Friday, April 22, 2022
"Role Detection in Bicycle-Sharing Networks Using Multilayer Stochastic Block Models"
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.
Friday, December 18, 2020
RIP Peter Neumann (1940–2020)
I had the chance to interact with Peter quite a few times at Oxford. When I knew him, he was concentrating on mathematics history, and I contacted him with a query about some mathematical linguistics (concerning, for example, the use of "topological" only versus both "geometric" and "geometrical"). I knew that Peter was the right person to approach when I wanted to dive deeper than what I was able to do via Google. Here is my 2013 blog entry about that.
Peter was one of the people in Oxford who was always so kind and supportive of me (and, from what I can tell, of many others as well). When I got some pointed negative teaching evaluations, Peter invited me to The Queen's College to dinner to chat about things (and to give gentle advice and so on). But if I am getting rewarded with a dinner like that for messing up, it does create strange incentives. My students in my courses now are certainly benefiting from advice Peter gave me over the years. He also supported me in various fights on committees (we were on Teaching Committee together) and particularly in efforts that I made against "We've always done it this way." comments to try to change things in Oxford's Mathematical Institute.
(Tip of the cap to Card Colm Mulcahy.)
Tuesday, May 26, 2020
Starting Out the Hard Way
Two decades later, I am still the most opinionated TA that he's ever had with respect to how to teach a course. People should get the most difficult person out of the way at the beginning, right?
He confirmed this and found out about the ducks at our meeting this morning! It’s perfect bc he tells me that when I need a debugging break, I should talk with a rubber duck, so I think the rubber duck that is living in the tex doc right now has a permanent home 😊 (for now)
— Mallory Gaspard (@mallorygaspard) May 27, 2020
Friday, March 20, 2020
Time has no Meaning.
Also, space has no meaning.
Also, spacetime has no meaning.
(In addition to the fact that now I end up using the same technology to talk to somebody who is 1 mile away as somebody who is on the other side of the world, and that I can be anywhere in the world when I teach my courses online — which is inspiring these "delightful" thoughts — I naturally thought of a line from this sketch. One of my friends has subsequently reminded me of the quote "Time is an illusion. Lunchtime, doubly so.")
My mood is also captured by this video.
Saturday, March 14, 2020
Preparing to Teach Classes in Cyberspace
In preparation for online lecturing, I am practicing using Zoom with my cousin.
— Mason Porter (@masonporter) March 14, 2020
There appears to be a time lag. pic.twitter.com/GgRI95tku9
Friday, March 13, 2020
Behind-the-Scenes Pictures of Professors Suddenly Transitioning to Online Teaching
I am greatly looking forward to behind-the-scenes pix of profs improvising while abruptly transitioning to remote teaching. https://t.co/Lww5ZHzfY5
— Mika McKinnon (@mikamckinnon) March 13, 2020
Wednesday, November 20, 2019
Some of my Past Materials Related to Academic Job Applications and Related Things
In case it's of interest to those of you on the academic job market (or people with mentees on the market), I have posted some of my materials: (1) a research statement; (2) a teaching statement; and (3) two equity, diversity, and inclusion statements: https://t.co/HDMKUPNTvF
— Mason Porter (@masonporter) November 20, 2019
Sunday, November 03, 2019
7th Century: Service Obligations Interfering with Research and Teaching
Academics complaining that departmental service obligations interfere with their research and teaching. Assyria, mid 7th century BC: pic.twitter.com/SCkmgFk8by
— Christopher Jones (@cwjones89) November 2, 2019
(Tip of the cap to multiple people.)
Friday, June 28, 2019
"Multivariate Spatiotemporal Hawkes Processes and Network Reconstruction"
Title: Multivariate Spatiotemporal Hawkes Processes and Network Reconstruction
Authors: Baichuan Yuan, Hao Li, Andrea L. Bertozzi, P. Jeffrey Brantingham, and Mason A. Porter
Abstract: There is often latent network structure in spatial and temporal data, and the tools of network analysis can yield fascinating insights into such data. In this paper, we develop a nonparametric method for network reconstruction from spatiotemporal data sets using multivariate Hawkes processes. In contrast to prior work on network reconstruction with point-process models, which has often focused on exclusively temporal information, our approach uses both temporal and spatial information and does not assume a specific parametric form of network dynamics. This leads to an effective way of recovering an underlying network. We illustrate our approach using both synthetic networks and networks that we construct from real-world data sets (a location-based social-media network, a narrative of crime events, and violent gang crimes). Our results demonstrate that, in comparison to using only temporal data, our spatiotemporal approach yields improved network reconstruction, providing a basis for meaningful subsequent analysis—such as examinations of community structure and motifs—of the reconstructed networks.
Thursday, May 16, 2019
"Why Teachers Should Read John Urschel's Book"
— Ben Orlin (@benorlin) May 15, 2019
(Tip of the cap to Alex Kontorovich.
Wednesday, April 17, 2019
Finding Identical Packs of Skittles
In my new lower-division mathematical modeling course (Math 42; "Introduction to Data-Driven Mathematical Modeling: Life, The Universe, and Everything"), we started our unit on discrete stochastic modeling today, so this post makes me very happy! I have, of course, e-mailed my students about this.
(Tip of the cap to Jeremy Jay.)
Friday, March 01, 2019
Course Nomenclature in our Imminent Data Theory Major
The UCLA mathematics department has a course called "Math 142: Mathematical Modeling", and my new lower-division mathematical-modeling course for our new Data Theory major was thus given the label "Math 42".
— Mason Porter (@masonporter) March 1, 2019
Given such an opportunity, I needed an appropriate name for the course. pic.twitter.com/mUGK1th012
Tuesday, August 28, 2018
Advice to Students: "Think for Yourself."
"We are scholars and teachers at Princeton, Harvard, Yale, and other institutions who have some thoughts to share and advice to offer students across the country. Our advice can be distilled to three words:
Think for yourself."
The full statement, which I signed, is worth reading.
Tuesday, March 27, 2018
The Perils of Generating Functions (and Submitting a Note from a Parent with an Exam)
I had this posted on my door at Georgia Tech when I was a postdoc, and I found the note a year ago today when I was going through an old spiral notebook.
As a @Caltech undergraduate, I taught a probability course (Math 1d) and introduced freshmen to the glories of generating functions.
— Mason Porter (@masonporter) March 27, 2018
My exam instructions included a line like: "You may also use a note from your mother, though you won't need one."
One student took me up on it. pic.twitter.com/I2Ocif9ttA
Wednesday, December 13, 2017
In Phase Space, No One Can Hear You Scream.
My students have their ODE (ordinary differential equation) final tomorrow morning, and I’ve got the perfect shirt to wear for the occasion: "In phase space, no one can hear you scream." pic.twitter.com/79hoysL80A
— Mason Porter (@masonporter) December 14, 2017
Friday, September 29, 2017
The Importance of Specifying Units
Also: very well-played!
(Tip of the cap to Melvin Leok.)
Monday, May 01, 2017
Not The Twilight Zone, but The Brillouin Zone
There is a primitive cell in reciprocal space beyond that which is known to undergraduates. It is a fundamental unit into which that space is divided. It can tile lattices as vast as space and as timeless as infinity. It leads to a sequence of disjoint equal-volume regions at increasing distances from the origin, and it lies between the pit of physicists' fears and the summit of their knowledge. This is the region of imagination. It is an area which we call THE BRILLOUIN ZONE.
Update: Joshua Bodyfelt produced a really nice picture after seeing my quote above on Facebook. Here it is.
Saturday, April 15, 2017
"New Textbooks for the New Mathematics"
The article includes a reprint of a cartoon from The New Yorker that reminds me of this song. (The song is relevant to the whole article, actually.)
(Tip of the cap to Ben Rogers.)
Tuesday, April 11, 2017
Bringing Mathematics to the Traumatized and the Perplexed
Quoting Steve from this article: "So many of the things that we do in math education—and maybe more generally in education—are giving students answers to questions that they would never think of asking. By definition, that's what it is to be boring."
Conversely, this also speaks to why so many students find networks exciting from the start. They're already asking many of these questions! They just need the words and concepts to make the questions more precise to be able to answer them in a better way.
Friday, February 24, 2017
Excerpts of an Interview with Steve Strogatz about Math
There's some really good stuff in here!
