A survey on big IoT data indexing: Potential solutions, recent advancements, and open issues

Z Kouahla, AE Benrazek, MA Ferrag, B Farou, H Seridi… - Future Internet, 2021 - mdpi.com
The past decade has been characterized by the growing volumes of data due to the
widespread use of the Internet of Things (IoT) applications, which introduced many …

MESSIF: Metric similarity search implementation framework

M Batko, D Novak, P Zezula - International DELOS Conference, 2007 - Springer
The similarity search has become a fundamental computational task in many applications.
One of the mathematical models of the similarity–the metric space–has drawn attention of …

Building a web-scale image similarity search system

M Batko, F Falchi, C Lucchese, D Novak… - Multimedia Tools and …, 2010 - Springer
As the number of digital images is growing fast and Content-based Image Retrieval (CBIR)
is gaining in popularity, CBIR systems should leap towards Web-scale datasets. In this …

M-Chord: a scalable distributed similarity search structure

D Novak, P Zezula - Proceedings of the 1st international conference on …, 2006 - dl.acm.org
The need for a retrieval based not on the attribute values but on the very data content has
recently led to rise of the metric-based similarity search. The computational complexity of …

An efficient indexing for Internet of Things massive data based on cloud‐fog computing

AE Benrazek, Z Kouahla, B Farou… - Transactions on …, 2020 - Wiley Online Library
In recent years, the number of sensor and actuator nodes in the Internet of Things (IoT)
networks has increased, generating a large amount of data. Most research techniques are …

A content–addressable network for similarity search in metric spaces

F Falchi, C Gennaro, P Zezula - … , Information Systems, and Peer-to-Peer …, 2005 - Springer
In this paper we present a scalable and distributed access structure for similarity search in
metric spaces. The approach is based on the Content–addressable Network (CAN) …

Distributed similarity queries in metric spaces

K Yang, X Ding, Y Zhang, L Chen, B Zheng… - Data Science and …, 2019 - Springer
Similarity queries, including range queries and k nearest neighbor (k NN) queries, in metric
spaces have applications in many areas such as multimedia retrieval, computational biology …

Contextual queries

M Srikanth, P Vaddadi, T Najm - US Patent 8,983,989, 2015 - Google Patents
US8983989B2 - Contextual queries - Google Patents US8983989B2 - Contextual queries -
Google Patents Contextual queries Download PDF Info Publication number US8983989B2 …

Large-scale similarity data management with distributed metric index

D Novak, M Batko, P Zezula - Information processing & management, 2012 - Elsevier
Metric space is a universal and versatile model of similarity that can be applied in various
areas of non-text information retrieval. However, a general, efficient and scalable solution for …

XM-tree: data driven computational model by using metric extended nodes with non-overlap** in high-dimensional metric spaces

Z Kouahla, A Anjum, S Akram, T Saba… - Computational and …, 2019 - Springer
Finding similar objects based on a query and a distance, remains a fundamental problem for
many applications. The general problem of many similarity measures is to focus the search …