Results 1 to 10 of about 5,071 (116)

A PID-Based kNN Query Processing Algorithm for Spatial Data [PDF]

open access: yesSensors, 2022
As a popular spatial operation, the k-Nearest Neighbors (kNN) query is widely used in various spatial application systems. How to efficiently process a kNN query on spatial big data has always been an important research topic in the field of spatial data
Baiyou Qiao
exaly   +4 more sources

Secure K-Nearest neighbor queries in two-tiered mobile wireless sensor networks

open access: yesDigital Communications and Networks, 2021
Tiered Mobile Wireless Sensor Network(TMWSN) is a new paradigm introduced by mobile edge computing. Now it has received wide attention because of its high scalability, robustness, deployment flexibility, and it has a wide range of application scenarios ...
Lihong Fan   +4 more
doaj   +1 more source

A KNN Dynamic Extended Query Strategy Based on GPU [PDF]

open access: yesJisuanji gongcheng, 2018
Traditional Graphics Processing Unit(GPU) executing PGrid index K-Nearest Neighbor(KNN) query method has problems such as large query granularity,redundant calculation,and unstable performance.Therefore,facing spatial KNN relation queries,a KNN query ...
TANG Jia,GONG Yili,LI Wenhai
doaj   +1 more source

A new locally adaptive K-nearest centroid neighbor classification based on the average distance

open access: yesConnection Science, 2022
The classification performance of a k-nearest neighbour (KNN) method is dependent on the choice of the k neighbours of a query. However, it is difficult to optimise the performance of KNN by choosing appropriate neighbours and an appropriate value of k ...
Benqiang Wang, Shunxiang Zhang
doaj   +1 more source

Parallelly Running k-Nearest Neighbor Classification Over Semantically Secure Encrypted Data in Outsourced Environments

open access: yesIEEE Access, 2020
Cloud services with powerful resources are popularly used to manage exponentially increasing data and to carry out data mining to analyze the data. However, a data mining involving query can cause privacy problems by disclosing both the data and the ...
Jeongsu Park, Dong Hoon Lee
doaj   +1 more source

A Novel Hybrid Approach for a Content-Based Image Retrieval Using Feature Fusion

open access: yesApplied Sciences, 2023
The multimedia content generated by devices and image processing techniques requires high computation costs to retrieve images similar to the user’s query from the database.
Shahbaz Sikandar   +2 more
doaj   +1 more source

Medical Health Big Data Classification Based on KNN Classification Algorithm

open access: yesIEEE Access, 2020
The rapid development of information technology has led to the development of medical informatization in the direction of intelligence. Medical health big data provides a basic data resource guarantee for medical service intelligence and smart healthcare.
Wenchao Xing, Yilin Bei
doaj   +1 more source

ParSCL: A Parallel and Distributed Framework to Process All Nearest Neighbor Queries on a Road Network

open access: yesIEEE Access, 2023
The proliferation of current and next-generation mobile and sensing devices has increased at an alarming rate. With these state-of-the-art devices, the global positioning system (GPS) has made remote sensing and location tracking more viable.
Aavash Bhandari   +4 more
doaj   +1 more source

A Distributed Hybrid Indexing for Continuous KNN Query Processing over Moving Objects

open access: yesISPRS International Journal of Geo-Information, 2022
The magnitude of highly dynamic spatial data is expanding rapidly due to the instantaneous evolution of mobile technology, resulting in challenges for continuous queries.
Imene Bareche, Ying Xia
doaj   +1 more source

k Nearest Neighbor Search for Location-Dependent Sensor Data in MANETs

open access: yesIEEE Access, 2015
K nearest neighbor (kNN) queries, which retrieve the k nearest sensor data items associated with a location (location-dependent sensor data) from the location of the query issuer, are useful for location-based services in mobile environments.
Yuka Komai   +3 more
doaj   +1 more source

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