Search Results for author: Ilqar Ramazanli

Found 7 papers, 0 papers with code

On Influence Functions, Classification Influence, Relative Influence, Memorization and Generalization

no code implementations25 May 2023 Michael Kounavis, Ousmane Dia, Ilqar Ramazanli

We conclude that influence functions can be made practical, even for large scale machine learning systems, and that influence values can be taken into account by algorithms that selectively remove training points, as part of the learning process.

Memorization Recommendation Systems

Matrix Completion with Heterogonous Cost

no code implementations23 Mar 2022 Ilqar Ramazanli

The second one is any two entry has different observation cost, despite being the same or different columns.

Matrix Completion

Adaptive Noisy Matrix Completion

no code implementations16 Mar 2022 Ilqar Ramazanli

In this paper we focus on adaptive matrix completion with bounded type of noise.

Low-Rank Matrix Completion

Lifelong Matrix Completion with Sparsity-Number

no code implementations15 Mar 2022 Ilqar Ramazanli

In this paper, we are using the idea of sparsity-number and propose and single-phase column space recovery algorithm which can be extended to two-phase exact matrix completion algorithm.

Matrix Completion

Performance of Distribution Regression with Doubling Measure under the seek of Closest Point

no code implementations1 Mar 2022 Ilqar Ramazanli

We study the distribution regression problem assuming the distribution of distributions has a doubling measure larger than one.

regression

Optimal Exact Matrix Completion Under new Parametrization

no code implementations6 Feb 2020 Ilqar Ramazanli, Barnabas Poczos

We study the problem of exact completion for $m \times n$ sized matrix of rank $r$ with the adaptive sampling method.

Matrix Completion Relation

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