IEEE Computer Special issue on
Irregular Applications
Full paper submission deadline: 1 February 2015
Publication date: August 2015
Computer seeks submissions for an August 2015 special issue on irregular applications.
The broad class of irregular applications is characterized by unpredictable memory access patterns, control structures, and/or network transfers. These applications typically use pointers or linked list–based data structures such as graphs, unbalanced trees, and unstructured grids. Their complex behavior makes it difficult to fully exploit their significant latent parallelism. In addition to performance concerns, dataset size presents a challenge in emerging irregular applications because they often operate on massive amounts of unstructured heterogeneous data that is usually difficult to partition.
Current high-performance architectures rely on data locality as well as regular computations, structured data, and easily partitionable datasets; consequently, they do not cope well with the computational and data requirements of irregular applications. Furthermore, scaling on current supercomputing machines is problematic, because of limits associated with fine-grained communication and synchronization. These applications exist in well established and emerging fields such as: CAD; bioinformatics; semantic graph databases; machine learning; analysis of social, transportation, communication, and other types of networks; and computer security. Addressing the many system-related issues posed by irregular applications on current and future system architectures is critical to solving future scientific challenges.
This special issue seeks to explore solutions for supporting the efficient design, development, and execution of irregular applications. Practical and theoretical topics of interest include but are not limited to:
Articles focused on approaches that span multiple levels of the stack — ideally providing application-specific, end-to‐end solutions — are of particular interest. Articles should provide context for their contributions with respect to existing solutions as well as potential commercial impact.
Only technical articles describing previously unpublished, original, state-of-the-art research, and not currently under review by a conference or a journal will be considered. Articles should be understandable to a broad audience of computer science and engineering professionals, avoiding a focus on theory, mathematics, jargon, and abstract concepts. All manuscripts are subject to peer review on both technical merit and relevance to Computer's readership. Accepted papers will be professionally edited for content and style.
The guest editors for this special issue are:
Paper submissions are due 1 February 2015. For author guidelines and information on how to submit a manuscript electronically, visit http://www.computer.org/
Irregular Applications
Full paper submission deadline: 1 February 2015
Publication date: August 2015
Computer seeks submissions for an August 2015 special issue on irregular applications.
The broad class of irregular applications is characterized by unpredictable memory access patterns, control structures, and/or network transfers. These applications typically use pointers or linked list–based data structures such as graphs, unbalanced trees, and unstructured grids. Their complex behavior makes it difficult to fully exploit their significant latent parallelism. In addition to performance concerns, dataset size presents a challenge in emerging irregular applications because they often operate on massive amounts of unstructured heterogeneous data that is usually difficult to partition.
Current high-performance architectures rely on data locality as well as regular computations, structured data, and easily partitionable datasets; consequently, they do not cope well with the computational and data requirements of irregular applications. Furthermore, scaling on current supercomputing machines is problematic, because of limits associated with fine-grained communication and synchronization. These applications exist in well established and emerging fields such as: CAD; bioinformatics; semantic graph databases; machine learning; analysis of social, transportation, communication, and other types of networks; and computer security. Addressing the many system-related issues posed by irregular applications on current and future system architectures is critical to solving future scientific challenges.
This special issue seeks to explore solutions for supporting the efficient design, development, and execution of irregular applications. Practical and theoretical topics of interest include but are not limited to:
* Micro- and system-level architectures;
* Network and memory architectures;
* Many-core, hybrid, heterogeneous, and custom architectures (tiled processors, GPUs, FPGAs);
* Modeling, evaluation, and characterization of architectures for memory-intensive and irregular applications;
* Innovative algorithmic techniques;
* Combinatorial (graph) algorithms and their applications;
* Languages and programming models;
* Library and runtime support;
* Compiler and analysis techniques; and
* Case studies of irregular applications (for example, semantic graph databases, data mining, security, bioinformatics).
Only technical articles describing previously unpublished, original, state-of-the-art research, and not currently under review by a conference or a journal will be considered. Articles should be understandable to a broad audience of computer science and engineering professionals, avoiding a focus on theory, mathematics, jargon, and abstract concepts. All manuscripts are subject to peer review on both technical merit and relevance to Computer's readership. Accepted papers will be professionally edited for content and style.
The guest editors for this special issue are:
• Antonino Tumeo (antonino.tumeo@pnnl.gov), Pacific Northwest National Laboratory; and
• John Feo (john.feo@pnnl.gov), Pacific Northwest National Laboratory
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