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Journal of Parallel and Distributed Computing, ISSN 0743-7315, 07/2019, Volume 129, pp. 61 - 82
The nearest neighbor graph is an important structure in many data mining methods for clustering, advertising, recommender systems, and outlier detection.... 
Neighborhood graph construction | Cosine similarity | Nearest neighbors | Shared memory parallel | Bounded similarity graph | Similarity search | All-pairs | COMPUTER SCIENCE, THEORY & METHODS | Data mining
Journal Article
Expert Systems With Applications, ISSN 0957-4174, 05/2015, Volume 42, Issue 8, pp. 4022 - 4028
•We present a fast collaborative filtering algorithm which uses a k-NN graph.•We apply a fast k-NN graph construction algorithm known as greedy filtering.•We... 
k-Nearest neighbor graph | Collaborative filtering | Greedy filtering | Reversed CF | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Algorithms | User requirements | Filtration | Filtering | Preprocessing | Graphs | Expert systems | Acceptability
Journal Article
Information Processing Letters, ISSN 0020-0190, 10/2017, Volume 126, pp. 18 - 23
Neighborhood graph and its construction play an important role in numerous problems. Many methods have been proposed to improve the classic k-NN construction... 
Greedy algorithm | k-NN | Algorithms | k-regular nearest neighbor | Neighborhood graph | COMPUTER SCIENCE, INFORMATION SYSTEMS | Computer science | Electrical engineering
Journal Article
Pattern Recognition, ISSN 0031-3203, 02/2018, Volume 74, pp. 1 - 14
•A novel data model termed hybrid k-nearest-neighbor graph is proposed to represent the data sets.•A clustering method is developed based on the hybrid... 
Graph clustering | Nonlinear data set | Hybrid k-nearest-neighbor graph | Video clustering | Internal validity index | HIGH-DIMENSIONAL DATA | RECOGNITION | ALGORITHM | NONCONVEX PATTERNS | CUTS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 08/2014, Volume 36, Issue 8, pp. 1546 - 1558
Journal Article
Information Systems, ISSN 0306-4379, 09/2014, Volume 45, pp. 61 - 68
We propose a novel approach to solving the approximate k-nearest neighbor search problem in metric spaces. The search structure is based on a navigable small... 
Approximate nearest neighbor | Navigable small world | Distributed data structure | k-Nearest neighbor | Similarity search | METRIC-SPACES | BINARY SEARCH TREES | COMPUTER SCIENCE, INFORMATION SYSTEMS | Analysis | Algorithms
Journal Article
Pattern Recognition, ISSN 0031-3203, 2012, Volume 45, Issue 4, pp. 1569 - 1577
Manifold-ranking is a powerful method in semi-supervised learning, and its performance heavily depends on the quality of the constructed graph. In this paper,... 
Relevance feedback | k-Regular nearest neighbor graph | 3D model retrieval | Image retrieval | Manifold-ranking | Data clustering | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Computer science | Analysis | Algorithms | Learning | Retrieval | Construction | Images | Graphs | Pattern recognition | Three dimensional models
Journal Article
Pattern Recognition Letters, ISSN 0167-8655, 2018
The k-nearest neighbors classifier has been widely used to classify graphs in pattern recognition. An unknown graph is classified by comparing it to all the... 
K-Nearest Neighbors | Graph classification | Optimization | Branch-and-Bound | Graph Edit Distance | Computer Vision and Pattern Recognition | Image Processing | Computer Science
Journal Article
Journal of Information Science, ISSN 0165-5515, 4/2016, Volume 42, Issue 2, pp. 274 - 288
Journal Article
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, ISSN 0162-8828, 08/2014, Volume 36, Issue 8, pp. 1546 - 1558
Journal Article
Information Sciences, ISSN 0020-0255, 11/2016, Volume 367-368, pp. 673 - 688
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 11/2014, Volume 36, Issue 11, pp. 2227 - 2240
Journal Article
IEICE Transactions on Information and Systems, ISSN 0916-8532, 2019, Volume E102.D, Issue 3, pp. 579 - 587
As the data size of Web-related multi-label classification problems continues to increase, the label space has also grown extremely large. For example, the... 
extreme multi-label classification | tree-based classifier | k-nearest neighbor graph | COMPUTER SCIENCE, SOFTWARE ENGINEERING | COMPUTER SCIENCE, INFORMATION SYSTEMS | Learning | Separators | Partitioning | Websites | Optimization
Journal Article
IEEE Transactions on Visualization and Computer Graphics, ISSN 1077-2626, 2010, Volume 16, Issue 4, pp. 599 - 608
Journal Article
International Journal of Remote Sensing, ISSN 0143-1161, 06/2019, Volume 40, Issue 11, pp. 4361 - 4383
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 12/2018, Volume 42, Issue 4, pp. 1 - 1
We present a new approach for the approximate K-nearest neighbor search based on navigable small world graphs with controllable hierarchy (Hierarchical NSW,... 
Search process | Nearest neighbor search | Artificial Intelligence | Data Structures | Information Storage and Retrieval | Approximate search | Big data | Graph and tree search strategies | Information Search and Retrieval | Information Technology and Systems | Graphs and networks | Similarity search
Journal Article
Pattern Recognition, ISSN 0031-3203, 10/2017, Volume 70, pp. 75 - 88
•Graph Laplacian regularization is considered for improvement.•Non-negativity constraints are adopted for enriching sparse codes.•An iterative algorithm is... 
Laplacian regularization | Approximate nearest neighbor searching | Incoherent dictionary learning | Image retrieval | Nonnegative sparse coding | ALGORITHM | CLASSIFICATION | QUANTIZATION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | PROJECTION TREES | ENGINEERING, ELECTRICAL & ELECTRONIC | Usage | Algorithms | Machine learning
Journal Article
Discrete Mathematics, ISSN 0012-365X, 09/2019, Volume 342, Issue 9, pp. 2664 - 2679
We give upper bounds for the edge integrity and the vertex integrity of k-type nearest neighbor graphs in Rd. For n the order of a graph, examples are... 
Edge integrity | Nearest neighbor graph | Separator | Integrity | MATHEMATICS | PLANAR
Journal Article
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