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FAIR for Machine Learning Models

Daniel S. Katz, Fotis E. Psomopoulos
2021 Zenodo  
, and Workflows" Also available via Google slides in http://bit.ly/FAIR4ML-FF2021  ...  A talk about FAIR for Machine Learning, presented 22 June 2021 as part of FAIR Festival 2021, in the breakout of "Deep Dive: GO TRAIN & GO BUILD" called "FAIR for Research Software, Machine Learning Models  ...  Accessible A1 (meta)data are retrievable by their identifier using a standardized communications protocol. A1.1 the protocol is open, free, and universally implementable.  ... 
doi:10.5281/zenodo.5008946 fatcat:4xufursyo5fj5nhfss5xxqka4q

An Architecture for Next Generation Middleware [chapter]

G. S. Blair, G. Coulson, P. Robin, M. Papathomas
1998 Middleware'98  
More specifically, the paper introduces a language-independent reflective architecture featuring a perobject meta-space, the use of meta-models to structure meta-space, and a consistent use of object graphs  ...  This is complemented by a component framework supporting the construction of meta-spaces.  ...  We are currently extending this capability to allow new modules to be introduced dynamically (via the compositional meta-model); such modules could either be an additional layer in the protocol stack or  ... 
doi:10.1007/978-1-4471-1283-9_12 fatcat:ic2rfwfz2zfcvlhfakhkbtlonq

Meta Managed Objects [chapter]

Jochen Seitz
1997 Integrated Network Management V  
This paper explains a way to integrate different network models by introducing so called Meta Managed Objects.  ...  and management models have emerged.  ...  their Open Systems Interconnection (OSI), on the other hand the Internet Society has developed the Simple Network Management Protocol SNMP with its own management model.  ... 
doi:10.1007/978-0-387-35180-3_48 fatcat:7tvpy54wybhvpbdsbgtry2h5uq

Evaluating meta-programming mechanisms for ORB middleware

N. Wang, K. Parameswaran, D. Schmidt, O. Othman
2001 IEEE Communications Magazine  
It is hard to evolve distributed applications after they are deployed, however, without adequate middleware support for meta-programming mechanisms, such as smart proxies, interceptors, and pluggable protocols  ...  Until recently, however, DOC middleware has not provided all these mechanisms in a single integrate framework, so researchers and developers may not be familiar with the breadth of meta-programming mechanisms  ...  implementation returns the operation results via server meta-objects.  ... 
doi:10.1109/35.956121 fatcat:gi7jqn7wnbgw3azxfnghj266nq

The Design of a Resource-Aware Reflective Middleware Architecture [chapter]

Gordon S. Blair, Fábio Costa, Geoff Coulson, Fabien Delpiano, Hector Duran, Bruno Dumant, François Horn, Nikos Parlavantzas, Jean-Bernard Stefani
1999 Lecture Notes in Computer Science  
We also illustrate how we can achieve multi-faceted adaptation, spanning multiple meta-models. P.  ...  The main emphasis of the paper is on resource management within this architecture (accessible through one of the meta-models).  ...  Incorporation into Open ORB The resource management framework is incorporated into the Open ORB architecture as an additional meta-model, referred to as the resources meta-model.  ... 
doi:10.1007/3-540-48443-4_9 fatcat:sjqehsxbr5fcdhsmtinh7cvh5q

A distributed architecture meta-model for self-managed middleware

Paul Grace, Geoff Coulson, Gordon S. Blair, Barry Porter
2006 Proceedings of the 5th workshop on Adaptive and reflective middleware (ARM '06) - ARM '06  
In this paper, we document a general, flexible architecture meta-model for the safe and valid adaptation of components that make up the implementation of coordinating middleware nodes distributed across  ...  Openness and adaptation are the fundamental properties of reflective middleware platforms.  ...  Figure 1: The meta-space structure of Open ORB The Lancaster meta-space model [1] (illustrated in figure 1 ) is inspired by these styles.  ... 
doi:10.1145/1175855.1175858 dblp:conf/middleware/GraceCBP06 fatcat:yxi5d3z265ff5mha27m4ynxncy

Reflection, self-awareness and self-healing in OpenORB

Gordon S. Blair, Geoff Coulson, Lynne Blair, Hector Duran-Limon, Paul Grace, Rui Moreira, Nikos Parlavantzas
2002 Proceedings of the first workshop on Self-healing systems - WOSS '02  
Self-healing does however impose considerable demands on system infrastructures-especially in terms of openness and support for reconfigurability.  ...  In particular, the paper examines the support provided by the Open ORB reflective middleware technology for the construction of this increasingly important class of system.  ...  The key to the approach is to offer a metainterface, or meta-object protocol (MOP), supporting access to the engineering of the underlying platform.  ... 
doi:10.1145/582129.582131 fatcat:l76j7kouqffcrfauaaxckut63u

Reflection, self-awareness and self-healing in OpenORB

Gordon S. Blair, Geoff Coulson, Lynne Blair, Hector Duran-Limon, Paul Grace, Rui Moreira, Nikos Parlavantzas
2002 Proceedings of the first workshop on Self-healing systems - WOSS '02  
Self-healing does however impose considerable demands on system infrastructures-especially in terms of openness and support for reconfigurability.  ...  In particular, the paper examines the support provided by the Open ORB reflective middleware technology for the construction of this increasingly important class of system.  ...  The key to the approach is to offer a metainterface, or meta-object protocol (MOP), supporting access to the engineering of the underlying platform.  ... 
doi:10.1145/582128.582131 dblp:conf/woss/BlairCBDGMP02 fatcat:ea7gogupsvhzxnq46wuv6ymh5e

Open Search Environments: The Free Alternative to Commercial Search Services

Adrian O'Riordan
2014 Information Technology and Libraries  
A description of current protocols and formats for engineering open search applications is presented.  ...  OpenSearch and SRU implement a federated model to enable existing and new search engines and search clients communicate.  ...  SRU (Search/Retrieval via URL) A technology with some similarities to OpenSearch but more comprehensive is SRU (Search/Retrieval via URL). 47 SRU is an open RESTful technology for web search.  ... 
doi:10.6017/ital.v33i2.4520 fatcat:ryjhusdnzrgsbmyn754hg5xjwu

Making design patterns explicit in FACE

Theo Dirk Meijler, Serge Demeyer, Robert Engel
1997 Software engineering notes  
This is a result of the meta-level that is provided. In this respect, our work has roots in the area of open programming languages such as CLOS [6] , and in Open Implementations [16] .  ...  This instance is returned to the calling protocol object.  ... 
doi:10.1145/267896.267905 fatcat:ps7vg3lbmjflde5vidjtuttxtm

Structuring reflective middleware using meta-informationmanagement: The Meta-ORB approach and prototypes

Fábio M. Costa, Bruno da Silva Santos
2004 Journal of the Brazilian Computer Society  
The approach is based on the use of a common meta-model, together with meta-information techniques to provide a uniform way to specify and manipulate platform configurations.  ...  Both platform configuration and runtime adaptation are always specified using a small number of building blocks defined in the meta-model.  ...  Thus, while the interfaces of base-level objects provide an object protocol for access to the system's externally visible functionality, the interfaces of meta-objects provide a meta-object protocol (MOP  ... 
doi:10.1007/bf03192353 fatcat:jjbbqbinbngtvdafb3s5hcxfye

Structuring reflective middleware using meta-information management: the Meta-ORB approach and prototypes

Fábio M. Costa, Bruno da Silva Santos
2004 Journal of the Brazilian Computer Society  
The approach is based on the use of a common meta-model, together with meta-information techniques to provide a uniform way to specify and manipulate platform configurations.  ...  Both platform configuration and runtime adaptation are always specified using a small number of building blocks defined in the meta-model.  ...  Thus, while the interfaces of base-level objects provide an object protocol for access to the system's externally visible functionality, the interfaces of meta-objects provide a meta-object protocol (MOP  ... 
doi:10.1590/s0104-65002004000200005 fatcat:tdtlqlymmvevdkkt3uvwqbnnqm

iTools: A Framework for Classification, Categorization and Integration of Computational Biology Resources

Ivo D. Dinov, Daniel Rubin, William Lorensen, Jonathan Dugan, Jeff Ma, Shawn Murphy, Beth Kirschner, William Bug, Michael Sherman, Aris Floratos, David Kennedy, H. V. Jagadish (+11 others)
2008 PLoS ONE  
source project both in terms of the source code development as well as its meta-data content. iTools employs a decentralized, portable, scalable and lightweight framework for long-term resource management  ...  The first one is based on an ontology of computational biology resources, and the second one is derived from hyperbolic projections of manifolds or complex structures onto planar discs. iTools is an open  ...  For example, XML (eXtensible Mark-up Language), JavaScript Object Notation (JSON) objects, binary or ASCII data, or network-based serialization formats such as Simple Object Access Protocol (SOAP), Web  ... 
doi:10.1371/journal.pone.0002265 pmid:18509477 pmcid:PMC2386255 fatcat:pwkirznyznffdhh3blcbginj6u

O-MaSE: a customisable approach to designing and building complex, adaptive multi-agent systems

Scott A. DeLoach, Juan Carlos Garcia Ojeda
2010 International Journal of Agent-Oriented Software Engineering  
This paper presents the organisation-based multi-agent software engineering (O-MaSE) methodology framework, which integrates a set of concrete technologies aimed at facilitating industrial acceptance.  ...  The O-MaSE methodology framework The O-MaSE methodology framework is based on two meta-models: SPEM 2.0 and the O-MaSE meta-model.  ...  In a similar vein, the OPEN process framework (OPF) uses a meta-model-based framework that allows designers to select method fragments from a repository in order to construct custom methods (Firesmith  ... 
doi:10.1504/ijaose.2010.036984 fatcat:zfly2zpndvfnhipu33j3v7iqrm

Adaptive and Reflective Middleware [chapter]

Edward Curry
2005 Middleware for Communications  
Meta-Object The participants in an object-oriented meta-level are known as meta-objects Meta-Object Protocol The protocol used to communicate with the meta-object is known as the Meta-Object Protocol  ...  This is often referred to as the Meta-Object Protocol or MOP.  ... 
doi:10.1002/0470862084.ch2 fatcat:bjme6pc5xzdvnmhr5gzjvx3umm
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