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From Sequential to Parallel Implementation of NLP Using the Actor Model

Abstract

The article focuses on presenting methods allowing easy parallelization of an existing, sequential Natural Language Processing (NLP) application within a multi-core system. The actor-based solution implemented with the Akka framework has been applied and compared to an application based on Task Parallel Library (TPL) and to the original sequential application. Architectures, data and control flows are described along with execution times for an application analyzing an online dictionary of foreign words and phrases.

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Copyright (Springer Nature Switzerland AG 2019)

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Category:
Conference activity
Type:
publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
Published in:
Advances in Intelligent Systems and Computing no. 852, pages 156 - 165,
ISSN: 2194-5357
Title of issue:
Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology – ISAT 2018 strony 156 - 165
Language:
English
Publication year:
2018
Bibliographic description:
ZIELONKA M., Kuchta J., Czarnul P.: From Sequential to Parallel Implementation of NLP Using the Actor Model// Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology – ISAT 2018/ ed. Leszek Borzemski; Jerzy Świątek; Zofia Wilimowska : Springer, 2018, s.156-165
DOI:
Digital Object Identifier (open in new tab) 10.1007/978-3-319-99981-4_15
Verified by:
Gdańsk University of Technology

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