Enhancing K-nearest neighbor algorithm: a comprehensive review and performance analysis of modifications

RK Halder, MN Uddin, MA Uddin, S Aryal, A Khraisat - Journal of Big Data, 2024 - Springer
Abstract The k-Nearest Neighbors (kNN) method, established in 1951, has since evolved
into a pivotal tool in data mining, recommendation systems, and Internet of Things (IoT) …

Survey on exact knn queries over high-dimensional data space

N Ukey, Z Yang, B Li, G Zhang, Y Hu, W Zhang - Sensors, 2023 - mdpi.com
k nearest neighbours (kNN) queries are fundamental in many applications, ranging from
data mining, recommendation system and Internet of Things, to Industry 4.0 framework …

Non-line-of-sight identification and mitigation using received signal strength

Z **ao, H Wen, A Markham, N Trigoni… - IEEE Transactions …, 2014 - ieeexplore.ieee.org
Indoor wireless systems often operate under non-line-of-sight (NLOS) conditions that can
cause ranging errors for location-based applications. As such, these applications could …

Location-dependent query processing: Where we are and where we are heading

S Ilarri, E Mena, A Illarramendi - ACM computing surveys (CSUR), 2010 - dl.acm.org
The continuous development of wireless networks and mobile devices has motivated an
intense research in mobile data services. Some of these services provide the user with …

Efficient evaluation of imprecise location-dependent queries

J Chen, R Cheng - … IEEE 23rd International Conference on Data …, 2006 - ieeexplore.ieee.org
In location-based services, it is common for a user to issue a query based on his/her current
position. One such example is" find the available cabs within two miles of my current …

Semantic management of moving objects: A vision towards smart mobility

S Ilarri, D Stojanovic, C Ray - Expert Systems with Applications, 2015 - Elsevier
This position paper presents our vision for the semantic management of moving objects. We
argue that exploiting semantic techniques in mobility data management can bring valuable …

Continuous spatial query processing: A survey of safe region based techniques

J Qi, R Zhang, CS Jensen… - ACM Computing …, 2018 - dl.acm.org
In the past decade, positioning system-enabled devices such as smartphones have become
most prevalent. This functionality brings the increasing popularity of location-based services …

Multicast routing in mobile ad hoc networks by using a multiagent system

SS Manvi, MS Kakkasageri - Information Sciences, 2008 - Elsevier
Multicast routing in mobile ad hoc networks (MANETs) poses several challenges due to
inherent characteristics of the network such as node mobility, reliability, scarce resources …

Using cooperative mobile agents to monitor distributed and dynamic environments

S Ilarri, E Mena, A Illarramendi - Information Sciences, 2008 - Elsevier
Monitoring the changes in data values obtained from the environment (eg, locations of
moving objects) is a primary concern in many fields, as for example in the pervasive …

SHERLOCK: Semantic management of location-based services in wireless environments

R Yus, E Mena, S Ilarri, A Illarramendi - Pervasive and Mobile Computing, 2014 - Elsevier
Abstract Location-Based Services (LBSs) are attracting great interest nowadays, mainly due
to the economic value they can provide. So, different applications are being developed for …