Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces

Time series similarity measures (tutorial PM-2)

Tutorial notes 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

Locally adaptive dimensionality reduction for indexing large time series databases

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

Ensemble-index: a new approach to indexing large databases

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

Towards effective and interpretable data mining by visual interaction

ACM SIGKDD Explorations Newsletter

A Monte Carlo algorithm for fast projective clustering

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

Hierarchical subspace sampling: a unified framework for high dimensional data reduction, selectivity estimation and nearest neighbor search

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

Locally adaptive dimensionality reduction for indexing large time series databases

ACM Transactions on Database Systems (TODS)

F4: large-scale automated forecasting using fractals

Proceedings of the eleventh international conference on Information and knowledge management

An iterative strategy for pattern discovery in high-dimensional data sets

Proceedings of the eleventh international conference on Information and knowledge management

Finding Localized Associations in Market Basket Data

IEEE Transactions on Knowledge and Data Engineering

Redefining Clustering for High-Dimensional Applications

IEEE Transactions on Knowledge and Data Engineering

Indexing the Distance: An Efficient Method to KNN Processing

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

Approximation Algorithms for k-Line Center

ESA '02 Proceedings of the 10th Annual European Symposium on Algorithms

MKL-Tree: A Hierarchical Data Structure for Indexing Multidimensional Data

DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications

Making every bit count: fast nonlinear axis scaling

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

CSVD: Clustering and Singular Value Decomposition for Approximate Similarity Search in High-Dimensional Spaces

IEEE Transactions on Knowledge and Data Engineering

Contorting high dimensional data for efficient main memory KNN processing

Proceedings of the 2003 ACM SIGMOD international conference on Management of data

Clustering gene expression data in SQL using locally adaptive metrics

DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery

Cooperative learning and virtual reality-based visualization for data mining

Data mining

Bitmap indexing method for complex similarity queries with relevance feedback

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

A Human-Computer Interactive Method for Projected Clustering

IEEE Transactions on Knowledge and Data Engineering

Clustering stream data by regression analysis

ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32

LDC: Enabling Search By Partial Distance In A Hyper-Dimensional Space

ICDE '04 Proceedings of the 20th International Conference on Data Engineering

Computing Clusters of Correlation Connected objects

SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data

Indexing spatio-temporal trajectories with Chebyshev polynomials

SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data

Diagonal Ordering: a new approach to high-dimensional KNN processing

ADC '04 Proceedings of the 15th Australasian database conference - Volume 27

An Efficient Subspace Sampling Framework for High-Dimensional Data Reduction, Selectivity Estimation, and Nearest-Neighbor Search

IEEE Transactions on Knowledge and Data Engineering

Localized signature table: fast similarity search on transaction data

Proceedings of the thirteenth ACM international conference on Information and knowledge management

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

Data & Knowledge Engineering

CVA file: an index structure for high-dimensional datasets

Knowledge and Information Systems

Indexing High-Dimensional Data for Efficient In-Memory Similarity Search

IEEE Transactions on Knowledge and Data Engineering

Elastic Translation Invariant Matching of Trajectories

Machine Learning

Current driven dimensionality reduction at block level in the design of an efficient classifier for spatial multi spectral images

Pattern Recognition Letters

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

Trajectory Indexing Using Movement Constraints

Geoinformatica

Array-index: a plug&search K nearest neighbors method for high-dimensional data

Data & Knowledge Engineering

Query-sensitive embeddings

Proceedings of the 2005 ACM SIGMOD international conference on Management of data

Towards effective indexing for very large video sequence database

Proceedings of the 2005 ACM SIGMOD international conference on Management of data

iDistance: An adaptive B+-tree based indexing method for nearest neighbor search

ACM Transactions on Database Systems (TODS)

DDR: an index method for large time-series datasets

Information Systems

Exact k-NN queries on clustered SVD datasets

Information Processing Letters

Exploring bit-difference for approximate KNN search in high-dimensional databases

ADC '05 Proceedings of the 16th Australasian database conference - Volume 39

Categorization and Keyword Identification of Unlabeled Documents

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

BORDER: Efficient Computation of Boundary Points

IEEE Transactions on Knowledge and Data Engineering

Toward Efficient Multifeature Query Processing

IEEE Transactions on Knowledge and Data Engineering

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

Data Mining and Knowledge Discovery

Persistent clustered main memory index for accelerating k-NN queries on high dimensional datasets

Proceedings of the 2nd international workshop on Computer vision meets databases

Exploring composite acoustic features for efficient music similarity query

MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia

Efficient index-based KNN join processing for high-dimensional data

Information and Software Technology

An adaptive and dynamic dimensionality reduction method for high-dimensional indexing

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

Locally adaptive metrics for clustering high dimensional data

Data Mining and Knowledge Discovery

Query-sensitive embeddings

ACM Transactions on Database Systems (TODS)

The Concentration of Fractional Distances

IEEE Transactions on Knowledge and Data Engineering

An Entropy Weighting k-Means Algorithm for Subspace Clustering of High-Dimensional Sparse Data

IEEE Transactions on Knowledge and Data Engineering

Efficient high-dimensional indexing by sorting principal component

Pattern Recognition Letters

Gorder: an efficient method for KNN join processing

VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30

BoostMap: An Embedding Method for Efficient Nearest Neighbor Retrieval

IEEE Transactions on Pattern Analysis and Machine Intelligence

Mining partial periodic correlations in time series

Knowledge and Information Systems

SCHISM: a new approach to interesting subspace mining

International Journal of Business Intelligence and Data Mining

Persistent clustered main memory index for accelerating k-NN queries on high dimensional datasets

Multimedia Tools and Applications

Approximate embedding-based subsequence matching of time series

Proceedings of the 2008 ACM SIGMOD international conference on Management of data

Optimal subspace dimensionality for k-nearest-neighbor queries on clustered and dimensionality reduced datasets with SVD

Multimedia Tools and Applications

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

Challenges and techniques for effective and efficient similarity search in large video databases

Proceedings of the VLDB Endowment

Locality condensation: a new dimensionality reduction method for image retrieval

MM '08 Proceedings of the 16th ACM international conference on Multimedia

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

ACM Transactions on Knowledge Discovery from Data (TKDD)

Bounded coordinate system indexing for real-time video clip search

ACM Transactions on Information Systems (TOIS)

SLICE: A Novel Method to Find Local Linear Correlations by Constructing Hyperplanes

APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management

Linking identical neighborly partitions for efficient high-dimensional similarity search in unstructured peer-to-peer systems

Distributed and Parallel Databases

Enhanced soft subspace clustering integrating within-cluster and between-cluster information

Pattern Recognition

Modified Gath--Geva clustering for fuzzy segmentation of multivariate time-series

Fuzzy Sets and Systems

Exact k-NN queries on clustered SVD datasets

Information Processing Letters

SKM-SNP: SNP markers detection method

Journal of Biomedical Informatics

Quantization techniques for similarity search in high-dimensional data spaces

BNCOD'03 Proceedings of the 20th British national conference on Databases

LINP: supporting similarity search in unstructured peer-to-peer networks

APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management

High-dimensional indexing: transformational approaches to high-dimensional range and similarity searches

High-dimensional indexing: transformational approaches to high-dimensional range and similarity searches

Speed up kernel discriminant analysis

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

Subspace clustering for indexing high dimensional data: a main memory index based on local reductions and individual multi-representations

Proceedings of the 14th International Conference on Extending Database Technology

Effective data co-reduction for multimedia similarity search

Proceedings of the 2011 ACM SIGMOD International Conference on Management of data

Efficient histogram-based similarity search in ultra-high dimensional space

DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications: Part II

A novel attribute weighting algorithm for clustering high-dimensional categorical data

Pattern Recognition

Embedding-based subsequence matching in time-series databases

ACM Transactions on Database Systems (TODS)

A feature group weighting method for subspace clustering of high-dimensional data

Pattern Recognition

Effective monitoring by efficient fingerprint matching using a forest of NAQ-trees

Journal of Intelligent Information Systems

EEW-SC: Enhanced Entropy-Weighting Subspace Clustering for high dimensional gene expression data clustering analysis

Applied Soft Computing

Set-Oriented dimension reduction: localizing principal component analysis via hidden markov models

CompLife'06 Proceedings of the Second international conference on Computational Life Sciences

An efficient clustering and indexing approach over large video sequences

PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing

Nearest neighbor search on vertically partitioned high-dimensional data

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

Kernel principal component analysis for content based image retrieval

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Boosting moving object indexing through velocity partitioning

Proceedings of the VLDB Endowment

Subspace clustering

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

A weighting k-modes algorithm for subspace clustering of categorical data

Neurocomputing