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You searched IISERK - Title: MacClade 4
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Call Number
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006.35
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Author
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Tambouratzis, George. author.
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Title
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Machine Translation with Minimal Reliance on Parallel Resources [electronic resource] / by George Tambouratzis, Marina Vassiliou, Sokratis Sofianopoulos.
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Material Info.
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IX, 88 p. 17 illus. online resource.
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Series
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SpringerBriefs in Statistics, 2191-544X
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Series
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SpringerBriefs in Statistics, 2191-544X
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Summary Note
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This book provides a unified view on a new methodology for Machine Translation (MT). This methodology extracts information from widely available resources (extensive monolingual corpora) while only assuming the existence of a very limited parallel corpus, thus having a unique starting point to Statistical Machine Translation (SMT). In this book, a detailed presentation of the methodology principles and system architecture is followed by a series of experiments, where the proposed system is compared to other MT systems using a set of established metrics including BLEU, NIST, Meteor and TER. Additionally, a free-to-use code is available, that allows the creation of new MT systems. The volume is addressed to both language professionals and researchers. Prerequisites for the readers are very limited and include a basic understanding of the machine translation as well as of the basic tools of natural language processing.
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Notes
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Preliminaries -- Implementation -- Main translation process -- Assessing PRESEMT -- Expanding the system -- Extensions to the PRESEMT methodology -- Conclusions and future work -- References.
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ISBN
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9783319631073
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Subject
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Natural language processing (Computer science).
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Subject
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Mathematical statistics.
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Subject
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Pattern Recognition.
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Subject
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StatisticsĀ .
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Subject
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Natural Language Processing (NLP).
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Subject
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Probability and Statistics in Computer Science.
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Subject
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Pattern Recognition.
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Subject
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Statistics and Computing/Statistics Programs.
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Added Entry
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Vassiliou, Marina. author.
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Added Entry
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Sofianopoulos, Sokratis. author.
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Added Entry
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SpringerLink (Online service)
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Date
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Year, Month, Day:02002191
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