The Infona portal uses cookies, i.e. strings of text saved by a browser on the user's device. The portal can access those files and use them to remember the user's data, such as their chosen settings (screen view, interface language, etc.), or their login data. By using the Infona portal the user accepts automatic saving and using this information for portal operation purposes. More information on the subject can be found in the Privacy Policy and Terms of Service. By closing this window the user confirms that they have read the information on cookie usage, and they accept the privacy policy and the way cookies are used by the portal. You can change the cookie settings in your browser.
FP-Growth algorithm is a Frequent Pattern Mining (FPM) algorithm that has been extensively used to study correlations and patterns in large scale datasets. While several researchers have designed distributed memory FP-Growth algorithms, it is pivotal to consider fault tolerant FP-Growth, which can address the increasing fault rates in large scale systems. In this work, we propose a novel parallel,...
Support Vector Machines (SVM) is a popular Machine Learning algorithm, which is used for building classifiers and models. Parallel implementations of SVM, which can run on large scale supercomputers, are becoming commonplace. However, these supercomputers -- designed under constraints of data movement -- frequently observe faults in compute devices. Many device faults manifest as permanent process/node...
Spatial data arises in a variety of contexts, including Geographical Information Systems (GIS), scientific simulations, and medical applications. With growing size of spatial data, there is an increasing emphasis on efficiently parallelizing spatial join algorithms. In this paper, we show how existing parallel spatial join algorithms suffer from load imbalance problem. Next, we describe an effective...
Set the date range to filter the displayed results. You can set a starting date, ending date or both. You can enter the dates manually or choose them from the calendar.