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dc.contributor.authorArısoy, Ebru
dc.contributor.authorSaraçlar, Murat
dc.date.accessioned2019-02-28T13:04:26Z
dc.date.accessioned2019-02-28T11:08:17Z
dc.date.available2019-02-28T13:04:26Z
dc.date.available2019-02-28T11:08:17Z
dc.date.issued2015en_US
dc.identifier.citationArisoy, E., Saraclar, M., (2015). Multi-stream long short-term memory neural network language model. Conference: 16th Annual Conference of the International-Speech-Communication-Association (INTERSPEECH 2015) Location: Dresden, GERMANY, vol: 1-5. p. 1413-1417.en_US
dc.identifier.urihttps://hdl.handle.net/20.500.11779/665
dc.descriptionEbru Arısoy (MEF Author)en_US
dc.description.abstractLong Short-Term Memory (LSTM) neural networks are recurrent neural networks that contain memory units that can store contextual information from past inputs for arbitrary amounts of time. A typical LSTM neural network language model is trained by feeding an input sequence. i.e., a stream of words, to the input layer of the network and the output layer predicts the probability of the next word given the past inputs in the sequence. In this paper we introduce a multi-stream LSTM neural network language model where multiple asynchronous input sequences are fed to the network as parallel streams while predicting the output word sequence. For our experiments, we use a sub-word sequence in addition to a word sequence as the input streams, which allows joint training of the LSTM neural network language model using both information sources.en_US
dc.language.isoengen_US
dc.relation.ispartofConference: 16th Annual Conference of the International-Speech-Communication-Association (INTERSPEECH 2015) Location: Dresden, GERMANY Date: SEP 06-10, 2015en_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectLanguage modelingen_US
dc.subjectlong short-term memoryen_US
dc.subjectsub-word-based language modelingen_US
dc.titleMulti-stream long short-term memory neural network language modelen_US
dc.typeconferenceObjecten_US
dc.departmentMühendislik Fakültesi, Elektrik Elektronik Mühendisliği Bölümüen_US
dc.authoridEbru Arısoy / 0000-0002-8311-3611en_US
dc.identifier.volume1_5en_US
dc.identifier.startpage1413en_US
dc.identifier.endpage1417en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.description.wosidWOS:000380581600296en_US
dc.description.scopusid2-s2.0-84959116680en_US
dc.contributor.institutionauthorArısoy, Ebru
dc.description.woscitationindexConference Proceedings Citation Index- Scienceen_US
dc.description.WoSDocumentTypeProceedings Paperen_US
dc.description.WoSPublishedMonthEylülen_US
dc.description.WoSIndexDate2015en_US
dc.description.WoSYOKperiodYÖK - 2015-16en_US


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