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We then estimate the flavour tagging performance of the present detector layout, using a neural network approach.
Pixel detectors have proven to provide very powerful flavour identification, for this reason the Linear Collider Flavour Identification collaboration has decided to concentrate its R&D work for the future LC on a Charged Coupled Device pixel vertex detector, and study the flavour tagging performance of the design to optimize it.
Tagging performance is compared among HapMap CEPH (CEU), Asian (JPT, CHB) and Yoruba (YRI) population samples.
The name tagging performance of the Reflect server is comparable to other available methods.
The results of evaluation using Brown clusters with various numbers of clusters (c) indicate that the use of clusters induced using out-of-domain texts (news) does not benefit tagging performance, and may even affect it negatively.
The machine learning-based tagger integrates a variety of techniques shown to benefit tagging performance, including manually curated lexical resources, word representations induced from unannotated text, statistical truecasing and non-local features.
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