3 papers
physics.soc-ph2024
ACRONYM: Augmented degree corrected, Community Reticulated Organized Network Yielding Model
Benjamin Leinwand, Vince Lyzinski
Modeling networks can serve as a means of summarizing high-dimensional complex systems. Adapting an approach devised for dense, weighted networks, we propose a new method for gener…
cs.SI2023
Augmented Degree Correction for Bipartite Networks with Applications to Recommender Systems
Benjamin Leinwand, Vladas Pipiras
In recommender systems, users rate items, and are subsequently served other product recommendations based on these ratings. Even though users usually rate a tiny percentage of the…
stat.ML2021
Block Dense Weighted Networks with Augmented Degree Correction
Benjamin Leinwand, Vladas Pipiras
Dense networks with weighted connections often exhibit a community like structure, where although most nodes are connected to each other, different patterns of edge weights may eme…