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Hits 1 – 20 of 49
1
A Visualizable Evidence-Driven Approach for Authorship Attribution
Ding
;
Steven H. H.
;
Fung
;
Benjamin C.M.
;
Debbadi
;
Mourad
In: https://dl.acm.org/citation.cfm?doid=2744298.2699910 (2015)
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.
Keyword:
Algorithms
;
Design
;
Experimentation
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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2
Ten Years of Rich Internet Applications: A Systematic Mapping Study, and Beyond
Casteleyn, Sven
;
Garrigós Fernández, Irene
;
Mazón López, José-Norberto
. - : Digital Library, 2015
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3
Gigatensor: scaling tensor analysis up by 100 times - algorithms and discoveries
U Kang
;
Evangelos Papalexakis
;
Abhay Harpale
...
In: http://www.cs.cmu.edu/~christos/PUBLICATIONS/kdd12-gigatensor.pdf (2012)
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4
OpinionMiner: a novel machine learning system for web opinion mining and extraction
Wei Jin
;
Hung Hay Ho
;
Rohini K. Srihari
In: http://www.cedar.buffalo.edu/~rohini/Papers/KDD_Jin.pdf (2009)
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5
Automatic Facial Expression Recognition on A Single 3D Face by Exploring Shape Deformation
Boqing Gong
;
Yueming Wang
In: http://mmlab.ie.cuhk.edu.hk/archive/2009/Gong_Face_ACM_MM.pdf (2009)
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6
Automatic facial expression recognition on a single 3d face by exploring shape deformation
Boqing Gong
;
Yueming Wang
In: http://www-scf.usc.edu/%7Eboqinggo/Paper/Gong_Face_ACM_MM_small.pdf (2009)
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7
Novelty detection for cross-lingual news stories with visual duplicates and speech transcripts
Xiao Wu
In: http://vireo.cs.cityu.edu.hk/papers/mm07wu2.pdf (2007)
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8
Genre identification and goal-focused summarization
Jade Goldstein
;
Gary M. Ciany
;
Jaime G. Carbonell
In: http://www.cs.fiu.edu/%7Elli003/Sum/CIKM/2007/p889-goldstein.pdf (2007)
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9
Textual Analysis of Stock Market Prediction Using Financial News Articles
Robert P. Schumaker
;
Hsinchun Chen
In: http://www.robschumaker.com/publications/ACM TOIS - Textual Analysis of Stock Market Prediction Using Financial News Articles.pdf (2006)
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10
Confidence Estimation for NLP Applications
Simona Gandrabur
;
George Foster
;
Guy Lapalme
In: http://iit-iti.nrc-cnrc.gc.ca/iit-publications-iti/docs/NRC-48755.pdf (2006)
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11
Combining linguistic and statistical analysis to extract relations from web documents
Fabian M. Suchanek
In: http://www.mpi-inf.mpg.de/~ifrim/publications/kdd2006.pdf (2006)
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12
Combining linguistic and statistical analysis to extract relations from web documents
Fabian M. Suchanek
In: http://www.mpi-inf.mpg.de/~suchanek/publications/kdd2006.pdf (2006)
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13
DirectoryRank: ordering pages in web directories
Vlassis Krikos
;
Alexandros Ntoulas
In: http://nike.psu.edu/widm05/p/p17-krikos.pdf (2005)
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14
A Search Engine for Natural Language Applications
Michael Cafarella
;
Oren Etzioni
In: http://www.www2005.org/cdrom/docs/p442.pdf (2005)
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15
Recognition of sign language subwords based on boosted hidden Markov models
Liang-guo Zhang
;
Xilin Chen
;
Chunli Wang
...
In: http://www.jdl.ac.cn/user/xlchen/Paper/ICMI05.pdf (2005)
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16
A Survey of Recent Research on Ontology Mapping
Davis Marques
In: http://www.sfu.ca/~mhatala/iat881/2005/DM-OntologyMapping.pdf (2005)
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17
User-aware page classification in a search engine
Rachel Aires
;
Sandra Aluísio
In: http://www.linguateca.pt/Diana/download/AiresetalSIGIR2005.pdf (2005)
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18
The story picturing engine: finding elite images to illustrate a story using mutual reinforcement
Dhiraj Joshi
In: http://infolab.stanford.edu/~wangz/project/imsearch/story/ACM04/joshi.pdf (2004)
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19
Visually mining and monitoring massive time series
Jessica Lin
;
Eamonn Keogh
;
Stefano Lonardi
...
In: http://www.cs.ucr.edu/~stelo/papers/KDD04_VizTree.pdf (2004)
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20
An Evaluation of Unnamed Relations Computation for Discovery of Protein-Protein Interactions
James W. Cooper
In: http://www.labsoftware.com/flahdo/Papers/EvalUnnamed.pdf (2003)
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