• Title/Summary/Keyword: Nearest-neighbor search queries

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The Method to Process Nearest Neighbor Queries Using an Optimal Search Distance (최적탐색거리를 이용한 최근접질의의 처리 방법)

  • Seon, Hwi-Joon;Hwang, Bu-Hyun;Ryu, Keun-Ho
    • The Transactions of the Korea Information Processing Society
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    • v.4 no.9
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    • pp.2173-2184
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    • 1997
  • Among spatial queries handled in spatial database systems, nearest neighbor queries to find the nearest spatial object from the given locaion occur frequently. The number of searched nodes in an index must be minimized in order to increase the performance of nearest neighbor queries. An Existing approach considered only the processing of an nearest neighbor query in a two-dimensional search space and could not optimize the number of searched nodes accurately. In this paper, we propose the optimal search distance and prove its properties. The proposed optimal search distance is the measurement of a new search distance for accurately selecting the nodes which will be searched in processing nearest neighbor queries. We present an algorithm for processing the nearest neighbor query by applying the optimal search distance to R-trees and prove that the result of query processing is correcter than the existing approach.

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The Processing Method for a Reverse Nearest Neighbor Queries in a Search Space with the Presence of Obstacles (장애물이 존재하는 검색공간에서 역최대근접질의 처리방법에 관한 연구)

  • Seon, Hwi Joon;Kim, Hong Ki
    • Convergence Security Journal
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    • v.17 no.2
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    • pp.81-88
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    • 2017
  • It is occurred frequently the reverse nearest neighbor queries to find objects where a query point can be the nearest neighbor object in recently applications like the encrypted spatial database. In a search space of the real world, however, there are many physical obstacles(e.g., rivers, lakes, highways, etc.). It is necessary the accurate measurement of distances considered the obstacles to increase the retrieval performance such as this circumstance. In this study, we present the algorithm and the measurement of distance to optimize the processing performance of reverse nearest neighbor queries in a search space with the presence of obstacles.

The Processing Method of Nearest Neighbor Queries Considering a Circular Location Property of Object (객체의 순환적 위치속성을 고려한 최대근접질의의 처리방법)

  • Seon, Hwi-Joon
    • Journal of Korea Spatial Information System Society
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    • v.11 no.4
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    • pp.85-88
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    • 2009
  • In multimedia database systems, the nearest neighbor Query occurs frequently and requires the processing cost higher than other spatial Queries do. It needs the measurement of search distance that the number of searched nodes and the computation time in an index can be minimized for optimizing the cost of processing the nearest neighbor query. The circular location property of objects is considered to accurately select the nodes which will be searched in the nearest neighbor query. In this paper, we propose the processing method of nearest neighbor queries be considered a circular location property of object where the search space consists of a circular domain and show its characteristics. The proposed method uses the circular minimum distance and the circular optimal distance, the search measurement for optimizing the processing cost of nearest neighbor queries.

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Locality-Sensitive Hashing Techniques for Nearest Neighbor Search

  • Lee, Keon Myung
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.12 no.4
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    • pp.300-307
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    • 2012
  • When the volume of data grows big, some simple tasks could become a significant concern. Nearest neighbor search is such a task which finds from a data set the k nearest data points to queries. Locality-sensitive hashing techniques have been developed for approximate but fast nearest neighbor search. This paper introduces the notion of locality-sensitive hashing and surveys the locality-sensitive hashing techniques. It categories them based on several criteria, presents their characteristics, and compares their performance.

The Performance Evaluation of Method to Process Nearest neighbor Queries Using an Optimal Search Distance (최적탐색거리를 이용한 최소근접질의 처리 방법의 성능 평가)

  • Seon, Hwi-Jun;Kim, Hong-Gi
    • The Transactions of the Korea Information Processing Society
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    • v.6 no.1
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    • pp.32-41
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    • 1999
  • In spatial database system, the nearest neighbor query occurs frequently and requires the processing cost higher than other spatial queries do. The number of nodes to be searched in the index can be minimized for optimizing the cost of processing the nearest neighbor query. The optimal search distance is pr9posed for the measurement of a search distance to accurately select the nodes which will be searched in the nearest neighbor query. In this paper, we prove properties of the optimal search distance in N-dimensional. We show through experiments that the performance of query processing of our method is superior to other method using maximum search distance.

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The Method to Process Nearest Neighbor Queries using Maximun Distance in Multimedia Database Systems (멀티미디어 데이터베이스 시스템에서 최대거리를 이용한 K-최대근접질의 처리 방법)

  • Seon, Hwi-Joon;Shin, Seong-Chul
    • Journal of the Korea Computer Industry Society
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    • v.5 no.9
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    • pp.1025-1030
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    • 2004
  • In multimedia database systems, the k nearest neighbor query occurs frerluently and requires the processing cost higher than other spatial queries do. The numberof searched nodes and the computation time in an index can be minimized for optimizing the cost of processing the k nearest neighbor query. In this paper, we propose the search distance which can reduce the computation time of the optimal search distance.

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A Hybrid Index of Voronoi and Grid Partition for NN Search

  • Seokjin Im
    • International journal of advanced smart convergence
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    • v.12 no.1
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    • pp.1-8
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    • 2023
  • Smart IoT over high speed network and high performance smart devices explodes the ubiquitous services and applications. Nearest Neighbor(NN) query is one of the important type of queries that have to be supported for ubiquitous information services. In order to process efficiently NN queries in the wireless broadcast environment, it is important that the clients determine quickly the search space and filter out NN from the candidates containing the search space. In this paper, we propose a hybrid index of Voronoi and grid partition to provide quick search space decision and rapid filtering out NN from the candidates. Grid partition plays the role of helping quick search space decision and Voronoi partition providing the rapid filtering. We show the effectiveness of the proposed index by comparing the existing indexing schemes in the access time and tuning time. The evaluation shows the proposed index scheme makes the two performance parameters improved than the existing schemes.

Ordered Reverse k Nearest Neighbor Search via On-demand Broadcast

  • Li, Li;Li, Guohui;Zhou, Quan;Li, Yanhong
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.8 no.11
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    • pp.3896-3915
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    • 2014
  • The Reverse k Nearest Neighbor (RkNN) query is valuable for finding objects influenced by a specific object and is widely used in both scientific and commercial systems. However, the influence level of each object is unknown, information that is critical for some applications (e.g. target marketing). In this paper, we propose a new query type, Ordered Reverse k Nearest Neighbor (ORkNN), and make efforts to adapt it in an on-demand scenario. An Order-k Voronoi diagram based approach is used to answer ORkNN queries. In particular, for different values of k, we pre-construct only one Voronoi diagram. Algorithms on both the server and the clients are presented. We also present experimental results that suggest our proposed algorithms may have practical applications.

An Efficient Range Search and Nearest Neighbor Search Algorithm for Action Parts of Active Systems in Sparse Area (능동 시스템에서 위치관련 액션 수행을 위한 희소공간 공간객체의 효율적인 영역질의와 최근접질의)

  • Kim, Jung-Il;Hong, Dong-Kweon
    • The KIPS Transactions:PartD
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    • v.8D no.2
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    • pp.125-131
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    • 2001
  • Various kind of disasters happens in our society. Most of them require immediate treatment to save life or to protect valuable products. When an accident happens in a place, it is reported to the headquarter of emergency measures system. According to the nature of accident several treatments orders are transmitted to the related authorities. In this paper, we introduce an intelligent emergency measures system that uses trigger mechanism of active databases. The system responds to various events spontaneously without intervention of mankind by triggering proper rules. The most important part of an action in the system is the capability of searching places to apply adequate treatments quickly. We have developed a new method for range queries and nearest neighbor queries which utilize the z-ordering technique to get fast responses. Those new methods are further extended to handle more realistic actual distance of road among positions.

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