A Theory for Multiresolution Signal Decomposition: The Wavelet Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Ten lectures on wavelets
An introduction to wavelets
Data mining of multidimensional remotely sensed images
CIKM '93 Proceedings of the second international conference on Information and knowledge management
Independent component analysis, a new concept?
Signal Processing - Special issue on higher order statistics
Fundamentals of neural networks: architectures, algorithms, and applications
Fundamentals of neural networks: architectures, algorithms, and applications
Fast multiresolution image querying
SIGGRAPH '95 Proceedings of the 22nd annual conference on Computer graphics and interactive techniques
Information Sciences—Intelligent Systems: An International Journal
Data dependent wavelet thresholding in nonparametric regression with change-point applications
Computational Statistics & Data Analysis
A study of orthonormal multi-wavelets
Applied Numerical Mathematics - Special issue on selected keynote papers presented at 14th IMACS World Congress, Atlanta, NJ, July 1994
BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Essential wavelets for statistical applications and data analysis
Essential wavelets for statistical applications and data analysis
An introduction to natural computation
An introduction to natural computation
CURE: an efficient clustering algorithm for large databases
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Automatic subspace clustering of high dimensional data for data mining applications
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Wavelet-based histograms for selectivity estimation
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Wavelets for computer graphics: theory and applications
Wavelets for computer graphics: theory and applications
TOPIC ISLANDS—a wavelet-based text visualization system
Proceedings of the conference on Visualization '98
Data cube approximation and histograms via wavelets
Proceedings of the seventh international conference on Information and knowledge management
Data preparation for data mining
Data preparation for data mining
WALRUS: a similarity retrieval algorithm for image databases
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
CACTUS—clustering categorical data using summaries
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Fast wavelet histogram techniques for image indexing
Computer Vision and Image Understanding - Special issue on content-based access for image and video libraries
LOF: identifying density-based local outliers
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
ROCK: a robust clustering algorithm for categorical attributes
Information Systems
A comparison of DFT and DWT based similarity search in time-series databases
Proceedings of the ninth international conference on Information and knowledge management
Data mining: concepts and techniques
Data mining: concepts and techniques
Distributed multivariate regression using wavelet-based collective data mining
Journal of Parallel and Distributed Computing - Special issue on high-performance data mining
Outlier detection for high dimensional data
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Postprocessing in machine learning and data mining
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Principles of data mining
Mining top-n local outliers in large databases
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Modeling heterogeneous network traffic in wavelet domain
IEEE/ACM Transactions on Networking (TON)
Machine Learning
Wavelet synopses with error guarantees
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Wavelets for Computer Graphics: A Primer, Part 1
IEEE Computer Graphics and Applications
System for Screening Objectionable Images Using Daubechies' Wavelets and Color Histograms
IDMS '97 Proceedings of the 4th International Workshop on Interactive Distributed Multimedia Systems and Telecommunication Services
The Haar Wavelet Transform in the Time Series Similarity Paradigm
PKDD '99 Proceedings of the Third European Conference on Principles of Data Mining and Knowledge Discovery
WaveCluster: A Multi-Resolution Clustering Approach for Very Large Spatial Databases
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Finding Intensional Knowledge of Distance-Based Outliers
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Dynamic Maintenance of Wavelet-Based Histograms
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries
Proceedings of the 27th 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
CoFD: An Algorithm for Non-distance Based Clustering in High Dimensional Spaces
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Multiresolutional Visualization of Evolving Distributed Simulations Using Wavelets and MPI
Dagstuhl '97, Scientific Visualization
Approximate query processing using wavelets
The VLDB Journal — The International Journal on Very Large Data Bases
Windsurf: Region-Based Image Retrieval Using Wavelets
DEXA '99 Proceedings of the 10th International Workshop on Database & Expert Systems Applications
DEXA '99 Proceedings of the 10th International Workshop on Database & Expert Systems Applications
SSDBM '00 Proceedings of the 12th International Conference on Scientific and Statistical Database Management
Authenticity Analysis of Wavelet Approximations in Visualization
VIS '95 Proceedings of the 6th conference on Visualization '95
Improving Medical/Biological Data Classification Performance by Wavelet Preprocessing
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Efficient Time Series Matching by Wavelets
ICDE '99 Proceedings of the 15th International Conference on Data Engineering
Line Based, Reduced Memory, Wavelet Image Compression
DCC '98 Proceedings of the Conference on Data Compression
2D TSA-Tree: A Wavelet-Based Approach to Improve the Efficiency of Multi-Level Spatial Data Mining
SSDBM '01 Proceedings of the 13th International Conference on Scientific and Statistical Database Management
Multiresolution Wavelet Transform and Supervised Learning for Content-Based Image Retrieval
ICMCS '99 Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2
A multifractal wavelet model with application to network traffic
IEEE Transactions on Information Theory
IEEE Transactions on Image Processing
A comparative study on content-based music genre classification
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Detecting region outliers in meteorological data
GIS '03 Proceedings of the 11th ACM international symposium on Advances in geographic information systems
Wavelet fuzzy classification for detecting and tracking region outliers in meteorological data
Proceedings of the 12th annual ACM international workshop on Geographic information systems
One-pass wavelet synopses for maximum-error metrics
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Adaptive Clustering for Multiple Evolving Streams
IEEE Transactions on Knowledge and Data Engineering
Detecting and tracking regional outliers in meteorological data
Information Sciences: an International Journal
Adaptive learning for event modeling and characterization
Pattern Recognition
Exploiting duality in summarization with deterministic guarantees
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Expert Systems with Applications: An International Journal
Time series compressibility and privacy
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
An improved feature extraction technique for high volume time series data
SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications
Applications of wavelet data reduction in a recommender system
Expert Systems with Applications: An International Journal
Knowledge discovery in multimedia repositories: the role of metadata
MMACTE'05 Proceedings of the 7th WSEAS International Conference on Mathematical Methods and Computational Techniques In Electrical Engineering
High performance computing for spatial outliers detection using parallel wavelet transform
Intelligent Data Analysis
Application and numerical investigation of wavelet transform for traffic data denoising
Math'04 Proceedings of the 5th WSEAS International Conference on Applied Mathematics
Scalable and near real-time burst detection from eCommerce queries
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Wavelet Enhanced Analytical and Evolutionary Approaches to Time Series Forecasting
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Assisting decision making in the event-driven enterprise using wavelets
Decision Support Systems
WSEAS Transactions on Information Science and Applications
Using Wavelets to Classify Documents
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
On the use of wavelet transform for privacy preserving data mining
CI '07 Proceedings of the Third IASTED International Conference on Computational Intelligence
Optimality and scalability in lattice histogram construction
Proceedings of the VLDB Endowment
An improved feature extraction technique for high volume time series data
SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications
A method of tumor classification based on wavelet packet transforms and neighborhood rough set
Computers in Biology and Medicine
Feature extraction and classification of tumor based on wavelet package and support vector machines
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Expert Systems with Applications: An International Journal
Comparison of morphological and wavelet based methods in intracranial pressure signal analysis
SIP'10 Proceedings of the 9th WSEAS international conference on Signal processing
Survey of data management and analysis in disaster situations
Journal of Systems and Software
Discrete wavelet transform-based time series analysis and mining
ACM Computing Surveys (CSUR)
IDEAL'10 Proceedings of the 11th international conference on Intelligent data engineering and automated learning
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part II
Atypicity detection in data streams: A self-adjusting approach
Intelligent Data Analysis - Ubiquitous Knowledge Discovery
A statistical data mining approach in bacteriology for bacterial identification
International Journal of Data Analysis Techniques and Strategies
Wavelet-based clustering of social-network users using temporal and activity profiles
PReMI'11 Proceedings of the 4th international conference on Pattern recognition and machine intelligence
Proceedings of the 20th ACM international conference on Information and knowledge management
Efficient content-based image retrieval using Multiple Support Vector Machines Ensemble
Expert Systems with Applications: An International Journal
Missing value estimation for DNA microarrays with mutliresolution schemes
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
A wavelet based image retrieval
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Active learning with wavelets for microarray data
WILF'05 Proceedings of the 6th international conference on Fuzzy Logic and Applications
Providing group anonymity using wavelet transform
BNCOD'10 Proceedings of the 27th British national conference on Data Security and Security Data
Penalized least squares for smoothing financial time series
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
Integrating wavelets with clustering and indexing for effective content-based image retrieval
Knowledge-Based Systems
Wavelet synopsis: setting unselected coefficients to zero is not optimal
DEXA'07 Proceedings of the 18th international conference on Database and Expert Systems Applications
EuroVis'11 Proceedings of the 13th Eurographics / IEEE - VGTC conference on Visualization
The construction of wavelets adapted to compact domains
Advances in Computational Mathematics
Short-term wind speed forecasting based on a hybrid model
Applied Soft Computing
Heat pump detection from coarse grained smart meter data with positive and unlabeled learning
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
A study towards applying thermal inertia for energy conservation in rooms
ACM Transactions on Sensor Networks (TOSN)
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Recently there has been significant development in the use of wavelet methods in various data mining processes. However, there has been written no comprehensive survey available on the topic. The goal of this is paper to fill the void. First, the paper presents a high-level data-mining framework that reduces the overall process into smaller components. Then applications of wavelets for each component are reviewd. The paper concludes by discussing the impact of wavelets on data mining research and outlining potential future research directions and applications.