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DEIM Forum 2017 G2-2
Adam Jatowt Marten During
2788510 2641 6068501
University of Luxembourg, Institute for Contemporary History Campus de Belval Maison des SciencesHumaines 11, Porte des Sciences, L-4366 Esch-sur-Alzette, Luxembourg
E-mail: [email protected], [email protected], [email protected]
1)
2) 2
1.
[1], [10]
1
[23]
HistInformatics [2], [6]
Wikipedia [8], [17]
[22]
[5]
2016 3 2017 1 130
772,137
URL
1
2
1234
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3
1https://twitter.com/RealTimeWWII
2https://twitter.com/civilwarwp
3https://twitter.com/1948War
4https://twitter.com/samuelpepys
2.
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[12], [13]
Jacoby
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[2], [17], [18]
[18]
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[16]Wikipedia
[8], [17]
3.
3. 1
#history, #HistoryTeacher, #WmnHist
5 7
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#historicalevent#thisdayinhistory#otd#onthisday
#timetravel
Twitter API6
2016 3 8
2017 1 5
5http://blog.historians.org/2013/08/history-hashtags-exploring-a-visu\\al-network-of-twitterstorians/
6https://dev.twitter.com/rest/public
130
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6
3. 2
2
2 [4]
1945 8 72009
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Twitter 2
4. 1
Heideltime [19]Heideltime
1 TimeML TIMEX3
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1 .
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4 Germany wwii
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4 World War II history
5 Germany ww1
2 3
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4
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1916, 1941, 1945, 2016
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tates
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* The Sun News-Pictorial
3 1916, 1941, 1945, 2016
5 1
0 100
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2300
50%
2400
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2600
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2800290030003
10032
00
70%
33003
40035
003600
80%
37003
80039
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100
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0
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0
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20020%
30030%400500
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60% 800
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0
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2000
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2200
2300
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2400
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2600
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2800
2900
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80%
3100
3200
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90%
3500
3600
3700
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100%
ypreswwii
ww2
ww1centenary
ww1
wo1
thisdayinhistory
tdih
otd
onthisday
history
2016
1945
1941
1916
4 1916, 1941, 1945, 2016
5 1
5
3 4 3 7
Adolf Hitler 1World War II 1
The Sun News-Pictorial 1
1916
41916
1916 2
4. 2 URL
Web 1
Web
4 Web
10 Insta-
4 URL 10 URL
www.instagram.com 42,762
twitter.com 37,683
www.youtube.com 13,026
www.facebook.com 11,763
www.history.com 11,335
www.amazon.com 6,417
paper.li 2,781
www.ebay.com 2,444
linkis.com 1,936
vine.co 1,499
gramYouTube, vine
www.history.com
2
#throwbackthursday
paper.li
[2]
amazon
7
4. 3
4. 3. 1
30 5
2
21 3
2 3 1
DBpedia [3]
5
6
73%
10 5
Adolf Hitler, Abraham Lincoln,
7https://twitter.com/JA\_Redmond/status/72712113937018880\\1/
photo/1
0
2000
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United
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ussia
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languag
e
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erman
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onald
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Spain
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States C
ongress
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6 .
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4Abraham
Lincoln, Donald Trump, Bill Clinton, Barack Obama
Sharon CorrMarvin
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Jews
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5 10 .
Adolf Hitler Jews World War II
Abraham Lincoln United States Army Vietnam War
Sharon Corr United States Congress Omaha Beach
Alan Evans United States Navy Battle of Verdun
Donald Trump Facebook Korean War
Jerrard Tickell BBC Battles of Saratoga
Bill Clinton Royal Navy American Revolutionary War
Marvin Gaye NASA Cinco de Mayo
Barack Obama Federal Bureau of Investigation Battle of Gettysburg
David Irving United States Marine Corps Siege of Yorktown
5.
5. 1
7 30
8
30 #history,
#throwbackthursday#wwii, #onthisday
#throwbackthursday #tbt 7
8
#wwii, #wwi, #ww2, #ww1
history
otdonthisday
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throwbackthursday
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hitlerthisdayinhistory
holocaust
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rians
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abrahamlincoln
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memorylane
tdihtodayinhistory
coldwar
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stalinberlin
wall
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arbor
musichistory
aviatio
namerican
revolution
tbtdday
historyteach
erfww
25000
20000
15000
10000
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7 30 x
0
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14000
thro
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ay
histo
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ory
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isday
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orld
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5. 2
130
6
1. : #history #historicalcontext
2. : #canadianhistory #ushistory
3. :
4. : #onthisday, #otd,
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5. :
#wwI, #SevenYearsWar
6. :
6
9
1 30%
21%
6
history, historyfacts, oldpicture, histo-
ryteacher, historicalcontext
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many, ottoman, ancientchina
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tory, musichistory, historyscience
onthisday, otd, otdh, ThisDayIn, this-
dayinhistory
gulfwar, ColdWar, ww2, ww1, ameri-
canrevolution,
stalin, hitler, abrahamlincoln, rudolfhess,
napoleon
9.3%
31.8%
21.1%7.7%
8.8%
21.4%
9
5. 2. 1
1
CatSim(A,B) =| TA TB || TA TB |
(1)
| | TA, TB A B
10
10
5. 2. 2
7
#onthisday
2030%
1000
160
2
1750 2040
7
11
1900
2 2016 3
7
20.1% 581.862 0.824
20.5% 258.862 0.661
32.9% 335.115 0.559
55.6% 1000.777 0.607
18.5% 1161.994 0.464
9.2% 159.832 0.830
1800 1850 1900 1950 2000100
101
102
103
104
105
1916
1941
1800 1925 20250
500
1000
1500
2000
11
18
18611865
2016
1916
5. 2. 3
12
#otd#onthisday#tdih
#history
12 x
y
13
#otd#onthisday#tdih#history, #thisday
13 x
y
14
#otd#onthisday#tdih
#throwbackthursday#hitler
14 x
y
5. 3
d(v1, v2) = 1(v1 v1) (v2 v2)
|| (v1 v1) ||2|| (v2 v2) ||2(2)
v vx y x, y
d(U, V ) =i,j
d(Ui, Vj)
| U | | V | (3)
20
0.8
0.6
0.4
0.2
0.0 memorylane
rembering
histoire
holocaustthrow
backthursday
abrahamlincoln
ww2
wwii
wwi
ww1
twitterstorians
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arushistorytodayinhistorythisdayinhistory
historytdih
otd
hitler
15
15
ww2 - wwii, wwi -
ww1, todayinhistory - thisdayinhistory - history - tdih
- otd)
hitler - holocaust
hitler - holocaust
ww2 - wwii
6.
6. 1
7 8
#thisdayinhistory, #throwbackthurthday, #history,
#otd, #onthisday
URL 4
Web
11
[2] [23]
3
6. 2 Twitter
3 12,
13, 14
15
ww2, wwi)
todayinhistory, otd
7.
URL
4 1
[21]
[11]
#throwbackthursday
#onthisday #ww2 #ww1
1
[9], [17], [20]
[1] R. P. Abelson and A. Levi. Decision making and decision
theory, handbook of social psychology. pages 231309, 1985.
[2] C.-m. Au Yeung and A. Jatowt. Studying how the past is
remembered: Towards computational history through large
scale text mining. In Proceedings of the 20th ACM Interna-
tional Conference on Information and Knowledge Manage-
ment, CIKM 11, pages 12311240, New York, NY, USA,
2011. ACM.
[3] S. Auer, C. Bizer, G. Kobilarov, J. Lehmann, R. Cyganiak,
and Z. Ives. Dbpedia: A nucleus for a web of open data.
In Proceedings of the 6th International The Semantic Web
and 2Nd Asian Conference on Asian Semantic Web Con-
ference, ISWC07/ASWC07, pages 722735, Berlin, Heidel-
berg, 2007. Springer-Verlag.
[4] R. Campos, G. Dias, A. M. Jorge, and A. Jatowt. Survey
of temporal information retrieval and related applications.
ACM Computing Surveys (CSUR), 47(2):15, 2015.
[5] F. Clavert, B. Majerus, and N. Beaupre. #ww1. twitter,
the centenary of the first world war and the historian.
[6] J. Cook, A. Das Sarma, A. Fabrikant, and A. Tomkins. Your
two weeks of fame and your grandmothers. In Proceed-
ings of the 21st International Conference on World Wide
Web, WWW 12, pages 919928, New York, NY, USA, 2012.
ACM.
[7] H. Ebbinghaus. Memory: A Contribution to Experimental
Psychology. 1913.
[8] M. Ferron and P. Massa. Collective memory building in
wikipedia: The case of north african uprisings. In Proceed-
ings of the 7th International Symposium on Wikis and Open
Collaboration, WikiSym 11, pages 114123, New York, NY,
USA, 2011. ACM.
[9] R. Garcia-Gavilanes, A. Mollgaard, M. Tsvetkova, and
T. Yasseri. Memory remains: Understanding collective
memory in the digital age.
[10] T. Gilovich. Seeing the past in the present: The effect of
associations to familiar events on judgments and decisions.
Journal of Personality and Social Psychology, 40(5):797,
1981.
[11] J. Gregory. Dont know much about history: Australian
history in schools today. The Critic, 6, 2007.
[12] M. Halbwachs. La Memoire Collective. Les Presses univer-
sitaires de France, (in French), 1950.
[13] C. Hoerl and T. McCormack. Time and Memory: Issues in
Philosophy and Psychology. 2001.
[14] J. Hoffart, S. Seufert, D. B. Nguyen, M. Theobald, and
G. Weikum. Kore: Keyphrase overlap relatedness for entity
disambiguation. In Proceedings of the 21st ACM Interna-
tional Conference on Information and Knowledge Manage-
ment, CIKM 12, pages 545554, New York, NY, USA, 2012.
ACM.
[15] R. Jacoby. Social Amnesia: A Critique of Contemporary
Psychology. 1997.
[16] A. Jatowt, E. Antoine, Y. Kawai, and T. Akiyama. Map-
ping temporal horizons: Analysis of collective future and
past related attention in twitter. In Proceedings of the 24th
International Conference on World Wide Web, WWW 15,
pages 484494, New York, NY, USA, 2015. ACM.
[17] N. Kanhabua, T. N. Nguyen, and C. Niederee. What trig-
gers human remembering of events?: A large-scale analysis
of catalysts for collective memory in wikipedia. In Proceed-
ings of the 14th ACM/IEEE-CS Joint Conference on Dig-
ital Libraries, JCDL 14, pages 341350, Piscataway, NJ,
USA, 2014. IEEE Press.
[18] N. Kanhabua, C. Niederee, and W. Siberski. Towards
concise preservation by managed forgetting: Research is-
sues and case study. In Proceedings of the 10th Inter-
national Conference on Preservation of Digital Objects
(iPres), 2013.
[19] E. Kuzey, J. Strotgen, V. Setty, and G. Weikum. Temponym
tagging: Temporal scopes for textual phrases. In Proceed-
ings of the 25th International Conference Companion on
World Wide Web, WWW 16 Companion, pages 841842,
Republic and Canton of Geneva, Switzerland, 2016. Inter-
national World Wide Web Conferences Steering Committee.
[20] M. Proust and J.-Y. Tadie. A la recherche du temps perdu.
Gallimard.
[21] J. Soboroff. If students fail history, does it matter?, 2011.
[22] A. Tumasjan, T. O. Sprenger, P. G. Sandner, and I. M.
Welpe. Predicting elections with twitter: What 140 charac-
ters reveal about political sentiment. 10:178185.
[23] . . , 84:3748, July 2016.