TITLE

WS-DAI-DM: An Interface Specification for Data Mining in Grid Environments

AUTHOR(S)
Yan Zhang; Luoming Meng; Honghui Li; Woehrer, Alexander; Brezany, Peter
PUB. DATE
June 2011
SOURCE
Journal of Software (1796217X);Jun2011, Vol. 6 Issue 6, p953
SOURCE TYPE
Academic Journal
DOC. TYPE
Article
ABSTRACT
Providing the appropriate access means for data mining services in Grid Environment is principal for combination of Grid and data mining. The transition from centralized data mining process as they are in traditional tools to Grid-compliant and Grid-based data mining services that can coordinate with each other is important to extract useful and potential knowledge/patterns from distributed data resources. But, data mining process has not been integrated with the current Grid architecture, and there are no related specifications or standards available within the Grid community for handling it. The work discusses the interface specification WS-DAI-DM and related issues of providing the consistent web service interfaces to mine meaningful and hidden information/patterns from distributed data resources in Grid environments. WS-DAI-DM can facilitate using data mining tools and developing data mining applications. The proposed specification idea is partially implemented in the feasibility study and we give an application scenario about how users can access data mining services in Grid environments conveniently via the proposed mechanism.
ACCESSION #
64401077

 

Related Articles

  • Characteristics and Application of Distributed Energy and Micro Grid: Based on Information Technology. Jinkai li; Bo shen; Jin Zhang; Pei Miao; Dingyan Cai; Xiangymg Fu // Information Technology Journal;2013, Vol. 12 Issue 19, p5231 

    The development of modern information technology has provided the safeguard for the energy industry change. As in the information age, the distributed energy system, from the point of view of energy industry, is the use of renewable energy to solve the predicament of constraints in the...

  • Estimating Illumination Distribution to Generate Realistic Shadows in Augmented Reality. Changkyoung Eem; Iksu Kim; Yeongseok Jung; Hyunki Hong // KSII Transactions on Internet & Information Systems;Jun2015, Vol. 9 Issue 6, p2289 

    Mobile devices are becoming powerful enough to realize augmented reality (AR) application. This paper introduces two AR methods to estimate an environmental illumination distribution of a scene. In the first method, we extract the lighting direction and intensity from input images captured with...

  • CAViz, an Interactive Graphical Tool for Image Mining. Pham, Nguyen-Khang; Morin, Annie; Gros, Patrick // Journal of Computing & Information Technology;Dec2008, Vol. 16 Issue 4, p295 

    We propose an interactive graphical tool, CAViz, which allows us to display and to extract knowledge from the results of a Correspondence Analysis CA on images. CA is a descriptive technique designed to analyze simple two-way and multi-way tables containing some measure of correspondence between...

  • Has Large-Scale Named-Entity Network Analysis Been Resting on a Flawed Assumption? Fegley, Brent D.; Torvik, Vetle I. // PLoS ONE;Jul2013, Vol. 8 Issue 7, p1 

    The assumption that a name uniquely identifies an entity introduces two types of errors: splitting treats one entity as two or more (because of name variants); lumping treats multiple entities as if they were one (because of shared names). Here we investigate the extent to which splitting and...

  • Probabilistic Models for Local Patterns Analysis. Salim, Khiat; Hafida, Belbachir; Ahmed, Rahal Sid // Journal of Information Processing Systems;Mar2014, Vol. 10 Issue 1, p145 

    Recently, many large organizations have multiple data sources (MDS') distributed over different branches of an interstate company. Local patterns analysis has become an effective strategy for MDS mining in national and international organizations. It consists of mining different datasets in...

  • Optimizing the Structure of Vector Bend and Strain Sensor on the Base of Three-Core Microstructured Fiber. Goncharenko, Igor; Marciniak, Marian; Konojko, Alexei; Reabtsev, Vitaly // Journal of Telecommunications & Information Technology;2012, Vol. 2012 Issue 4, p63 

    In the paper the optical sensor allowing measuring a direction, values and localization of bends and stresses in building structures is described. The sensitive element of the sensor is the microstructured fiber with three cores. The use of three-core fiber makes it possible to define the...

  • Study of Reuse Mashup Technology Based on Using Frequency. Zhiyuan Shi; Volker Gruhn; Yuwan Gu; Yuqiang Sum // Information Technology Journal;2013, Vol. 12 Issue 14, p2669 

    The features of mashup technology architecture and application technologies of data cache module and warning apparatus module are analyzed. Reuse mashup technology architecture based on using frequency is proposed. Data cache strategy and the determination of information searching the dominating...

  • A Hardware Efficient Random Number Generator for Nonuniform Distributions with Arbitrary Precision. de Schryver, Christian; Schmidt, Daniel; Wehn, Norbert; Korn, Elke; Marxen, Henning; Kostiuk, Anton; Korn, Ralf // International Journal of Reconfigurable Computing;2012, p1 

    Nonuniform random numbers are key for many technical applications, and designing efficient hardware implementations of nonuniform random number generators is a very active research field. However, most state-of-the-art architectures are either tailored to specific distributions or use up a lot...

  • A Survey On Distributed Data Mining Process Via Grid. Ahamed, Bagrudeen Bazeer; Hariharan, Shanmugasundaram // International Journal of Database Theory & Application;Sep2011, Vol. 4 Issue 3, p77 

    Distributed data mining (DDM) techniques have become necessary for large and multi-scenario datasets requiring resources, which are heterogeneous and distributed in nature. In this paper, we focus our attention on distributed data mining approach via grid. We have discussed and analyzed a new...

Share

Read the Article

Courtesy of THE LIBRARY OF VIRGINIA

Sorry, but this item is not currently available from your library.

Try another library?
Sign out of this library

Other Topics