Publications

@InProceedings{TolLacRanWORKS11,
      AUTHOR = {Tolosana-Calasanz, Rafael and Lackovic, Marco and Rana, Omer and Banares, Jose and Talia, Domenico},
      TITLE = {Characterizing quality of resilience in scientific workflows},
      YEAR = {2011},
      MONTH = {14 November},
      BOOKTITLE = {Proceedings of the 6th workshop on Workflows in support of large-scale science},
      PAGES = {117-126},
      ADDRESS = {New York, NY, USA},
      PUBLISHER = {ACM},
      URL = {http://dl.acm.org/citation.cfm?id=2110511},
      ABSTRACT = {The enactment of scientific workflows involves the distribution of tasks to distributed resources that exist in different administrative domains. Such resources can range in granularity from a single machine to one or more clusters and file systems. The use of such distributed resources during workflow enactment can be an error prone process and may lead to faults, which can range in type, frequency of occurrence and complexity. However, the level of fault tolerance available within many existing workflow engines varies significantly, ranging from no support available (requiring the user to intervene) or re-execution of a workflow automatically when a fault is detected. Many scientific workflows have to operate over heterogeneous infrastructure in the presence of failures -- therefore dealing with such failures in a more coherent way, so that a similar set of techniques can be applied across workflow engines is an important challenge. In this paper, we extend the concept of Quality of Service (QoS) -- where particular performance constraints need to be adhered to, with the concept of Quality of Resilience (QoR) -- a metric used to assess how resilient workflow enactment is likely to be in the presence of failures. We believe such a metric can guide: (i) the formulation of a workflow -- as a user annotated Directed Acyclic Graph (DAG); (ii) subsequent enactment of it over available resources. We identify how QoR must be considered at different levels -- from a user, workflow enactor and resource management perspectives. We identify the architectural elements that may be included within scientific workflows to support QoR and demonstrate the use of QoR in the Weka4WS data mining workflow system.},
      NOTE = {ISBN: 978-1-4503-1100-7},
      KEYWORDS = {Fault Tolerance, Weka4WS, Workflow}
}

@InProceedings{Hong Kong,
      AUTHOR = {Lackovic, Marco and Talia, Domenico and Tolosana-Calasanz, Rafael and Banares, Jose and Rana, Omer},
      TITLE = {A Taxonomy For the Analysis of Scientific Workflow Faults},
      YEAR = {2010},
      MONTH = {11-13 December},
      BOOKTITLE = {Proc. of the 2nd International Workshop on Workflow Management in Service and Cloud Computing (WMSC2010), in conjunction with CSE 2010},
      PAGES = {398-403},
      ADDRESS = {Hong Kong},
      ORGANIZATION = {IEEE},
      URL = {http://ieeexplore.ieee.org/search/freesrchabstract.jsp?tp=&arnumber=5692507},
      NOTE = {E-ISBN:  978-0-7695-4323-9
Print ISBN: 978-1-4244-9591-7},
      KEYWORDS = {Distributed Data Mining, Fault Tolerance, Grid, Web Services, Weka4WS, Workflow}
}

@Article{TalTruCACM10,
      AUTHOR = {Talia, Domenico and Trunfio, Paolo},
      TITLE = {How Distributed Data Mining Tasks can Thrive as Knowledge Services},
      YEAR = {2010},
      MONTH = {July},
      JOURNAL = {Communications of the ACM},
      VOLUME = {53},
      NUMBER = {7},
      PAGES = {132--137},
      KEYWORDS = {Distributed Data Mining, Knowledge Grid, Weka4WS}
}

@InProceedings{LacTalTruICWM09,
      AUTHOR = {Lackovic, Marco and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Service-Oriented Framework for Executing Data Mining Workflows on Grids},
      YEAR = {2009},
      MONTH = {May},
      BOOKTITLE = {Proc. of the 4th International Workshop on Workflow Management (ICWM2009), in conjunction with GPC'09},
      PAGES = {72--79},
      ADDRESS = {Geneva, Switzerland},
      PUBLISHER = {IEEE Computer Society Press},
      NOTE = {ISBN 978-0-7695-3677-4},
      KEYWORDS = {Grid, Weka4WS, Workflow}
}

@InCollection{LacTalTruFCI09,
      AUTHOR = {Lackovic, Marco and Talia, Domenico and Trunfio, Paolo},
      TITLE = {A Framework for Composing Knowledge Discovery Workflows in Grids},
      YEAR = {2009},
      BOOKTITLE = {Foundations of Computational Intelligence Vol 6: Data Mining Theoretical Foundations and Applications,  Studies in Computational Intelligence},
      PAGES = {345--369},
      EDITOR = {Abraham, Ajith and Hassanien, Aboul-Ella and Carvalho, André and Snášel, Václav},
      PUBLISHER = {Springer},
      NOTE = {ISBN 978-3-642-01090-3},
      KEYWORDS = {Grid, Weka4WS}
}

@InCollection{TalTruNGDM08,
      AUTHOR = {Talia, Domenico and Trunfio, Paolo},
      TITLE = {Service-Oriented Architectures for Distributed and Mobile Knowledge Discovery},
      YEAR = {2009},
      BOOKTITLE = {Next Generation of Data Mining},
      PAGES = {223--242},
      EDITOR = {Kargupta, Hillol and Han, Jiawei and Yu, Philip and Motwani, Rajeev and Kumar, Vipin},
      PUBLISHER = {CRC Press},
      NOTE = {ISBN 978-1-4200-8586-0},
      KEYWORDS = {Knowledge Grid, Weka4WS}
}

@InProceedings{LacTalTruHPDM08,
      AUTHOR = {Lackovic, Marco and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Service Oriented KDD: A Framework for Grid Data Mining Workflows},
      YEAR = {2008},
      MONTH = {15 December},
      BOOKTITLE = {Proc. of the 10th International Workshop on High Performance Data Mining (HPDM 2008), in conjunction with ICDM'08},
      PAGES = {496--505},
      ADDRESS = {Pisa, Italy},
      PUBLISHER = {IEEE Computer Society Press},
      NOTE = {ISBN 978-0-7695-3503-6 },
      KEYWORDS = {Grid, Weka4WS}
}

@Article{TalTruVerCCPE08,
      AUTHOR = {Talia, Domenico and Trunfio, Paolo and Verta, Oreste},
      TITLE = {The Weka4WS framework for distributed data mining in service-oriented Grids},
      YEAR = {2008},
      MONTH = {November},
      JOURNAL = {Concurrency and Computation: Practice and Experience},
      VOLUME = {20},
      NUMBER = {16},
      PAGES = {1933--1951},
      PUBLISHER = {Wiley InterScience},
      URL = {http://dx.doi.org/10.1002/cpe.1311},
      PDF = {http://gridlab.dimes.unical.it/papers/pdf/CCPE08.pdf},
      KEYWORDS = {Grid, Weka4WS}
}

@Article{ConTalTruJPDC08,
      AUTHOR = {Congiusta, Antonio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Service-Oriented Middleware for Distributed Data Mining on the Grid},
      YEAR = {2008},
      MONTH = {January},
      JOURNAL = {Journal of Parallel and Distributed Computing},
      VOLUME = {68},
      NUMBER = {1},
      PAGES = {3--15},
      PUBLISHER = {Elsevier Science},
      KEYWORDS = {Grid, Knowledge Grid, Weka4WS}
}

@InProceedings{TalTruNGDM07,
      AUTHOR = {Talia, Domenico and Trunfio, Paolo},
      TITLE = {How Distributed Data Mining Tasks can Thrive as Services on Grids},
      YEAR = {2007},
      MONTH = {October},
      BOOKTITLE = {Proc. of National Science Foundation Symposium on Next Generation of Data Mining and Cyber-Enabled Discovery for Innovation (NGDM'07)},
      ADDRESS = {Baltimore, USA},
      KEYWORDS = {Grid, Knowledge Grid, Web Services, Weka4WS}
}

@InProceedings{ConTalTruGTKBIB06,
      AUTHOR = {Congiusta, Antonio and Talia, Domenico and Trunfio, Paolo},
      TITLE = {Service-Oriented Knowledge Discovery in Grids},
      YEAR = {2006},
      MONTH = {23 November},
      BOOKTITLE = {Proc. of the Workshop on Grid Technologies for Knowledge-Based Industries and Businesses, co-located with IST 2006},
      ADDRESS = {Helsinki, Finland},
      KEYWORDS = {Knowledge Grid, Weka4WS}
}

@InProceedings{TalTruVerICCSA06,
      AUTHOR = {Talia, Domenico and Trunfio, Paolo and Verta, Oreste},
      TITLE = {WSRF Services for Composing Distributed Data Mining Applications on Grids: Functionality and Performance},
      YEAR = {2006},
      MONTH = {May},
      BOOKTITLE = {Proc. of the 4th International Conference on Computational Science and its Applications (ICCSA 2006)},
      VOLUME = {3980},
      PAGES = {1080-1089},
      SERIES = {LNCS},
      ADDRESS = {Glasgow, UK},
      PUBLISHER = {Springer},
      URL = {http://dx.doi.org/10.1007/11751540_118},
      PDF = {http://gridlab.dimes.unical.it/papers/pdf/ICCSA2006.pdf},
      NOTE = {ISBN 3-540-34070-X},
      KEYWORDS = {Grid, Weka4WS}
}

@InProceedings{TalTruVerPKDD05,
      AUTHOR = {Talia, Domenico and Trunfio, Paolo and Verta, Oreste},
      TITLE = {Weka4WS: A WSRF-Enabled Weka Toolkit for Distributed Data Mining on Grids},
      YEAR = {2005},
      MONTH = {October},
      BOOKTITLE = {Proc. of the 9th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD 2005)},
      VOLUME = {3721},
      PAGES = {309--320},
      SERIES = {LNAI},
      ADDRESS = {Porto, Portugal},
      PUBLISHER = {Springer},
      URL = {http://dx.doi.org/10.1007/11564126_32},
      PDF = {http://gridlab.dimes.unical.it/papers/pdf/PKDD2005.pdf},
      NOTE = {ISBN 3-540-29244-6},
      KEYWORDS = {Grid, Weka4WS}
}

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