NDLI: On Efficient Distance-Based Similarity Search

Content Provider	IEEE Xplore Digital Library
Author	Jianquan Liu Hanxiong Chen Furuse, K. Kitagawa, H. Yu, J.X.
Copyright Year	2011
Abstract	In this paper, we address two sub-problems within the broad topic of similarity search, focusing on the enhancement of search efficiency based on their common clue ``distance''. One is the fundamental query type, k-nearest neighbor ($k$-NN) and range queries that are regarding distance comparison in terms of nearness. The other is a relatively special query type, reverse furthest neighbor (RFN) query, oppositely considering the distance in terms of farness. To the former, we propose an original index scheme, ``function index'', to index expensive distance functions for efficient query processing in multi-dimensional (even high-dimensional) space. Escaping from the traditional indexing ideas such as space or data partition, we are the first to novelly consider indexing the distance functions. Regarding the latter, it was lack of attention in the past decades although it is a valuable and applicable query type to solve real problems. Thus we concentrate on theoretical analysis and algorithm design to enhance the query efficiency. Extensive experimental evaluations on both synthetic and real datasets are conducted to confirm the efficiency of our approaches by comparing with the state-of-the-art methods.
Starting Page	1199
Ending Page	1202
File Size	212840
Page Count	4
File Format	PDF
ISBN	9781467300056
DOI	10.1109/ICDMW.2011.130
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2011-12-11
Publisher Place	Canada
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Measurement Algorithm design and analysis Upper bound Function Index Heuristic algorithms Range Query Vectors Similarity Search k-Nearest Neighbor Reverse Furthest Neighbor Indexing
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Furthest k neighbors queries in spatial databases

Efficient reverse far neighbors search

Efficient Reverse k-Nearest Neighbor Estimation (2007)

Efficient Reverse k-Nearest Neighbor Estimation (2007)

Efficient reverse k-nearest neighbor search in arbitrary metric spaces (2006).

Efficient reverse k-nearest neighbor search in arbitrary metric spaces (2006)

Generalizing the Optimality of Multi-Step k-Nearest Neighbor Query Processing (2007)

Efficient algorithms and cost models for reverse spatial-keyword k-nearest neighbor search (2014).

Large Scale Nearest Neighbors Search Based on Neighborhood Graph

On Efficient Distance-Based Similarity Search

Similar Documents

Furthest k neighbors queries in spatial databases

Efficient reverse far neighbors search

Efficient Reverse k-Nearest Neighbor Estimation (2007)

Efficient Reverse k-Nearest Neighbor Estimation (2007)

Efficient reverse k-nearest neighbor search in arbitrary metric spaces (2006).

Efficient reverse k-nearest neighbor search in arbitrary metric spaces (2006)

Generalizing the Optimality of Multi-Step k-Nearest Neighbor Query Processing (2007)

Efficient algorithms and cost models for reverse spatial-keyword k-nearest neighbor search (2014).

Large Scale Nearest Neighbors Search Based on Neighborhood Graph

On Efficient Distance-Based Similarity Search