Spatial query processing in an object-oriented database system
SIGMOD '86 Proceedings of the 1986 ACM SIGMOD international conference on Management of data
Fractals for secondary key retrieval
PODS '89 Proceedings of the eighth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
New techniques for best-match retrieval
ACM Transactions on Information Systems (TOIS)
The R*-tree: an efficient and robust access method for points and rectangles
SIGMOD '90 Proceedings of the 1990 ACM SIGMOD international conference on Management of data
Linear clustering of objects with multiple attributes
SIGMOD '90 Proceedings of the 1990 ACM SIGMOD international conference on Management of data
A comparison of spatial query processing techniques for native and parameter spaces
SIGMOD '90 Proceedings of the 1990 ACM SIGMOD international conference on Management of data
The hB-tree: a multiattribute indexing method with good guaranteed performance
ACM Transactions on Database Systems (TODS)
A retrieval technique for similar shapes
SIGMOD '91 Proceedings of the 1991 ACM SIGMOD international conference on Management of data
Personalized information delivery: an analysis of information filtering methods
Communications of the ACM - Special issue on information filtering
Techniques for automatically correcting words in text
ACM Computing Surveys (CSUR)
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Efficient processing of spatial joins using R-trees
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Multi-step processing of spatial joins
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
FastMap: a fast algorithm for indexing, data-mining and visualization of traditional and multimedia datasets
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
The Grid File: An Adaptable, Symmetric Multikey File Structure
ACM Transactions on Database Systems (TODS)
An effective way to represent quadtrees
Communications of the ACM
The choice of reference points in best-match file searching
Communications of the ACM
Some approaches to best-match file searching
Communications of the ACM
Information Retrieval
Clustering Algorithms
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
Efficient Similarity Search In Sequence Databases
FODO '93 Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms
The R+-Tree: A Dynamic Index for Multi-Dimensional Objects
VLDB '87 Proceedings of the 13th International Conference on Very Large Data Bases
Efficient and Effective Clustering Methods for Spatial Data Mining
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Hilbert R-tree: An Improved R-tree using Fractals
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Proximity Matching Using Fixed-Queries Trees
CPM '94 Proceedings of the 5th Annual Symposium on Combinatorial Pattern Matching
Proceedings of the Sixth International Conference on Data Engineering
Multimedia support for databases
PODS '97 Proceedings of the sixteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
VideoTrails: representing and visualizing structure in video sequences
MULTIMEDIA '97 Proceedings of the fifth ACM international conference on Multimedia
Optimal multi-step k-nearest neighbor search
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
MALM: a framework for mining sequence database at multiple abstraction levels
Proceedings of the seventh international conference on Information and knowledge management
Multi-resolution indexing for shape images
Proceedings of the seventh international conference on Information and knowledge management
Enhanced nearest neighbour search on the R-tree
ACM SIGMOD Record
Video summarization by curve simplification
MULTIMEDIA '98 Proceedings of the sixth ACM international conference on Multimedia
Scalable algorithms for mining large databases
KDD '99 Tutorial notes of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Density-based indexing for approximate nearest-neighbor queries
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Evaluating a class of distance-mapping algorithms for data mining and clustering
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Efficiently approximating the minimum-volume bounding box of a point set in three dimensions
Proceedings of the tenth annual ACM-SIAM symposium on Discrete algorithms
Machine learning and data mining
Communications of the ACM
An adaptive view element framework for multi-dimensional data management
Proceedings of the eighth international conference on Information and knowledge management
Distance browsing in spatial databases
ACM Transactions on Database Systems (TODS)
Finding generalized projected clusters in high dimensional spaces
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Approximation algorithms for projective clustering
SODA '00 Proceedings of the eleventh annual ACM-SIAM symposium on Discrete algorithms
A modular approach for exploring the semantic structure of technical document collections
AVI '00 Proceedings of the working conference on Advanced visual interfaces
Time series similarity measures (tutorial PM-2)
Tutorial notes of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
High performance clustering based on the similarity join
Proceedings of the ninth international conference on Information and knowledge management
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Information retrieval on the web
ACM Computing Surveys (CSUR)
Distributed Processing of Similarity Queries
Distributed and Parallel Databases
A practical approach for computing the diameter of a point set
SCG '01 Proceedings of the seventeenth annual symposium on Computational geometry
VideoGraph: a new tool for video mining and classification
Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries
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
Extraction of feature subspaces for content-based retrieval using relevance feedback
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Fast ordering of large categorical datasets for better visualization
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
ACM Computing Surveys (CSUR)
ACM Computing Surveys (CSUR)
Genetic subtyping using cluster analysis
ACM SIGKDD Explorations Newsletter
Topological mapping: a dimensionality reduction method for efficient video search
Proceedings of the 2002 ACM symposium on Applied computing
The convex polyhedra technique: an index structure for high-dimensional space
ADC '02 Proceedings of the 13th Australasian database conference - Volume 5
Efficient k-NN search on vertically decomposed data
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Searching in metric spaces with user-defined and approximate distances
ACM Transactions on Database Systems (TODS)
Aggregation and comparison of trajectories
Proceedings of the 10th ACM international symposium on Advances in geographic information systems
On the Complexity of Mining Quantitative Association Rules
Data Mining and Knowledge Discovery
Efficient Near Neighbor Searching Using Multi-Indexes for Content-Based Multimedia Data Retrieval
Multimedia Tools and Applications
Fixed Queries Array: A Fast and Economical Data Structure for Proximity Searching
Multimedia Tools and Applications
Clustering High Dimensional Massive Scientific Datasets
Journal of Intelligent Information Systems
HD-Eye: Visual Mining of High-Dimensional Data
IEEE Computer Graphics and Applications
Discovery Visualization Using Fast Clustering
IEEE Computer Graphics and Applications
Data Mining: An Overview from a Database Perspective
IEEE Transactions on Knowledge and Data Engineering
A Multistep Approach for Shape Similarity Search in Image Databases
IEEE Transactions on Knowledge and Data Engineering
Object-Based Selective Materialization for Efficient Implementation of Spatial Data Cubes
IEEE Transactions on Knowledge and Data Engineering
A Query Model to Synthesize Answer Intervals from Indexed Video Units
IEEE Transactions on Knowledge and Data Engineering
High-Dimensional Similarity Joins
IEEE Transactions on Knowledge and Data Engineering
Redefining Clustering for High-Dimensional Applications
IEEE Transactions on Knowledge and Data Engineering
Fast Indexing and Visualization of Metric Data Sets using Slim-Trees
IEEE Transactions on Knowledge and Data Engineering
ImageMap: An Image Indexing Method Based on Spatial Similarity
IEEE Transactions on Knowledge and Data Engineering
A data-mining approach to improving polycythemia vera diagnosis
Computers and Industrial Engineering
Nearest Neighbors Can Be Found Efficiently If the Dimension Is Small Relative to the Input Size
ICDT '03 Proceedings of the 9th International Conference on Database Theory
MDIC '01 Proceedings of the Second International Workshop on Multimedia Databases and Image Communication
Adaptive Query Shifting for Content-Based Image Retrieval
MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition
M-tree: An Efficient Access Method for Similarity Search in Metric Spaces
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Retrieving Content Directly from Antique Book Images
WAIM '00 Proceedings of the First International Conference on Web-Age Information Management
MindReader: Querying Databases Through Multiple Examples
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Optimal Grid-Clustering: Towards Breaking the Curse of Dimensionality in High-Dimensional Clustering
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Semantic Compression and Pattern Extraction with Fascicles
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Fast Time Sequence Indexing for Arbitrary Lp Norms
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Identifying Representative Trends in Massive Time Series Data Sets Using Sketches
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
An Evaluation of Generic Bulk Loading Techniques
Proceedings of the 27th International Conference on Very Large Data Bases
The X-tree: An Index Structure for High-Dimensional Data
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
An Interactive Approach to Building Classification Models by Clustering and Cluster Validation
IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
A Visual Method of Cluster Validation with Fastmap
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
M-FastMap: A Modified FastMap Algorithm for Visual Cluster Validation in Data Mining
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Semantic Structuring and Visual Querying of Document Abstracts in Digital Libraries
ECDL '98 Proceedings of the Second European Conference on Research and Advanced Technology for Digital Libraries
Fast Approximate Nearest-Neighbor Queries in Metric Feature Spaces by Buoy Indexing
VISUAL '02 Proceedings of the 5th International Conference on Recent Advances in Visual Information Systems
On Dimension Reduction Mappings for Approximate Retrieval of Multi-dimensional Data
Progress in Discovery Science, Final Report of the Japanese Discovery Science Project
Approximate Retrieval of High-Dimensional Data by Spatial Indexing
DS '98 Proceedings of the First International Conference on Discovery Science
H-Map: A Dimension Reduction Mapping for Approximate Retrieval of Multi-dimensional Data
DS '99 Proceedings of the Second International Conference on Discovery Science
Approximation Algorithms for k-Line Center
ESA '02 Proceedings of the 10th Annual European Symposium on Algorithms
COFE: A Scalable Method for Feature Extraction from Complex Objects
DaWaK 2000 Proceedings of the Second International Conference on Data Warehousing and Knowledge Discovery
Dynamic vp-tree indexing for n-nearest neighbor search given pair-wise distances
The VLDB Journal — The International Journal on Very Large Data Bases
Combining multi-visual features for efficient indexing in a large image database
The VLDB Journal — The International Journal on Very Large Data Bases
Indexing very high-dimensional sparse and quasi-sparse vectors for similarity searches
The VLDB Journal — The International Journal on Very Large Data Bases
Fast image retrieval using color-spatial information
The VLDB Journal — The International Journal on Very Large Data Bases
Non-linear dimensionality reduction techniques for classification and visualization
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Making every bit count: fast nonlinear axis scaling
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
IEEE Transactions on Knowledge and Data Engineering
Properties of Embedding Methods for Similarity Searching in Metric Spaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Guiding knowledge discovery through interactive data mining
Managing data mining technologies in organizations
Connectionist and evolutionary models for learning, discovering and forecasting software effort
Managing data mining technologies in organizations
Buoy indexing of metric feature spaces for fast approximate image queries
Proceedings of the sixth Eurographics workshop on Multimedia 2001
A unified approach for mining outliers
CASCON '97 Proceedings of the 1997 conference of the Centre for Advanced Studies on Collaborative research
Approximation algorithms for projective clustering
Journal of Algorithms
Research report: DataSpace: 3-D visualizations of large databases
INFOVIS '95 Proceedings of the 1995 IEEE Symposium on Information Visualization
Accessing Video Contents through Key Objects over IP
Multimedia Tools and Applications
Similarity search of time-warped subsequences via a suffix tree
Information Systems
Frequent-Pattern based Iterative Projected Clustering
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Cluster rendering of skewed datasets via visualization
Proceedings of the 2003 ACM symposium on Applied computing
Index-driven similarity search in metric spaces (Survey Article)
ACM Transactions on Database Systems (TODS)
Computer Vision and Image Understanding - Special isssue on video retrieval and summarization
ItCompress: An Iterative Semantic Compression Algorithm
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
On improved projection techniques to support visual exploration of multidimensional data sets
Information Visualization - Special issue on coordinated and multiple views in exploratory visualization
Hypergraph Models and Algorithms for Data-Pattern-Based Clustering
Data Mining and Knowledge Discovery
Information Systems - Databases: Creation, management and utilization
Towards parameter-free data mining
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
GPCA: an efficient dimension reduction scheme for image compression and retrieval
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
IEEE Transactions on Knowledge and Data Engineering
A Placement Scheme for Peer-to-Peer Networks Based on Principles from Geometry
P2P '04 Proceedings of the Fourth International Conference on Peer-to-Peer Computing
A distributed database for bio-molecular images
ACM SIGMOD Record
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
Exact indexing of dynamic time warping
Knowledge and Information Systems
Elastic Translation Invariant Matching of Trajectories
Machine Learning
Trajectory Indexing Using Movement Constraints
Geoinformatica
LSH forest: self-tuning indexes for similarity search
WWW '05 Proceedings of the 14th international conference on World Wide Web
Array-index: a plug&search K nearest neighbors method for high-dimensional data
Data & Knowledge Engineering
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
MAMView: a visual tool for exploring and understanding metric access methods
Proceedings of the 2005 ACM symposium on Applied computing
On FastMap and the Convex Hull of Multivariate Data: Toward Fast and Robust Dimension Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
iDistance: An adaptive B+-tree based indexing method for nearest neighbor search
ACM Transactions on Database Systems (TODS)
VISTA: validating and refining clusters via visualization
Information Visualization
Multimedia Tools and Applications
Generalized multidimensional data mapping and query processing
ACM Transactions on Database Systems (TODS)
Clustering high-dimensional data using an efficient and effective data space reduction
Proceedings of the 14th ACM international conference on Information and knowledge management
PRISM: indexing multi-dimensional data in P2P networks using reference vectors
Proceedings of the 13th annual ACM international conference on Multimedia
Filter ranking in high-dimensional space
Data & Knowledge Engineering
Ordering the attributes of query results
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Indexing Multidimensional Time-Series
The VLDB Journal — The International Journal on Very Large Data Bases
iVIBRATE: Interactive visualization-based framework for clustering large datasets
ACM Transactions on Information Systems (TOIS)
Learning sparse metrics via linear programming
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Quantizing time series for efficient similarity search under time warping
ACST'06 Proceedings of the 2nd IASTED international conference on Advances in computer science and technology
Time-focused clustering of trajectories of moving objects
Journal of Intelligent Information Systems
A dimensionality reduction algorithm and its application for interactive visualization
Journal of Visual Languages and Computing
Compression-based data mining of sequential data
Data Mining and Knowledge Discovery
Computers and Operations Research
ACM Transactions on Database Systems (TODS)
Genetic algorithms for approximate similarity queries
Data & Knowledge Engineering
Layout indexing of trademark images
Proceedings of the 6th ACM international conference on Image and video retrieval
Exact indexing of dynamic time warping
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Unified framework for fast exact and approximate search in dissimilarity spaces
ACM Transactions on Database Systems (TODS)
Fast ordering of large categorical datasets for visualization
Intelligent Data Analysis
CM-tree: A dynamic clustered index for similarity search in metric databases
Data & Knowledge Engineering
Data bubbles for non-vector data: speeding-up hierarchical clustering in arbitrary metric spaces
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
The ND-tree: a dynamic indexing technique for multidimensional non-ordered discrete data spaces
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Kernel PCA for similarity invariant shape recognition
Neurocomputing
BoostMap: An Embedding Method for Efficient Nearest Neighbor Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Handle local optimum traps in CBIR systems
Proceedings of the 2008 ACM symposium on Applied computing
ACM Transactions on Database Systems (TODS)
Approximate embedding-based subsequence matching of time series
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
CSV: visualizing and mining cohesive subgraphs
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Brief Communication: Fast embedding methods for clustering tens of thousands of sequences
Computational Biology and Chemistry
Nearest neighbor search methods for handshape recognition
Proceedings of the 1st international conference on PErvasive Technologies Related to Assistive Environments
Mining Patterns for Visual Interpretation in a Multiple-Views Environment
Visual Data Mining
A Prediction-Based Visual Approach for Cluster Exploration and Cluster Validation by HOV3
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Pattern Discovery for High-Dimensional Binary Datasets
Neural Information Processing
Improving Angle Based Mappings
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
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
Large Datasets Visualization with Neural Network Using Clustered Training Data
ADBIS '08 Proceedings of the 12th East European conference on Advances in Databases and Information Systems
On efficiently searching trajectories and archival data for historical similarities
Proceedings of the VLDB Endowment
Approximate similarity search in metric spaces using inverted files
Proceedings of the 3rd international conference on Scalable information systems
Density-weighted nyström method for computing large kernel eigensystems
Neural Computation
Approximate similarity search: A multi-faceted problem
Journal of Discrete Algorithms
Approximate indexing in road network databases
Proceedings of the 2009 ACM symposium on Applied Computing
Pattern Recognition
Analyzing Trajectories Using Uncertainty and Background Information
SSTD '09 Proceedings of the 11th International Symposium on Advances in Spatial and Temporal Databases
Towards faster activity search using embedding-based subsequence matching
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
A statistical approach for selecting discriminative features of spatial regions of interest
Intelligent Data Analysis
DEMScale: Large Scale MDS Accounting for a Ridge Operator and Demographic Variables
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
A method of relational fuzzy clustering based on producing feature vectors using FastMap
Information Sciences: an International Journal
Qualitative map learning based on co-visibility of objects
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Transfer non-metric measures into metric for similarity search
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Efficient Similarity Search by Reducing I/O with Compressed Sketches
SISAP '09 Proceedings of the 2009 Second International Workshop on Similarity Search and Applications
Picture extraction from digitized historical manuscripts
Proceedings of the ACM International Conference on Image and Video Retrieval
Adapting indexing trees to data distribution in feature spaces
Computer Vision and Image Understanding
Shape-based clustering for 3D CAD objects: A comparative study of effectiveness
Computer-Aided Design
Sparse kernel feature analysis using FastMap and its variants
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Permutation clustering using the proximity matrix
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Shape-based indexing scheme for camera view invariant 3-D object retrieval
Multimedia Tools and Applications
Bulk construction of dynamic clustered metric trees
Knowledge and Information Systems
Eigensolver methods for progressive multidimensional scaling of large data
GD'06 Proceedings of the 14th international conference on Graph drawing
Fast video retrieval under sparse training data
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Efficient shortest path finding of k-nearest neighbor objects in road network databases
Proceedings of the 2010 ACM Symposium on Applied Computing
Enhanced visual separation of clusters by M-mapping to facilitate cluster analysis
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
High-dimensional indexing: transformational approaches to high-dimensional range and similarity searches
Squeezing long sequence data for efficient similarity search
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Anonymous biometric access control
EURASIP Journal on Information Security - Special issue on enhancing privacy protection in multimedia systems
International Journal of Intelligent Systems Technologies and Applications
Universal multi-dimensional scaling
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A database-based framework for gesture recognition
Personal and Ubiquitous Computing
Generalizing prefix filtering to improve set similarity joins
Information Systems
Local-feature-based image retrieval with weighted relevance feedback
International Journal of Business Intelligence and Data Mining
A visual framework to understand similarity queries and explore data in Metric Access Methods
International Journal of Business Intelligence and Data Mining
Comparative testing of face detection algorithms
ICISP'10 Proceedings of the 4th international conference on Image and signal processing
Relevance based visualization of large cancer patient populations
Proceedings of the 1st ACM International Health Informatics Symposium
Semi-supervised constrained clustering: an expert-guided data analysis methodology
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
An approach to content-based image retrieval based on the Lucene search engine library
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
BoostMap: a method for efficient approximate similarity rankings
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
A Matrix Computation View of FastMap and RobustMap Dimension Reduction Algorithms
SIAM Journal on Matrix Analysis and Applications
Distance-based outlier detection: consolidation and renewed bearing
Proceedings of the VLDB Endowment
Enhancing Clustering Quality through Landmark-Based Dimensionality Reduction
ACM Transactions on Knowledge Discovery from Data (TKDD)
Maintaining consistency of probabilistic databases: a linear programming approach
ER'10 Proceedings of the 29th international conference on Conceptual modeling
Fast outlier detection for very large log data
Expert Systems with Applications: An International Journal
On nonmetric similarity search problems in complex domains
ACM Computing Surveys (CSUR)
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
SBAD: sequence based attack detection via sequence comparison
PSDML'10 Proceedings of the international ECML/PKDD conference on Privacy and security issues in data mining and machine learning
Front end analysis of speech recognition: a review
International Journal of Speech Technology
Selecting vantage objects for similarity indexing
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Embedding-based subsequence matching in time-series databases
ACM Transactions on Database Systems (TODS)
A logarithmic time complexity algorithm for pattern searching using product-sum property
Computers & Mathematics with Applications
Application of dimensionality reduction techniques for mobile social context
Proceedings of the 13th international conference on Ubiquitous computing
CloudVista: visual cluster exploration for extreme scale data in the cloud
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
Impact of the initialization in tree-based fast similarity search techniques
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Content based image retrieval with LIRe
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Image database navigation on a hierarchical MDS grid
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
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
RIVA: indexing and visualization of high-dimensional data via dimension reorderings
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
An incremental updating method for clustering-based high-dimensional data indexing
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
An auto-stopped hierarchical clustering algorithm integrating outlier detection algorithm
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Indexing structures for content-based retrieval of large image databases: a review
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
On fast non-metric similarity search by metric access methods
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
Descriptive matrix factorization for sustainability Adopting the principle of opposites
Data Mining and Knowledge Discovery
Distributed similarity estimation using derived dimensions
The VLDB Journal — The International Journal on Very Large Data Bases
Efficient pattern matching of multidimensional sequences
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
MDSpolar: a new approach for dimension reduction to visualize high dimensional data
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Indexing issues in supporting similarity searching
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
GAMMA: a framework for moving object simulation
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
Visualization tree, multiple linked analytical decisions
SG'05 Proceedings of the 5th international conference on Smart Graphics
Deductive and inductive reasoning on spatio-temporal data
INAP'04/WLP'04 Proceedings of the 15th international conference on Applications of Declarative Programming and Knowledge Management, and 18th international conference on Workshop on Logic Programming
A service-oriented grid infrastructure for multimedia management and search
DELOS'04 Proceedings of the 6th Thematic conference on Peer-to-Peer, Grid, and Service-Orientation in Digital Library Architectures
Interactive comprehensible data mining
Ambient Intelligence for Scientific Discovery
An accurate MDS-Based algorithm for the visualization of large multidimensional datasets
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
Active clustering of biological sequences
The Journal of Machine Learning Research
Local vs. global models for effort estimation and defect prediction
ASE '11 Proceedings of the 2011 26th IEEE/ACM International Conference on Automated Software Engineering
Motion-aided network SLAM with range
International Journal of Robotics Research
A fast audio similarity retrieval method for millions of music tracks
Multimedia Tools and Applications
Two-Dimensional range diameter queries
LATIN'12 Proceedings of the 10th Latin American international conference on Theoretical Informatics
Mining temporal patterns in popularity of web items
Information Sciences: an International Journal
Genetic algorithm for multidimensional scaling over mixed and incomplete data
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
Hierarchical querying scheme of human motions for smart home environment
Engineering Applications of Artificial Intelligence
Volume visualization and visual queries for large high-dimensional datasets
VISSYM'04 Proceedings of the Sixth Joint Eurographics - IEEE TCVG conference on Visualization
Query-driven iterated neighborhood graph search for large scale indexing
Proceedings of the 20th ACM international conference on Multimedia
International Journal of Knowledge and Web Intelligence
EuroVis'09 Proceedings of the 11th Eurographics / IEEE - VGTC conference on Visualization
Piecewise laplacian-based projection for interactive data exploration and organization
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
A framework for exploring multidimensional data with 3D projections
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
Interactive browsing of image repositories
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
Parallel rare term vector replacement: Fast and effective dimensionality reduction for text
Journal of Parallel and Distributed Computing
Feature-Preserved 3D Canonical Form
International Journal of Computer Vision
Faster construction of ball-partitioning-based metric access methods
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Hierarchical visual filtering, pragmatic and epistemic actions for database visualization
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Learning-Based interactive retrieval in large-scale multimedia collections
AMR'11 Proceedings of the 9th international conference on Adaptive Multimedia Retrieval: large-scale multimedia retrieval and evaluation
Predicting re-hospitalisations using intelligent systems: an exploratory study
International Journal of Business Information Systems
Beyond data mining; towards "idea engineering"
Proceedings of the 9th International Conference on Predictive Models in Software Engineering
Semi-supervised object recognition based on Connected Image Transformations
Expert Systems with Applications: An International Journal
Sales strategy mining system with visualization of action history
HCI'13 Proceedings of the 15th international conference on Human Interface and the Management of Information: information and interaction for learning, culture, collaboration and business - Volume Part III
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A very promising idea for fast searching in traditional and multimedia databases is to map objects into points in k-d space, using k feature-extraction functions, provided by a domain expert [25]. Thus, we can subsequently use highly fine-tuned spatial access methods (SAMs), to answer several types of queries, including the 'Query By Example' type (which translates to a range query); the 'all pairs' query (which translates to a spatial join [8]); the nearest-neighbor or best-match query, etc.However, designing feature extraction functions can be hard. It is relatively easier for a domain expert to assess the similarity/distance of two objects. Given only the distance information though, it is not obvious how to map objects into points.This is exactly the topic of this paper. We describe a fast algorithm to map objects into points in some k-dimensional space (k is user-defined), such that the dis-similarities are preserved. There are two benefits from this mapping: (a) efficient retrieval, in conjunction with a SAM, as discussed before and (b) visualization and data-mining: the objects can now be plotted as points in 2-d or 3-d space, revealing potential clusters, correlations among attributes and other regularities that data-mining is looking for.We introduce an older method from pattern recognition, namely, Multi-Dimensional Scaling (MDS) [51]; although unsuitable for indexing, we use it as yardstick for our method. Then, we propose a much faster algorithm to solve the problem in hand, while in addition it allows for indexing. Experiments on real and synthetic data indeed show that the proposed algorithm is significantly faster than MDS, (being linear, as opposed to quadratic, on the database size N), while it manages to preserve distances and the overall structure of the data-set.