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2019 | OriginalPaper | Chapter

9. Using Call Data and Stigmergic Similarity to Assess the Integration of Syrian Refugees in Turkey

Authors : Antonio Luca Alfeo, Mario G. C. A. Cimino, Bruno Lepri, Gigliola Vaglini

Published in: Guide to Mobile Data Analytics in Refugee Scenarios

Publisher: Springer International Publishing

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Abstract

By absorbing more than 3.4 million Syrians, Turkey has shown remarkable resilience. But the host community tensions toward these newcomers is rising. Thus, the formulation of effective integration policies is needed. However, assessing the effectiveness of such policies demands tools able to measure the integration of refugees despite the complexity of such phenomena. In this work, we propose a set of metrics aimed at providing insights and assessing the integration of Syrians refugees, by analyzing the CDR dataset of the challenge. Specifically, we aim at assessing the integration of refugees, by exploiting the similarity between refugees and locals in terms of calling behavior and mobility, considering different spatial and temporal features. Together with the already known methods for data analysis, in this work we use a novel computational approach to analyze users’ mobility: computational stigmergy, a bio-inspired scalar and temporal aggregation of samples. Computational stigmergy associates each sample to a virtual pheromone deposit (mark) defined in a multidimensional space and characterized by evaporation over time. Marks in spatiotemporal proximity are aggregated into functional structures called trails. A stigmergic trail summarizes the spatiotemporal dynamics in data and allows to compute the stigmergic similarity between them.

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Literature
2.
go back to reference Ager A, Strang A (2004) The Experience of Integration: a qualitative study of refugee integration in the local communities of Pollockshaws and Islington. Research Development and Statistics Directorate, Home Office Ager A, Strang A (2004) The Experience of Integration: a qualitative study of refugee integration in the local communities of Pollockshaws and Islington. Research Development and Statistics Directorate, Home Office
3.
go back to reference Alexander L, Jiang S, Murga M, González MC (2015) Origin-destination trips by purpose and time of day inferred from mobile phone data. Transportation research part c: emerging technologies 58:240–250CrossRef Alexander L, Jiang S, Murga M, González MC (2015) Origin-destination trips by purpose and time of day inferred from mobile phone data. Transportation research part c: emerging technologies 58:240–250CrossRef
4.
go back to reference Alfeo AL, Appio FP, Cimino MGCA, Lazzeri A, Martini A, Vaglini G (2016) An adaptive stigmergy-based system for evaluating technological indicator dynamics in the context of smart specialization. In: Proceedings of the 5th international conference on pattern recognition applications and methods. SCITEPRESS-Science and Technology Publications, Lda, pp 497–502. https://doi.org/10.5220/0005645204970502 Alfeo AL, Appio FP, Cimino MGCA, Lazzeri A, Martini A, Vaglini G (2016) An adaptive stigmergy-based system for evaluating technological indicator dynamics in the context of smart specialization. In: Proceedings of the 5th international conference on pattern recognition applications and methods. SCITEPRESS-Science and Technology Publications, Lda, pp 497–502. https://​doi.​org/​10.​5220/​0005645204970502​
5.
go back to reference Alfeo AL, Cimino MGCA, Lepri B, Pentland S, Vaglini G (2017) Stigmergy-based modeling to discover urban activity patterns from positioning data. In: SBP-BRiMS the international conference on social computing, behavioral-cultural modeling and prediction and behavior representation in modeling and simulation (SBP-BRiMS 2017), LNCS 10354, pp 292–301. https://doi.org/10.1007/978-3-319-60240-0_35CrossRef Alfeo AL, Cimino MGCA, Lepri B, Pentland S, Vaglini G (2017) Stigmergy-based modeling to discover urban activity patterns from positioning data. In: SBP-BRiMS the international conference on social computing, behavioral-cultural modeling and prediction and behavior representation in modeling and simulation (SBP-BRiMS 2017), LNCS 10354, pp 292–301. https://​doi.​org/​10.​1007/​978-3-319-60240-0_​35CrossRef
8.
go back to reference Altindag O, Kaushal N (2017) Do refugees impact voting behavior in the host country? Evidence from Syrian Refugee inflows in Turkey. IZA Discussion Paper (10849) Altindag O, Kaushal N (2017) Do refugees impact voting behavior in the host country? Evidence from Syrian Refugee inflows in Turkey. IZA Discussion Paper (10849)
10.
go back to reference Blumenstock J, Fratamico L (2013) Social and spatial ethnic segregation: a framework for analyzing segregation with large-scale spatial network data. In: Proceedings of the 4th annual symposium on computing for development. ACM, p 11 Blumenstock J, Fratamico L (2013) Social and spatial ethnic segregation: a framework for analyzing segregation with large-scale spatial network data. In: Proceedings of the 4th annual symposium on computing for development. ACM, p 11
11.
go back to reference Carpi E, Pinar Senouguz H (2018) Refugee hospitality in Lebanon and Turkey. On Making ’The Other’. International Migration Carpi E, Pinar Senouguz H (2018) Refugee hospitality in Lebanon and Turkey. On Making ’The Other’. International Migration
12.
go back to reference Ciaramella A, Cimino MGCA, Lazzerini B, Marcelloni F (2010) Using context history to personalize a resource recommender via a genetic algorithm. In: 2010 10th international conference on intelligent systems design and applications (ISDA). IEEE, pp 965–970 Ciaramella A, Cimino MGCA, Lazzerini B, Marcelloni F (2010) Using context history to personalize a resource recommender via a genetic algorithm. In: 2010 10th international conference on intelligent systems design and applications (ISDA). IEEE, pp 965–970
14.
go back to reference Figueiredo MAT, Jain AK (2002) Unsupervised learning of finite mixture models. IEEE Trans Pattern Anal Mach Intell 24(3):381–396CrossRef Figueiredo MAT, Jain AK (2002) Unsupervised learning of finite mixture models. IEEE Trans Pattern Anal Mach Intell 24(3):381–396CrossRef
17.
go back to reference Hardy K, Maurushat A (2017) Opening up government data for Big Data analysis and public benefit. Comput Law Secur Rev 33(1):30–37CrossRef Hardy K, Maurushat A (2017) Opening up government data for Big Data analysis and public benefit. Comput Law Secur Rev 33(1):30–37CrossRef
18.
go back to reference Hebbani A, Colic-Peisker V, Mackinnon M (2017) Know thy neighbour: Residential integration and social bridging among refugee settlers in Greater Brisbane. J Refugee Stud 31(1):82–103CrossRef Hebbani A, Colic-Peisker V, Mackinnon M (2017) Know thy neighbour: Residential integration and social bridging among refugee settlers in Greater Brisbane. J Refugee Stud 31(1):82–103CrossRef
19.
go back to reference Hübl F, Cvetojevic S, Hochmair H, Paulus G (2017) Analyzing refugee migration patterns using geo-tagged tweets. ISPRS Int J Geo-Inf 6(10):302CrossRef Hübl F, Cvetojevic S, Hochmair H, Paulus G (2017) Analyzing refugee migration patterns using geo-tagged tweets. ISPRS Int J Geo-Inf 6(10):302CrossRef
20.
go back to reference Içduygu A (2015) Syrian refugees in Turkey: the long road ahead. Migration Policy Institute, Washington Içduygu A (2015) Syrian refugees in Turkey: the long road ahead. Migration Policy Institute, Washington
22.
go back to reference Keyman EF (2016) Turkey at the heart of the refugee and ISIL crises: can the buffer state be a solution. Rev Int’l L Pol 12:5 Keyman EF (2016) Turkey at the heart of the refugee and ISIL crises: can the buffer state be a solution. Rev Int’l L Pol 12:5
24.
go back to reference Licoppe C, Diminescu D, Smoreda Z, Ziemlicki C (2008) Using mobile phone geolocalisation for ’socio-geographical’analysis of co-ordination, urban mobilities, and social integration patterns. Tijdschr Econ Soc Geografie 99(5):584–601CrossRef Licoppe C, Diminescu D, Smoreda Z, Ziemlicki C (2008) Using mobile phone geolocalisation for ’socio-geographical’analysis of co-ordination, urban mobilities, and social integration patterns. Tijdschr Econ Soc Geografie 99(5):584–601CrossRef
25.
go back to reference Lifanova A, Ngan HY, Okunewitsch A, Rahman S, Guzmán S, Desai N, Özsari M, Rosemeyer J, Pleshkanovska R, Fehler A, Others (2016) New locals: overcoming integration barriers with mobile informal and gamified learning. In: Proceedings of the international conference on information communication technologies in education, pp 132–141 Lifanova A, Ngan HY, Okunewitsch A, Rahman S, Guzmán S, Desai N, Özsari M, Rosemeyer J, Pleshkanovska R, Fehler A, Others (2016) New locals: overcoming integration barriers with mobile informal and gamified learning. In: Proceedings of the international conference on information communication technologies in education, pp 132–141
26.
go back to reference Lyytinen E (2015) Refugees’ conceptualizations of "protection space": geographical scales of urban protection and host-refugee relations. Refug Surv Q 34(2):45–77CrossRef Lyytinen E (2015) Refugees’ conceptualizations of "protection space": geographical scales of urban protection and host-refugee relations. Refug Surv Q 34(2):45–77CrossRef
27.
go back to reference Madanipour A, Cars G, Allen J (2000) Social exclusion in European cities: processes, experiences, and responses, vol 23. Psychology Press Madanipour A, Cars G, Allen J (2000) Social exclusion in European cities: processes, experiences, and responses, vol 23. Psychology Press
28.
go back to reference Marsh L, Onof C (2008) Stigmergic epistemology, stigmergic cognition. Cogn Syst Res 9(1–2):136–149CrossRef Marsh L, Onof C (2008) Stigmergic epistemology, stigmergic cognition. Cogn Syst Res 9(1–2):136–149CrossRef
29.
go back to reference Niwattanakul S, Singthongchai J, Naenudorn E, Wanapu S (2013) Using of Jaccard coefficient for keywords similarity. In: Proceedings of the international multiconference of engineers and computer scientists, vol 1 Niwattanakul S, Singthongchai J, Naenudorn E, Wanapu S (2013) Using of Jaccard coefficient for keywords similarity. In: Proceedings of the international multiconference of engineers and computer scientists, vol 1
31.
go back to reference Salah AA, Pentland A, Lepri B, Letouzé E, Vinck P, de Montjoye Y, Dong X, Dagdelen Ö (2018) Data for refugees: the D4R challenge on mobility of Syrian refugees in Turkey. arxiv:abs/1807.00523 Salah AA, Pentland A, Lepri B, Letouzé E, Vinck P, de Montjoye Y, Dong X, Dagdelen Ö (2018) Data for refugees: the D4R challenge on mobility of Syrian refugees in Turkey. arxiv:​abs/​1807.​00523
32.
go back to reference Silm S, Ahas R (2014) Ethnic differences in activity spaces: a study of out-of-home nonemployment activities with mobile phone data. Ann Assoc Am Geogr 104(3):542–559CrossRef Silm S, Ahas R (2014) Ethnic differences in activity spaces: a study of out-of-home nonemployment activities with mobile phone data. Ann Assoc Am Geogr 104(3):542–559CrossRef
33.
go back to reference Singh VK, Bozkaya B, Pentland A (2015) Money walks: implicit mobility behavior and financial well-being. PloS one 10(8):e0136628CrossRef Singh VK, Bozkaya B, Pentland A (2015) Money walks: implicit mobility behavior and financial well-being. PloS one 10(8):e0136628CrossRef
34.
go back to reference Tompkins AM, McCreesh N (2016) Migration statistics relevant for malaria transmission in Senegal derived from mobile phone data and used in an agent-based migration model. Geospatial Health 11(1 Suppl):408 Tompkins AM, McCreesh N (2016) Migration statistics relevant for malaria transmission in Senegal derived from mobile phone data and used in an agent-based migration model. Geospatial Health 11(1 Suppl):408
36.
go back to reference Vernon D, Metta G, Sandini G (2007) A survey of artificial cognitive systems: implications for the autonomous development of mental capabilities in computational agents. IEEE Trans Evol Comput 11(2):151–180CrossRef Vernon D, Metta G, Sandini G (2007) A survey of artificial cognitive systems: implications for the autonomous development of mental capabilities in computational agents. IEEE Trans Evol Comput 11(2):151–180CrossRef
Metadata
Title
Using Call Data and Stigmergic Similarity to Assess the Integration of Syrian Refugees in Turkey
Authors
Antonio Luca Alfeo
Mario G. C. A. Cimino
Bruno Lepri
Gigliola Vaglini
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-12554-7_9

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