35
1 Antal van den Bosch Radboud Universiteit Nijmegen [email protected] http:// antalvandenbosch.ruhosting.nl/ Marten Düring Radboud Universiteit Nijmegen [email protected] www.research.martenduering.com MERIT: Machine-based Extraction of Relations In Texts: Multi- perspective Memories from the Dutch Battlefields 1944-1945 Project proposal

1 Antal van den Bosch Radboud Universiteit Nijmegen [email protected] Marten Düring Radboud Universiteit Nijmegen

Embed Size (px)

Citation preview

Page 1: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

1

Antal van den BoschRadboud Universiteit Nijmegen

 [email protected]

http://antalvandenbosch.ruhosting.nl/

Marten Düring

Radboud Universiteit Nijmegen

[email protected]

www.research.martenduering.com

MERIT: Machine-based Extraction of Relations In Texts: Multi-perspective Memories from the Dutch Battlefields 1944-1945

Project proposal

Page 2: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

2

About Marten

2004BA in European Cultural History at University of AugsburgOral history: 1945-1948 in Southwest Germany under French occupation

2006MA in War, History and Memory at University of ManchesterEye-witness testimonies of Coventry 1941 and Dresden 1945

2012PhD in Contemporary History at Kulturwissenschaftliches Institut Essen/University of MainzNetwork analysis of support networks for persecuted Jews during National Socialism

Page 3: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

3

Interested in software-assisted historical research:

• SNA/ Historical Network Research (fav.: NodeXL)

• Qualitative Data Analysis (MaxQDA)• Agent-based Simulations (Netlogo)• Video Annotations (Elan)

• Natural Language Processing

Page 4: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

4

• Reduction of complex information

• Abstraction• Standardization• Targeted representation

Main objective: Orientation

See: Lothar Krempel: Visualisierung komplexer Systeme. Grundlagen der Darstellung mehrdimensionaler Netzwerke. Campus Verlag 2005

The purpose of visualizations

Page 5: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

5

Gleanings from visualizations of difficult data

(1) Filtering

Page 6: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

6

The Segal family‘s network…

How were they able to make contact with strangers?

Page 7: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

7

…reduced to brokerage ties only…

Page 8: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

8

…removed the members of the Segal family.

HelperRefugee

Broker

Page 9: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

9

(2) Recombining data

Page 10: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

10

Actors and points in time

Page 11: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

11

(3) Aggregation of information

Page 12: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

12

Aggregating data from heterogeneous sources

Page 13: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

13

Six distinctive support networks?

Page 14: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

14

Ties among refugees in all 6 networks. Rescue?

Page 15: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

15

Historical Network Research

https://sites.google.com/site/historicalnetworkresearch/

Bibliography, Newsletter, Conference calendar, Videos

Page 16: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

16

MERITMachine-based Extraction of Relations In

Texts: Multi-perspective Memories from the Dutch Battlefields 1944-1945

• Radboud University Nijmegen • Bevrijdingsmuseum Groesbeek• Airborne Museum Hartenstein• Storia• Stadsregion Arnhem/Nijmegen

Page 17: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

17

An example

Generalmajor Friedrich Kussin and his driver were shot dead on Utrechtseweg near Wolfheze in the afternoon of 17th September 1944.

Page 18: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

18

Generalmajor Friedrich Kussin and his driver were shot dead on Utrechtseweg near Wolfheze in the afternoon of 17th September 1944.

Page 19: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

19

Generalmajor Friedrich Kussin and his driver were shot dead on Utrechtseweg near Wolfheze in the afternoon of 17th September 1944.

Page 20: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

20

Generalmajor Friedrich Kussin and his driver were shot dead on Utrechtseweg near Wolfheze in the afternoon of 17th September 1944.

…a German Citroen staff car suddenly appeared at a junction in between the platoon's positions, prompting these units to open fire with rifles and sten guns, killing all inside. So enthusiastic had been the firing that both vehicle and passengers were riddled with bullets and it took Cleminson's intervention to get his men to cease fire. This prize put the platoon on a high.

Page 21: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

21

Generalmajor Friedrich Kussin and his driver were shot dead on Utrechtseweg in the afternoon of 17th September 1944.

…a German Citroen staff car suddenly appeared at a junction in between the platoon's positions, prompting these units to open fire with rifles and sten guns, killing all inside. So enthusiastic had been the firing that both vehicle and passengers were riddled with bullets and it took Cleminson's intervention to get his men to cease fire. This prize put the platoon on a high.

Page 22: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

22

Generalmajor Friedrich Kussin and his driver were shot dead on Utrechtseweg near Wolfheze in the afternoon of 17th September 1944.

…a German Citroen staff car suddenly appeared at a junction in between the platoon's positions, prompting these units to open fire with rifles and sten guns, killing all inside. So enthusiastic had been the firing that both vehicle and passengers were riddled with bullets and it took Cleminson's intervention to get his men to cease fire. This prize put the platoon on a high.

Page 23: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

23

Questions

• Two or four casualties? Where are they?• Why no attempt for arrest?• Where are the many bulletholes? • Why no blood?

Page 24: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

24

Overall goal for MERIT:

Help historians and curators with the laborious task of finding relevant information by (semi-) automatically linking related sources. Create a basis for interpretation of

– Events– Motifs

Link primary sources, NLP analysis and quantifications.

Page 25: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

25

1. Aggregate depictions of events based on location, time and type of event.

Page 26: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

26

1. Aggregate depictions of events based on location, time and type of event.

Event (narrow definition): a set of documented interconnected actions which are identifiable by mentioned points in time and/or a specific location in the Arnhem/Nijmegen area between September 1944 and May 1945.

Page 27: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

27

1. Aggregate depictions of events based on location, time and type of event.

• Discover multi-faceted descriptions of war experience

• Highlight contradictions and ambiguities of sources and their interpretations. Patterns?

• Knowledge map – who depicts what? Patterns?

Page 28: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

28

Knowledge map: Mapping events and witnesses

Page 29: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

29

Knowledge map: Mapping events and witnesses

Page 30: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

30

Knowledge map: Mapping events and witnesses

• Which events have been documented?

• Identify new, potentially relevant sources

• Raise new questions:– „Why doesn‘t SourceX mention EventY?“– „How do Allied and German war

photography relate?“

Page 31: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

31

2. Identify and extract motifs from historical sources 1944-2012

Motifs in folk tales:• „evil stepmother“• „ghost summoned by music“

Motifs in our case:• „loud and brutal German soldier“• „fearful German soldier“• „elated Dutch civilians”

Page 32: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

32

2. Identify and extract motifs from historical sources 1944-2012

• Which motifs constitute Allied, Dutch and German narratives?

• Which motifs constitute retrospective depictions?

• How do they change over time?

• Geographical patterns?

Page 33: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

33

3. Digital Cultural Heritage

• Augmented reality: Text, photos, video, location today

• Public database for personal queries: a step towards self-curation

Page 34: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

34

Challenges

• Multilingual sources

• Event recognition

• Heterogeneous, unstructured sources

Page 35: 1 Antal van den Bosch Radboud Universiteit Nijmegen a.vandenbosch@let.ru.nl  Marten Düring Radboud Universiteit Nijmegen

35

Thank you for your attention!