 𝑖 = {(𝒙 𝑘 , 𝑦 𝑘 )} 𝑄 𝑘=1 are sampled from the same distribution of the task  ... 
arXiv:2206.04415v1 fatcat:w5rax6bjy5efjfmxunvf4j6kly

Instance modeling assisted by an optional meta level

Riccardo Solmi
2016 Proceedings of the International Workshop on Domain-Specific Modeling - DSM 2016  
While a meta level is necessary in order to write instances, it is possible to define a generic meta level capable of representing any specific entity.  ...  We introduce an instance modeling language, Entities, combining a rich graphical notation, an optionally typed structure, and composability with other domain specific languages.  ...  Instance Modeling First There are multiple approaches to enable instance modeling before performing any explicit meta modeling activity.  ... 
doi:10.1145/3023147.3023156 dblp:conf/oopsla/Solmi16 fatcat:5no3oyjygvak7mjqiatefwrrpa
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