Examining the limits of predictability of human mobility

V Kulkarni, A Mahalunkar, B Garbinato, JD Kelleher - Entropy, 2019‏ - mdpi.com
We challenge the upper bound of human-mobility predictability that is widely used to
corroborate the accuracy of mobility prediction models. We observe that extensions of …

Generative models for simulating mobility trajectories

V Kulkarni, N Tagasovska, T Vatter… - arxiv preprint arxiv …, 2018‏ - arxiv.org
Mobility datasets are fundamental for evaluating algorithms pertaining to geographic
information systems and facilitating experimental reproducibility. But privacy implications …

Web routineness and limits of predictability: Investigating demographic and behavioral differences using web tracking data

J Kulshrestha, M Oliveira, O Karaçalık… - Proceedings of the …, 2021‏ - ojs.aaai.org
Understanding human activities and movements on the Web is not only important for
computational social scientists but can also offer valuable guidance for the design of online …

Multiplex decomposition of non-Markovian dynamics and the hidden layer reconstruction problem

L Lacasa, IP Mariño, J Miguez, V Nicosia, É Roldán… - Physical Review X, 2018‏ - APS
Elements composing complex systems usually interact in several different ways, and as
such, the interaction architecture is well modeled by a network with multiple layers—a …

Daily human mobility: A reproduction model and insights from the energy concept

W Wang, T Osaragi - ISPRS International Journal of Geo-Information, 2022‏ - mdpi.com
Human movements have raised broad attention, and many models have been developed to
reproduce them. However, most studies focus on reproducing the statistical properties of …

Emoticon-based ambivalent expression: A hidden indicator for unusual behaviors in weibo

Y Hu, J Zhao, J Wu - PloS one, 2016‏ - journals.plos.org
Recent decades have witnessed online social media being a big-data window for testifying
conventional social theories quantitatively and exploring much detailed human behavioral …

Effects of individual popularity on information spreading in complex networks

L Gao, R Li, P Shu, W Wang, H Gao, S Cai - Physica A: Statistical …, 2018‏ - Elsevier
In real world, human activities often exhibit preferential selection mechanism based on the
popularity of individuals. However, this mechanism is seldom taken into account by previous …

On the inability of Markov models to capture criticality in human mobility

V Kulkarni, A Mahalunkar, B Garbinato… - … Conference on Artificial …, 2019‏ - Springer
We examine the non-Markovian nature of human mobility by exposing the inability of Markov
models to capture criticality in human mobility. In particular, the assumed Markovian nature …

Simulating two-phase taxi service process by random walk theory

WP Nie, ZD Zhao, SM Cai, T Zhou - Chaos: An Interdisciplinary Journal …, 2020‏ - pubs.aip.org
City taxi service systems have been empirically studied by a number of data-driven methods.
However, their underlying mechanisms are hard to understand because the present …

Uncovering spatiotemporal characteristics of human online behaviors during extreme events

C Gao, J Liu - PloS one, 2015‏ - journals.plos.org
In response to an extreme event, individuals on social media demonstrate interesting
behaviors depending on their backgrounds. By making use of the large-scale datasets of …