Taking two Birds with one k-NN Cache - Archive ouverte HAL Access content directly
Conference Papers Year :

Taking two Birds with one k-NN Cache

(1) , (2)
1
2

Abstract

k-Nearest Neighbors aims at efficiently finding items close to a query in a large collection of objects, and it is used in different applications, from image retrieval to recommendation. These applications achieve high throughput combining two different elements: 1) approximate nearest neighbours searches that reduce the complexity at the cost of providing inexact answers and 2) caches that store the most popular items. In this paper we propose to combine the approximate index for the whole catalog with a more precise index for the items stored in the cache. Our experiments on realistic traces show that this approach is doubly advantageous as it 1) improves the quality of the final answer provided to a query, 2) additionally reduces the service latency.
Fichier principal
Vignette du fichier
Carra_Globecom_21.pdf (338.64 Ko) Télécharger le fichier
Origin : Files produced by the author(s)

Dates and versions

hal-03498796 , version 1 (21-12-2021)

Identifiers

  • HAL Id : hal-03498796 , version 1

Cite

Damiano Carra, Giovanni Neglia. Taking two Birds with one k-NN Cache. GLOBECOM 2021 - IEEE Global Communications Conference, Dec 2021, Madrid, Spain. ⟨hal-03498796⟩
24 View
81 Download

Share

Gmail Facebook Twitter LinkedIn More