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A Visualizable Evidence-Driven Approach for Authorship Attribution
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In: https://dl.acm.org/citation.cfm?doid=2744298.2699910 (2015)
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Abstract:
The Internet provides an ideal anonymous channel for concealing computer-mediated malicious activities ; as the network-based origins of critical electronic textual evidence (e.g. ; emails ; blogs ; forum posts ; chat logs ; etc.) can be easily repudiated. Authorship attribution is the study of identifying the actual author of the given anonymous documents based on the text itself ; and for decades ; many linguistic stylometry and computational techniques have been extensively studied for this purpose. However ; most of the previous research emphasizes promoting the authorship attribution accuracy ; and few works have been done for the purpose of constructing and visualizing the evidential traits. In addition ; these sophisticated techniques are difficult for cyber investigators or linguistic experts to interpret. In this article ; based on the End-to-End Digital Investigation (EEDI) framework ; we propose a visualizable evidence-driven approach ; namely VEA ; which aims at facilitating the work of cyber investigation. Our comprehensive controlled experiment and the stratified experiment on the real-life Enron email dataset demonstrate that our approach can achieve even higher accuracy than traditional methods ; meanwhile ; its output can be easily visualized and interpreted as evidential traits. In addition to identifying the most plausible author of a given text ; our approach also estimates the confidence for the predicted result based on a given identification context and presents visualizable linguistic evidence for each candidate.
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Keyword:
Algorithms; Design; Experimentation
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URL: http://digitool.Library.McGill.CA:80/R/?func=dbin-jump-full&object_id=139629 https://doi.org/10.1145/2699910
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Ten Years of Rich Internet Applications: A Systematic Mapping Study, and Beyond
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A survey of address translation technologies for flash memories
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In: http://dbgroup.cs.tsinghua.edu.cn/ligl/papers/acm-csur-2014-flash.pdf (2014)
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Semantic question answering system over linked data using relational patterns
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In: http://www.edbt.org/Proceedings/2013-Genova/papers/workshops/a12-hakimov.pdf (2013)
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Gigatensor: scaling tensor analysis up by 100 times - algorithms and discoveries
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In: http://www.cs.cmu.edu/~christos/PUBLICATIONS/kdd12-gigatensor.pdf (2012)
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Identifying task-based sessions in search engine query logs
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In: http://pomino.isti.cnr.it/%7Esilvestr/wp-content/uploads/2011/02/wsdm2011.pdf (2011)
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Identifying task-based sessions in search engine query logs
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In: http://www.dsi.unive.it/~orlando/PUB/wsdm2011.pdf (2011)
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Demo: Sword fight with smartphones
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In: http://131.107.65.14/pubs/157676/sensys2011-demo-cameraready.pdf (2011)
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Evaluating Methods to Rediscover Missing Web Pages from the Web Infrastructure
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In: http://www.cs.odu.edu/%7Emklein/publications/jcdl2010_mklein.pdf (2010)
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Segmentation of multisentence questions: towards effective question retrieval in cQA services
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In: http://www.public.asu.edu/~xiahu/papers/sigir10Hu.pdf (2010)
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PhoneTouch: A technique for direct phone interaction on surfaces
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In: http://eis.comp.lancs.ac.uk/~dominik/publications/2010 - Schmidt, D - PhoneTouch - A technique for direct phone interaction on surfaces.pdf (2010)
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How geographic was GikiCLEF? A . . .
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In: http://www.linguateca.pt/Diana/download/SantosCardosoCabralGIR2010.pdf (2010)
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OpinionMiner: a novel machine learning system for web opinion mining and extraction
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In: http://www.cedar.buffalo.edu/~rohini/Papers/KDD_Jin.pdf (2009)
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Issues with network address translation for SCTP
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In: http://www.sigcomm.org/sites/default/files/ccr/papers/2009/January/1496091-1496095.pdf (2009)
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JFTL: a flash translation layer based on a journal remapping for flash memory
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In: http://www.ssrc.ucsc.edu/PaperArchive/choi-tos09.pdf (2009)
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Automatic Facial Expression Recognition on A Single 3D Face by Exploring Shape Deformation
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In: http://mmlab.ie.cuhk.edu.hk/archive/2009/Gong_Face_ACM_MM.pdf (2009)
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Automatic facial expression recognition on a single 3d face by exploring shape deformation
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In: http://www-scf.usc.edu/%7Eboqinggo/Paper/Gong_Face_ACM_MM_small.pdf (2009)
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So tell me what happened: turning agent-based interactive drama into comics
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In: http://www.macs.hw.ac.uk/EcircusWeb/Publications/Computerscience/AAMAS08_Comics.pdf (2008)
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Adaptation of scalable multimedia documents
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In: http://csis.pace.edu/~marchese/CS835/Student_Readings/p32-pellan.pdf (2008)
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