activity
20142026
most citedBatch Active Learning Using Determinantal Point Processes

23 citations · 101 across the 39 of their papers we have counts for

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Showing 2020Show all

7 papers · 1 filter

cs.DS2020

Sampling Arborescences in Parallel

Nima Anari, Nathan Hu, Amin Saberi +1

We study the problem of sampling a uniformly random directed rooted spanning tree, also known as an arborescence, from a possibly weighted directed graph. Classically, this problem…

cs.DS2020

Instance Based Approximations to Profile Maximum Likelihood

Nima Anari, Moses Charikar, Kirankumar Shiragur +1

In this paper we provide a new efficient algorithm for approximately computing the profile maximum likelihood (PML) distribution, a prominent quantity in symmetric property estimat…

cs.DS2020

Isotropy and Log-Concave Polynomials: Accelerated Sampling and High-Precision Counting of Matroid Bases

Nima Anari, Michał Dereziński

We define a notion of isotropy for discrete set distributions. If is a distribution over subsets of a ground set , we say that is in isotropic position if $P[e \in…

cs.DS2020★ 5 cited

The Bethe and Sinkhorn Permanents of Low Rank Matrices and Implications for Profile Maximum Likelihood

Nima Anari, Moses Charikar, Kirankumar Shiragur +1

In this paper we consider the problem of computing the likelihood of the profile of a discrete distribution, i.e., the probability of observing the multiset of element frequencies,…

cs.DS2020

An Extension of Plücker Relations with Applications to Subdeterminant Maximization

Nima Anari, Thuy-Duong Vuong

Given a matrix and , we study the problem of finding the submatrix of with the maximum determinant in absolute value. This problem is motivated by the…

cs.DS2020

Log-Concave Polynomials IV: Approximate Exchange, Tight Mixing Times, and Near-Optimal Sampling of Forests

Nima Anari, Kuikui Liu, Shayan Oveis Gharan +2

We prove tight mixing time bounds for natural random walks on bases of matroids, determinantal distributions, and more generally distributions associated with log-concave polynomia…