A Visual Environment for Designing and Running Data Mining Workflows in the Knowledge Grid

Cesario, Eugenio; Lackovic, Marco; Talia, Domenico; Trunfio, Paolo

doi:10.1007/978-3-642-23241-1_4

Cited by 3 publications

(4 citation statements)

References 9 publications

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“…Contrarily to many related frameworks like Triana [18], Knowledge Grid [4] or GridAnt [11], JASMIN is based on standards. The above frameworks are based on self-defined notations to compose their workflow models.…”

Section: Resultsmentioning

confidence: 99%

UML Refinement for Mapping UML Activity Diagrams into BPEL Specifications to Compose Service-Oriented Workflows

Bendoukha

Slimani

Benyettou

2012

Networked Digital Technologies

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Abstract. The increasing requirements of today's applications pushes developers to propose sophisticate computing solutions in terms of design notations, specification languages and deployment tools. Service-oriented computing is a good example of these efficient technologies, but it is unfortunately too difficult to handle by individual users. The aim of our work is to fully take advantage of new service-oriented platforms taking into account both users' skills and the internal complexity of their applications. In this paper, we propose a workflow-based approach for managing applications on large-scale distributed systems. We present a hybrid framework named JASMIN, based on a refinement of UML for workflow specification and BPEL for the service composition. In addition to the role of JASMIN and its architecture, we describe a key step of the implementation of JASMIN, which is the refinement of UML activity diagrams. This refinement is useful to ease the interaction between users and the JASMIN framework. It also allows the mapping, in a transparent manner, of UML models into BPEL documents.

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Section: Resultsmentioning

confidence: 99%

UML Refinement for Mapping UML Activity Diagrams into BPEL Specifications to Compose Service-Oriented Workflows

Bendoukha

Slimani

Benyettou

2012

Networked Digital Technologies

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“…First, the architecture of JASMIN is application-free. It is not related to any particular application domain and does not require any specific environment to work, as opposed to others like Triana [17] and Knowledge Grid [31], which are oriented to work within distributed data mining applications on grids. Other frameworks like Taverna [15] and Kepler [13] provide workflow specifications and enactment tools for bioinformatics.…”

Section: Discussion and Related Workmentioning

confidence: 99%

“…Furthermore, models generated by self-defined notations are difficult to verify and validate since corresponding toolkits do not provide any verification tool. For example, the Knowledge Grid in its recent workflow-based version proposes a workspace where nodes can be data sources, algorithms, tools, or models [31]. These kinds of notations are not compliant with the workflow basics defined by the workflow management coalition (WfMC).…”

Section: Discussion and Related Workmentioning

confidence: 99%

A Novel Framework for Defining and Submitting Workflows to Service-Oriented Systems

Bendoukha¹,

Slimani²,

Benyettou³

2014

Journal of Information Processing Systems

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Abstract-Service-oriented computing offers efficient solutions for executing complex applications in an acceptable amount of time. These solutions provide important computing and storage resources, but they are too difficult for individual users to handle. In fact, Service-oriented architectures are usually sophisticated in terms of design, specifications, and deployment. On the other hand, workflow management systems provide frameworks that help users to manage cooperative and interdependent processes in a convivial manner. In this paper, we propose a workflow-based approach to fully take advantage of new service-oriented architectures that take the users' skills and the internal complexity of their applications into account. To get to this point, we defined a novel framework named JASMIN, which is responsible for managing service-oriented workflows on distributed systems. JASMIN has two main components: unified modeling language (UML) to specify workflow models and business process execution language (BPEL) to generate and compose Web services. In order to cover both workflow and service concepts, we describe in this paper a refinement of UML activity diagrams and present a set of rules for mapping UML activity diagrams into BPEL specifications.

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“…Following the approach proposed in [5] and [6], we model a knowledge discovery workflow as a graph whose nodes represent resources (datasets, data mining tools, data mining models), implemented as Cloud services, and whose edges represent dependencies between resources.…”

Section: Cloud Knowledge Discovery Workflowsmentioning

confidence: 99%

Using Clouds for Scalable Knowledge Discovery Applications

Marozzo

Talia

Trunfio

2013

Lecture Notes in Computer Science

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Cloud platforms provide scalable processing and data storage and access services that can be exploited for implementing high-performance knowledge discovery systems and applications. This paper discusses the use of Clouds for the development of scalable distributed knowledge discovery applications. Service-oriented knowledge discovery concepts are introduced, and a framework for supporting high-performance data mining applications on Clouds is presented. The system architecture, its implementation, and current work aimed at supporting the design and execution of knowledge discovery applications modeled as workflows are described.

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A Visual Environment for Designing and Running Data Mining Workflows in the Knowledge Grid

Cited by 3 publications

References 9 publications

UML Refinement for Mapping UML Activity Diagrams into BPEL Specifications to Compose Service-Oriented Workflows

UML Refinement for Mapping UML Activity Diagrams into BPEL Specifications to Compose Service-Oriented Workflows

A Novel Framework for Defining and Submitting Workflows to Service-Oriented Systems

Using Clouds for Scalable Knowledge Discovery Applications

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