Sequential pattern mining of multimodal streams in the humanities

M. Hassani, C. Beecks, D. Töws, T. Serbina, M. Haberstroh, P. Niemietz, S. Jeschke, S. Neumann, T. Seidl

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

14 Citaten (Scopus)

Samenvatting

Research in the humanities is increasingly attracted by data mining and data management techniques in order to efficiently deal with complex scientific corpora. Particularly, the exploration of hidden patterns within different types of data streams arising from psycholinguistic experiments is of growing interest in the area of translation process research. In order to support psycholinguistic experts in quantitatively discovering the non-self-explanatory behavior of the data, we propose the e-cosmos miner framework for mining, generating and visualizing sequential patterns hidden within multimodal streaming data. The introduced MSS-BE algorithm, based on the PrefixSpan method, searches for sequential patterns within multiple streaming inputs arriving from eye tracking and keystroke logging data recorded during translation tasks. The e-cosmos miner enables psycholinguistic experts to select different sequential patterns as they appear in the translation process, compare the evolving changes of their statistics during the process and track their occurrences within a special simulator.
Originele taal-2Engels
TitelDatenbanksysteme für Business, Technologie und Web (BTW), 16. Fachtagung des GI-Fachbereichs "Datenbanken und Informationssysteme" (DBIS), 4.-6.3.2015 in Hamburg, Germany. Proceedings
RedacteurenT. Seidl, N. Ritter, H. Schöning, K-U Sattler, T. Härder, S. Friedrich, W. Wingerath
Pagina's683-686
Aantal pagina's4
ISBN van elektronische versie978-3-88579-635-0
StatusGepubliceerd - 2015
Extern gepubliceerdJa

Publicatie series

NaamLecture Notes in Informatics
Volume241

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