MPIDR Lab of Digital and Computational Demography | UoA School of Computer Science | UoA Center for Mathematical Social Science

Samin Aref
Position: Research Scientist
Office: Room 318, Laboratory of Digital and Computational Demography
Phone: (+49) 381 2081 ext. 297
Email: sare618[at]aucklanduni[dot]ac[dot]nz
Mailing Address: Max Planck Institute for Demographic Research, Konrad-Zuse-Str. 1, 18057 Rostock, Germany


I am a research scientist at the Max Planck Institute for Demographic Research (MPIDR) working on several projects primarily in Computational Social Science. I did my Ph.D. in Computer Science and I have a background in Operations Research and Network Science. My research falls into two broad topics: (1) modeling and analysis of social systems using complex networks and (2) studying the mobility and migration of researchers using bibliometric data. I have an Erdős number of 3.

Fields of Interest:

Computational Social Science
Mathematical Modeling
Complex Networks
Analyzing Big Data
Operations Research
Machine Learning

Research Grants:

Role: Principal investigator
Project title: Analyzing the migration of researchers to and from Germany during 1996-2020 and evaluating its interplay with fields of scholarship, level of experience, gender, and research performance
Project members and collaborators: Emilio Zagheni, Guy Stecklov, Kathrin McCann, and Xinyi Zhao
Funding body: The Federal Ministry of Education and Research (BMBF) via German Academic Exchange Service (DAAD)

Current Projects:

Computational Analysis of the Structure and Dynamics in Networks with Negative Ties and Conflicting Relationships Details>
I have worked in the intersection of network science and mathematical modeling to develop efficient computational models and algorithms for analyzing the structure of large-scale networks. In particular, I have contributed to the fundamental mathematics of formulating graph optimization models to analyze networks with positive and negative edges (an 8-minute presentation).
Measuring balance
Computing frustration index
Frustration index of large networks
Applications of frustration and partitioning
Partitioning networks of US Congress legislators
Multilevel evaluation of balance
Clusterability in networks of US senators
Precious few schools of thought

Modeling and Analysis of Migration and Mobility among Scholars Details>
In another series of studies, my co-authors and I have worked on using bibliometric data for evaluating collaborations and measuring the mobility and migration of researchers.
Map of New Zealand scientific collaborations
New data sources for population research
Analysis of super-mover researchers
Internal migration of scholars in Mexico
Brain drain in Russia
Brexit and migration of scientists
Migration of researchers to and from Germany


Ph.D. in Computer Science, The University of Auckland (UoA)
-Thesis on Signed Network Structural Analysis and Applications, supervised by Dr. Mark C. Wilson and Dr. Andrew J. Mason (examiners: Prof. Gregory Gutin and Dr. Serge Gaspers)

M.Sc. in Industrial Engineering and Operations Research, Sharif University of Technology
-Thesis on Network Air Cargo Revenue Management, supervised by Prof. Mohammad Modarres (examiners: Prof. Abdol Hamid Eshragh and Dr. Mahsa Ghandehari)

B.Sc. in Industrial Engineering, Iran University of Science and Technology
-Project on Movie Industry Integrated Scheduling Methodology, supervised by Dr. Morteza Bagherpour (examiners: Prof. Ahmad Makui and Dr. Roozbeh Ghousi)


2020: (Accepted and submitted papers)
Brain Drain and Brain Gain in Russia: Analyzing International Mobility of Researchers by Discipline using Scopus Bibliometric Data 1996-2020 (with Alexander Subbotin)
Social Informatics - Human Migration Workshop
Author copy> Poster>

Multilevel Structural Evaluation of Signed Directed Social Networks based on Balance Theory (with Ly Dinh, Rezvaneh Rezapour, and Jana Diesner)
Scientific Reports
Full text> Author copy> Data> Code>

Scholarly Migration within Mexico: Analyzing Internal Migration among Researchers using Scopus Longitudinal Bibliometric Data (with Andrea Miranda-González, Tom Theile, and Emilio Zagheni)
EPJ Data Science
Full text> Author copy> Data> Poster>

Detecting Coalitions by Optimally Partitioning Signed Networks of Political Collaboration (with Zachary Neal)
Scientific Reports
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Modeling and Analysis of Security and Economic Metrics for Moving Target Defense Techniques in Cloud Computing (with Hooman Alavizadeh, Dong Seong Kim, and Julian Jang-Jaccard)
Under review
Author copy>

Dynamic Rescheduling in Flexible Manufacturing Systems under Disruptions (with Maryam Rahimi, Reza Tavakkoli-Moghaddam, and Amir Azaron)
Under review

The Demography of the Peripatetic Researcher: Evidence on Highly Mobile Scholars from the Web of Science (with Emilio Zagheni and Jevin West)
Lecture Notes in Computer Science (Proceedings of the 11th International Conference on Social Informatics)
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A Modeling and Computational Study of the Frustration Index in Signed Networks (with Andrew Mason and Mark Wilson)
Networks (Old title: An Exact Method for Computing the Frustration Index in Signed Networks Using Binary Programming)
Full text> Author copy> Recorded talk> Slides> Code>

Demography in the Digital Era: New Data Sources for Population Research (with Diego Alburez-Gutierrez, Sofia Gil-Clavel, Andre Grow, Daniela Negraia, and Emilio Zagheni)
Book of Short Papers SIS2019 (Società italiana di statistica)
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Signed Network Structural Analysis and Applications with a Focus on Balance Theory
Doctoral dissertation, The University of Auckland
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Balance and Frustration in Signed Networks (with Mark Wilson)
Journal of Complex Networks
Full text> Author copy> Data> Poster (CCS'18 best poster)> Dynamic visualization> Code>

Analysing Scientific Collaborations of New Zealand Institutions using Scopus Bibliometric Data (with David Friggens and Shaun Hendy)
Proceedings of Australasian Computer Science Week 2018
Full text> Author copy> Poster (174 MB)> Data>

Computing the Line Index of Balance Using Integer Programming Optimisation (with Andrew Mason and Mark Wilson)
Optimization Problems in Graph Theory
Full text> Author copy> Slides> Recorded talk> Code>

A Green Perspective on Capacitated Time-dependent Vehicle Routing Problem with Time Windows (with Iman Kazemian)
International Journal of Supply Chain and Inventory Management
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Measuring Partial Balance in Signed Networks (with Mark Wilson)
Journal of Complex Networks
Full text> Author copy> Slides> Poster (NZMS'15 best poster runner-up)>

Hub Location under Uncertainty: a Minimax Regret Model for the Capacitated Problem with Multiple Allocations (with Iman Kazemian)
International Journal of Supply Chain and Inventory Management
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Multi-echelon Supply Chain Flexibility Enhancement through Detecting Bottlenecks (with Iman Kazemian)
Global Journal of Flexible Systems Management
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The Use of a GERT Based Method to Model Concurrent Product Development Processes (with Richard Nelson and Amir Azaron)
European Journal of Operational Research
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Developing an Integrated Revenue Management and Customer Relationship Management Approach in Hotel Industry (with Amirhossein Vaeztehrani and Mohammad Modarres)
Journal of Revenue & Pricing Management
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Epidemiological and Biomechanical Evaluation of Airline Baggage Handling (with Alireza Tafazzol, Majid Mardani, Omid Haddad, and Mohammad Parnianpour)
International Journal of Occupational Safety and Ergonomics
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Conference Presentations and Invited Talks:

2020 (all virtual): Invited talk at HSE (Moscow), ScoInfo'20 (Pisa), invited talk at CAnD3 (Montreal), invited talk at MSU (East Lansing), NetSci'20 (Rome), PolNet'20 (Amherst), Sunbelt'20 (Paris), MGGG Networks Workshop (Medford), SIAM-NS'20 (Toronto), invited talk at DAAD (Bonn)

2019: Complex Networks'19 (Lisbon), invited talk at PACE (Paderborn), SocInfo'19 (Doha), invited talk at CCNSD (Tehran), EUSN'19 (Zurich), EuroCSS'19 (Zurich), IC2S2'19 (Amsterdam), Sunbelt'19 (Montreal), IUSSP workshop (Seville), CompleNet'19 (Tarragona), ECSR workshop (Milan), invited talk at Groupe Réseaux (Montreal), invited talk at Institute WeST (Koblenz)

2018: EuroCSS'18 (Cologne), Digital Demography Symposium (Rostock), CCS'18 (Thessaloniki), Sunbelt'18 (Utrecht), ACSW'18 (Brisbane)

2017: IASC'17 (Auckland), ORSNZ'17 (Auckland), NZMS'17 (Auckland), AUTMS'17 (Auckland), Sunbelt'17 (Beijing)

2016: NZMS'16 (Wellington), ORSNZ'16 (Auckland), CMSS'16 (Auckland), NetSci-X'16 (Wroclaw)

2015: NZMS'15 (Christchurch), CMSS'15 (Auckland)

Professional Membership:

International Network for Social Network Analysis
Complex Systems Society
Max Planck PostdocNet
Te Punaha Matatini Whanau
UoA Center for Mathematical Social Science
Australian and New Zealand Association of Mathematical Physics
New Zealand Mathematical Society

External Profiles:

MPIDR Profile LinkedIn ResearchGate Google Scholar ArXiv ORCID Scopus GitHub Twitter