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20122026
most citedOnline nonnegative CP-dictionary learning for Markovian data

14 citations · 92 across the 50 of their papers we have counts for

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Showing 2019Show all

5 papers · 1 filter

cs.CL2019

Topic-aware chatbot using Recurrent Neural Networks and Nonnegative Matrix Factorization

Yuchen Guo, Nicholas Hanoian, Zhexiao Lin +8

We propose a novel model for a topic-aware chatbot by combining the traditional Recurrent Neural Network (RNN) encoder-decoder model with a topic attention layer based on Nonnegati…

math.PR2019★ 1 cited

Scaling limit of soliton lengths in a multicolor box-ball system

Joel Lewis, Hanbaek Lyu, Pavlo Pylyavskyy +1

The box-ball systems are integrable cellular automata whose long-time behavior is characterized by soliton solutions, with rich connections to other integrable systems such as the…

cs.LG2019★ 11 cited

Online matrix factorization for Markovian data and applications to Network Dictionary Learning

Hanbaek Lyu, Deanna Needell, Laura Balzano

Online Matrix Factorization (OMF) is a fundamental tool for dictionary learning problems, giving an approximate representation of complex data sets in terms of a reduced number of…

math.PR2019★ 8 cited

Sampling random graph homomorphisms and applications to network data analysis

Hanbaek Lyu, Facundo Memoli, David Sivakoff

A graph homomorphism is a map between two graphs that preserves adjacency relations. We consider the problem of sampling a random graph homomorphism from a graph into a large netwo…

math.PR2019★ 4 cited

Phase transition in random contingency tables with non-uniform margins

Sam Dittmer, Hanbaek Lyu, Igor Pak

For parameters and , let be the random uniform contingency table whose first rows and columns have margin a…