What Is the Nearest Neighbor in High Dimensional Spaces?

The IGrid index: reversing the dimensionality curse for similarity indexing in high dimensional space

Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining

Outlier detection for high dimensional data

SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data

On the effects of dimensionality reduction on high dimensional similarity search

PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems

Effective nearest neighbor indexing with the euclidean metric

Proceedings of the tenth international conference on Information and knowledge management

Towards effective and interpretable data mining by visual interaction

ACM SIGKDD Explorations Newsletter

Efficient k-NN search on vertically decomposed data

Proceedings of the 2002 ACM SIGMOD international conference on Management of data

A Monte Carlo algorithm for fast projective clustering

Proceedings of the 2002 ACM SIGMOD international conference on Management of data

On the 'Dimensionality Curse' and the 'Self-Similarity Blessing'

IEEE Transactions on Knowledge and Data Engineering

DynDex: a dynamic and non-metric space indexer

Proceedings of the tenth ACM international conference on Multimedia

On the Surprising Behavior of Distance Metrics in High Dimensional Spaces

ICDT '01 Proceedings of the 8th International Conference on Database Theory

Fast Evaluation Techniques for Complex Similarity Queries

Proceedings of the 27th International Conference on Very Large Data Bases

Fast k-NN Image Search with Self-Organizing Maps

CIVR '02 Proceedings of the International Conference on Image and Video Retrieval

A comparative study for domain ontology guided feature extraction

ACSC '03 Proceedings of the 26th Australasian computer science conference - Volume 16

Spatial Index on Air

PERCOM '03 Proceedings of the First IEEE International Conference on Pervasive Computing and Communications

Bitmap indexing method for complex similarity queries with relevance feedback

MMDB '03 Proceedings of the 1st ACM international workshop on Multimedia databases

Towards systematic design of distance functions for data mining applications

Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining

A Human-Computer Interactive Method for Projected Clustering

IEEE Transactions on Knowledge and Data Engineering

Outlier analysis for gene expression data

Journal of Computer Science and Technology - Special issue on bioinformatics

Locality-sensitive hashing scheme based on p-stable distributions

SCG '04 Proceedings of the twentieth annual symposium on Computational geometry

Spatial queries in wireless broadcast systems

Wireless Networks - Special issue: Pervasive computing and communications

Iterative Projected Clustering by Subspace Mining

IEEE Transactions on Knowledge and Data Engineering

The Active Vertice method: a performant filtering approach to high-dimensional indexing

Data & Knowledge Engineering

Towards Exploring Interactive Relationship between Clusters and Outliers in Multi-Dimensional Data Analysis

ICDE '05 Proceedings of the 21st International Conference on Data Engineering

k-means projective clustering

PODS '04 Proceedings of the twenty-third ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems

An effective and efficient algorithm for high-dimensional outlier detection

The VLDB Journal — The International Journal on Very Large Data Bases

PerfExplorer: A Performance Data Mining Framework For Large-Scale Parallel Computing

SC '05 Proceedings of the 2005 ACM/IEEE conference on Supercomputing

Range Nearest-Neighbor Query

IEEE Transactions on Knowledge and Data Engineering

Generalized Dimension-Reduction Framework for Recent-Biased Time Series Analysis

IEEE Transactions on Knowledge and Data Engineering

Learning semantics-preserving distance metrics for clustering graphical data

MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data

On the use of Human-Computer Interaction for Projected Nearest Neighbor Search

Data Mining and Knowledge Discovery

Grid-partition index: a hybrid method for nearest-neighbor queries in wireless location-based services

The VLDB Journal — The International Journal on Very Large Data Bases

Similarity search: a matching based approach

VLDB '06 Proceedings of the 32nd international conference on Very large data bases

Query-sensitive embeddings

ACM Transactions on Database Systems (TODS)

AutoDomainMine: a graphical data mining system for process optimization

Proceedings of the 2007 ACM SIGMOD international conference on Management of data

Reverse Nearest Neighbors Search in Ad Hoc Subspaces

IEEE Transactions on Knowledge and Data Engineering

The Concentration of Fractional Distances

IEEE Transactions on Knowledge and Data Engineering

LearnMet: learning domain-specific distance metrics for plots of scientific functions

Multimedia Tools and Applications

Comparison of image similarity queries in P2P systems

Computer Communications

Comparing mathematical and heuristic approaches for scientific data analysis

Artificial Intelligence for Engineering Design, Analysis and Manufacturing

Towards automatic feature vector optimization for multimedia applications

Proceedings of the 2008 ACM symposium on Applied computing

Angle-based outlier detection in high-dimensional data

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

ULISSE, a network intrusion detection system

Proceedings of the 4th annual workshop on Cyber security and information intelligence research: developing strategies to meet the cyber security and information intelligence challenges ahead

A General Framework for Increasing the Robustness of PCA-Based Correlation Clustering Algorithms

SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management

Component Selection to Optimize Distance Function Learning in Complex Scientific Data Sets

DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications

Detecting clusters in moderate-to-high dimensional data: subspace clustering, pattern-based clustering, and correlation clustering

Proceedings of the VLDB Endowment

Incremental clustering of dynamic data streams using connectivity based representative points

Data & Knowledge Engineering

Improving the space cost of k-NN search in metric spaces by using distance estimators

Multimedia Tools and Applications

Clustering high-dimensional data: A survey on subspace clustering, pattern-based clustering, and correlation clustering

ACM Transactions on Knowledge Discovery from Data (TKDD)

Approximate similarity search: A multi-faceted problem

Journal of Discrete Algorithms

Outlier Detection in Axis-Parallel Subspaces of High Dimensional Data

PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Towards solving similarity search problems using fuzzy concept for multi-dimensional data

Proceedings of the 47th Annual Southeast Regional Conference

Indexing the Function: An Efficient Algorithm for Multi-dimensional Search with Expensive Distance Functions

ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications

Universal Estimation of Information Measures for Analog Sources

Foundations and Trends in Communications and Information Theory

How does high dimensionality affect collaborative filtering?

Proceedings of the third ACM conference on Recommender systems

Subspace and projected clustering: experimental evaluation and analysis

Knowledge and Information Systems

Divergence estimation for multidimensional densities via k-nearest-neighbor distances

IEEE Transactions on Information Theory

Algorithms for memory hierarchies: advanced lectures

Algorithms for memory hierarchies: advanced lectures

Combining SVM classifiers for email anti-spam filtering

IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks

Boosting support vector machines using multiple dissimilarities

KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I

Scalable indexing for perceptual data

MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining

On the combination of dissimilarities for gene expression data analysis

ICANN'07 Proceedings of the 17th international conference on Artificial neural networks

Ensemble of dissimilarity based classifiers for cancerous samples classification

PRIB'07 Proceedings of the 2nd IAPR international conference on Pattern recognition in bioinformatics

Approximate and probabilistic methods

SIGSPATIAL Special

Can shared-neighbor distances defeat the curse of dimensionality?

SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management

Subspace similarity search: efficient k-NN queries in arbitrary subspaces

SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management

On the impact of the metrics choice in SOM learning: some empirical results from financial data

KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part III

Towards improving a similarity search approach

Proceedings of the 48th Annual Southeast Regional Conference

Document clustering using synthetic cluster prototypes

Data & Knowledge Engineering

Hubs in Space: Popular Nearest Neighbors in High-Dimensional Data

The Journal of Machine Learning Research

Class-dependent projection based method for text categorization

Pattern Recognition Letters

Techniques for precision-based visual analysis of projected data

Information Visualization - Special issue on selected papers from visualization and data analysis 2010

Enhancing grid-density based clustering for high dimensional data

Journal of Systems and Software

Quality of similarity rankings in time series

SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases

A modified apriori algorithm for analysing high-dimensional gene data

IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning

K-Landmarks: distributed dimensionality reduction for clustering quality maintenance

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases

Adapting k-means algorithm for discovering clusters in subspaces

APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development

Data mining from a patient safety database: the lessons learned

Data Mining and Knowledge Discovery

Tracing Evolving Subspace Clusters in Temporal Climate Data

Data Mining and Knowledge Discovery

Visual interactive evolutionary algorithm for high dimensional outlier detection and data clustering problems

International Journal of Bio-Inspired Computation

Nearest neighbor search on vertically partitioned high-dimensional data

DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery

Distributed knowledge discovery with non linear dimensionality reduction

PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II

The curse of dimensionality in data mining and time series prediction

IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems

High-dimensional similarity search using data-sensitive space partitioning

DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications

Mining images of material nanostructure data

ICDCIT'06 Proceedings of the Third international conference on Distributed Computing and Internet Technology

Ranking invariance based on similarity measures in document retrieval

AMR'05 Proceedings of the Third international conference on Adaptive Multimedia Retrieval: user, context, and feedback

A simple feature extraction for high dimensional image representations

SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection

Subspace clustering

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

Clustering high dimensional data

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

An approach to reshaping clusters for nearest neighbor search

IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning

A survey on unsupervised outlier detection in high-dimensional numerical data

Statistical Analysis and Data Mining

An evolutionary approach for high dimensional attribute selection

International Journal of Intelligent Information and Database Systems

Automated feature weighting in naive bayes for high-dimensional data classification

Proceedings of the 21st ACM international conference on Information and knowledge management

A survey on enhanced subspace clustering

Data Mining and Knowledge Discovery

On the equivalence of PLSI and projected clustering

ACM SIGMOD Record

Projective clustering ensembles

Data Mining and Knowledge Discovery

Multimedia search and retrieval using multimodal annotation propagation and indexing techniques

Image Communication

Understanding Similarity Metrics in Neighbour-based Recommender Systems

Proceedings of the 2013 Conference on the Theory of Information Retrieval

Robust estimation of location and scatter by pruning the minimum spanning tree

Journal of Multivariate Analysis

Approximate high-dimensional nearest neighbor queries using R-forests

Proceedings of the 17th International Database Engineering & Applications Symposium