A workflow management system for scalable data mining on clouds

F Marozzo, D Talia, P Trunfio - IEEE Transactions on Services …, 2016 - ieeexplore.ieee.org
The extraction of useful information from data is often a complex process that can be
conveniently modeled as a data analysis workflow. When very large data sets must be …

A cloud framework for big data analytics workflows on azure

F Marozzo, D Talia, P Trunfio - Cloud Computing and Big Data, 2013 - ebooks.iospress.nl
Since digital data repositories are more and more massive and distributed, we need smart
data analysis techniques and scalable architectures to extract useful information from them …

JS4Cloud: script‐based workflow programming for scalable data analysis on cloud platforms

F Marozzo, D Talia, P Trunfio - Concurrency and Computation …, 2015 - Wiley Online Library
Workflows are an effective paradigm to model complex data analysis processes, such as
knowledge discovery in databases applications, which can be efficiently executed on …

A new web-based solution for modelling data mining processes

V Medvedev, O Kurasova, J Bernatavičienė… - … Modelling Practice and …, 2017 - Elsevier
The conventional technologies and methods are not able to store and analyse recent data
that come from different sources: various devices, sensors, networks, transactional …

Clowdflows: a cloud based scientific workflow platform

J Kranjc, V Podpečan, N Lavrač - … PKDD 2012, Bristol, UK, September 24 …, 2012 - Springer
This paper presents an open cloud based platform for composition, execution, and sharing
of interactive data mining workflows. It is based on the principles of service-oriented …

Scientific workflow mining in clouds

W Song, F Chen, HA Jacobsen, X Xia… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Computing clouds have become the platform of choice for the deployment and execution of
scientific workflows. Due to the uncertainty and unpredictability of scientific exploration, the …

ClowdFlows: Online workflows for distributed big data mining

J Kranjc, R Orač, V Podpečan, N Lavrač… - Future Generation …, 2017 - Elsevier
The paper presents a platform for distributed computing, developed using the latest software
technologies and computing paradigms to enable big data mining. The platform, called …

A broker-based framework for multi-cloud workflows

F Jrad, J Tao, A Streit - Proceedings of the 2013 international workshop …, 2013 - dl.acm.org
Computational science workflows have been successfully run on traditional HPC systems
like clusters and Grids for many years. Today, users are interested to execute their workflow …

Workflow engine for clouds

S Pandey, D Karunamoorthy… - … computing: principles and …, 2011 - Wiley Online Library
A workflow models a process as consisting of a series of steps that simplifies the complexity
of execution and management of applications. Scientific workflows in domains such as high …

Big data analysis on clouds

L Belcastro, F Marozzo, D Talia, P Trunfio - Handbook of big data …, 2017 - Springer
The huge amount of data generated, the speed at which it is produced, and its heterogeneity
in terms of format, represent a challenge to the current storage, process and analysis …