activity
20062021
most citedScalable Bayesian modeling, monitoring and analysis of dynamic network flow data

44 citations · 81 across the 6 of their papers we have counts for

collaborators

7 papers

stat.ML2021★ 1 cited

A Statistician Teaches Deep Learning

G. Jogesh Babu, David Banks, Hyunsoon Cho +3

Deep learning (DL) has gained much attention and become increasingly popular in modern data science. Computer scientists led the way in developing deep learning techniques, so the…

cs.GT2020

Adversarial Risk Analysis (Overview)

David Banks, Víctor Gallego, Roi Naveiro +1

Adversarial risk analysis (ARA) is a relatively new area of research that informs decision-making when facing intelligent opponents and uncertain outcomes. It enables an analyst to…

stat.ME2018★ 13 cited

Bayesian Dynamic Modeling and Monitoring of Network Flows

Xi Chen, David Banks, Mike West

In the context of a motivating study of dynamic network flow data on a large-scale e-commerce web site, we develop Bayesian models for on-line/sequential analysis for monitoring an…

cs.SI2016

Modeling community structure and topics in dynamic text networks

Teague Henry, David Banks, Christine Chai +1

The last decade has seen great progress in both dynamic network modeling and topic modeling. This paper draws upon both areas to create a Bayesian method that allows topic discover…

stat.ME2016★ 44 cited

Scalable Bayesian modeling, monitoring and analysis of dynamic network flow data

Xi Chen, Kaoru Irie, David Banks +3

Traffic flow count data in networks arise in many applications, such as automobile or aviation transportation, certain directed social network contexts, and Internet studies. Using…

stat.ML2015

Bayesian Analysis of Dynamic Linear Topic Models

Chris Glynn, Surya T. Tokdar, David L. Banks +1

In dynamic topic modeling, the proportional contribution of a topic to a document depends on the temporal dynamics of that topic's overall prevalence in the corpus. We extend the D…

math.ST2006★ 23 cited

Data Mining in Electronic Commerce

David L. Banks, Yasmin H. Said

Modern business is rushing toward e-commerce. If the transition is done properly, it enables better management, new services, lower transaction costs and better customer relations.…