Search Results for author: Dan Kushnir

Found 5 papers, 0 papers with code

Cluster Tree for Nearest Neighbor Search

no code implementations29 Sep 2021 Dan Kushnir, Sandeep Silwal

In addition, we show theoretically and empirically that ClusterTree finds partitions which are superior to those found by RP trees in preserving the cluster structure of the input dataset.

Impact-driven Exploration with Contrastive Unsupervised Representations

no code implementations1 Jan 2021 Min Jae Song, Dan Kushnir

That is, we train the embedding with respect to cosine similarity, where we define two observations to be similar if the agent can reach one observation from the other within a few steps, and define impact in terms of this similarity measure.

Contrastive Learning

Diffusion-based Deep Active Learning

no code implementations23 Mar 2020 Dan Kushnir, Luca Venturi

To alleviate the load of data annotation, active deep learning aims to select a minimal set of training points to be labelled which yields maximal model accuracy.

Active Learning

Linear Time Clustering for High Dimensional Mixtures of Gaussian Clouds

no code implementations19 Dec 2017 Dan Kushnir, Shirin Jalali, Iraj Saniee

Consequently, the expected overall running time of the algorithm is linear in $n$ and quasi-linear in $p$ at $o(\ln{p})O(np)$, and the sample complexity is independent of $p$.

Clustering Computational Efficiency +1

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