A new paper of mine was published in final form today. The project started in January 2017 as a group project by students in the first course that I ever taught at UCLA. It's taken awhile, but we're finally done!
Title: Role Detection in Bicycle-Sharing Networks Using Multilayer Stochastic Block Models
Authors: Jane Carlen†, Jaume de Dios Pont, CassidyMentus, Shyr-Shea Chang, Stephanie Wang, and Mason A. Porter
Abstract: In urban systems, there is an interdependency between neighborhood roles and transportation patterns between neighborhoods. In this paper, we classify docking stations in bicycle-sharing networks to gain insight into the human mobility patterns of three major cities in the United States. We propose novel time-dependent stochastic block models, with degree-heterogeneous blocks and either mixed or discrete block membership, which classify nodes based on their time-dependent activity patterns. We apply these models to (1) detect the roles of bicycle-sharing stations and (2) describe the traffic within and between blocks of stations over the course of a day. Ourmodels successfully uncover work blocks, home blocks, and other blocks; they also reveal activity patterns that are specific to each city. Our work gives insights for the design and maintenance of bicycle-sharing systems, and it contributes new methodology for community detection in temporal and multilayer networks with heterogeneous degrees.
12 hours ago
3 comments:
Hey, this blog was really informative and I am also a blogger. Keep sharing such content its interesting and will help many people. As a student, you will be expected to complete numerous assignments, essays, and other academic tasks. Due to a large amount of work, students may find it difficult to finish all of their assignments. Because they need good grades, students must make their assignments appealing. My Assignment Services offers the greatest math assignment help online in the Australia for students. We have a staff of specialists and academics who assist students in their math assignment.
With the aid of dissertation writing professionals, improve your overall academic performance. It takes a lot of time to prepare and write out the full research. Students can prepare original content with the help of My Assignment Services experts in essay writing service in the USA while maintaining confidentiality.
Wow, Role Detection in Bicycle-Sharing Networks sounds interesting! On another note, have you heard of an online disease detection system? It's a great way to detect diseases early on. Additionally, Meri Sehat online medical services provide accessible healthcare for all, making it easier to receive medical attention from anywhere.
Post a Comment