Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Community Structures, Interactions and Dynamics in London's Bicycle
  Sharing Network   Bikesharing schemes are transportation systems that not only provide an
efficient mode of transportation in congested urban areas, but also improve
last-mile connectivity with public transportation and local accessibility.
Bikesharing schemes around the globe generate detailed trip data sets with
spatial and temporal dimensions, which, with proper mining and analysis, reveal
valuable information on urban mobility patterns. In this paper, we study the
London bicycle sharing dataset to explore community structures. Using a novel
clustering technique, we derive distinctive behavioural patterns and assess
community interactions and spatio-temporal dynamics. The analyses reveal
self-contained, interconnected and hybrid clusters that mimic London's physical
structure. Exploring changes over time, we find geographically isolated and
specialized communities to be relatively consistent, while the remaining system
exhibits volatility, especially during and around peak commuting times. By
increasing our understanding of the collective behaviour of the bikesharing
users, this analysis supports policy appraisal, operational decision-making and
motivates improvements in infrastructure design and management.

31
The categories of this paper are: ao-sci
28
The categories of this paper are: alg-geom
18
The categories of this paper are: econ
12
The categories of this paper are: nucl-th
23
The categories of this paper are: solv-int
14
The categories of this paper are: math-ph
32
The categories of this paper are: atom-ph
10
The categories of this paper are: q-bio
5
The categories of this paper are: gr-qc
17
The categories of this paper are: q-fin
36
The categories of this paper are: cmp-lg
7
The categories of this paper are: hep-th
4
The categories of this paper are: cond-mat
11
The categories of this paper are: hep-lat
20
The categories of this paper are: acc-phys
16
The categories of this paper are: stat