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 …

Efficient method for continuous iot data stream indexing in the fog-cloud computing level

K Khettabi, Z Kouahla, B Farou, H Seridi… - Big Data and Cognitive …, 2023 - mdpi.com
Internet of Things (IoT) systems include many smart devices that continuously generate
massive spatio-temporal data, which can be difficult to process. These continuous data …

Clustering and parallel indexing of big IoT data in the fog‐cloud computing level

K Khettabi, Z Kouahla, B Farou… - Transactions on …, 2022 - Wiley Online Library
In recent years, the large amount of heterogeneous data generated by the Internet of Things
(IoT) sensors and devices made recording and research tasks much more difficult, and most …

Cost-effective space partitioning approach for IoT data indexing and retrieval

I Kemouguette, Z Kouahla, AE Benrazek… - … on Networking and …, 2021 - ieeexplore.ieee.org
IoT technology implies a huge group of connected devices to capture a tremendous quantity
of information. Computing and storing this huge amount of data requires scalable and …

Vd-tree: how to build an efficient and fit metric access method using voronoi diagrams

A Moriyama, LS Rodrigues, LC Scabora… - Proceedings of the 36th …, 2021 - dl.acm.org
Efficient similarity search is a core issue for retrieval operations on large amounts of complex
data, often relying on Metric Access Methods (MAMs) to speed up the Range and k-NN …

Internet of Things: Analysis of suspicious behaviour in a surveillance camera network

AE Benrazek - 2021 - dspace.univ-guelma.dz
The work presented in this Ph. D. thesis focuses on develo** a large-scale distributed
video surveillance system for tracking suspicious moving objects and analysing their …

Efficient -NN Search in IoT Data: Overlap Optimization in Tree-Based Indexing Structures

AE Benrazek, Z Kouahla, B Farou, H Seridi… - arxiv preprint arxiv …, 2024 - arxiv.org
The proliferation of interconnected devices in the Internet of Things (IoT) has led to an
exponential increase in data, commonly known as Big IoT Data. Efficient retrieval of this …

Qccf-tree: A new efficient iot big data indexing method at the fog-cloud computing level

K Khettabi, Z Kouahla, B Farou… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Over the past decades, the volume of Internet of Things (IoT) data has exploded which raise
the problem of indexing, storing and retrieving efficiently. Most studies are based on dividing …

A hybrid intelligent model for early validation of infectious diseases: An explorative study of machine learning approaches

SA Bahaj - Microscopy research and technique, 2023 - Wiley Online Library
Literature reports several infectious diseases news validation approaches, but none is
economically effective for collecting and classifying information on different infectious …

Distributed Similarity Queries Search in Metric Space in IoTSystems

K KHETTABI - 2023 - dspace.univ-guelma.dz
In recent years, the large amount of continuous and heterogeneous datagenerated by the
Internet of Things (IoT) sensors and devices madetheir record and the query search tasks …