Data preparation for data mining

Data filtering for automatic classification of rocks from reflectance spectra

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

E-business enterprise data mining

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

M4: a metamodel for data preprocessing

Proceedings of the 4th ACM international workshop on Data warehousing and OLAP

Data mining for process and quality control in the semiconductor industry

Data mining for design and manufacturing

Analyzing maintenance data using data mining methods

Data mining for design and manufacturing

Data mining in a nutshell

Relational Data Mining

Using Data Mining Methods to Build Customer Profiles

Computer

Data Mining to Predict Aircraft Component Replacement

IEEE Intelligent Systems

A pseudo-nearest-neighbor approach for missing data recovery on Gaussian random data sets

Pattern Recognition Letters

The Representation Race - Preprocessing for Handling Time Phenomena

ECML '00 Proceedings of the 11th European Conference on Machine Learning

Pairwise Classification as an Ensemble Technique

ECML '02 Proceedings of the 13th European Conference on Machine Learning

Reverse Pivoting in Conceptual Information Systems

ICCS '01 Proceedings of the 9th International Conference on Conceptual Structures: Broadening the Base

Towards a Parallel Data Mining Toolbox

IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium

Decision-Rule Solutions for Data Mining with Missing Values

IBERAMIA-SBIA '00 Proceedings of the International Joint Conference, 7th Ibero-American Conference on AI: Advances in Artificial Intelligence

Discovering Knowledge from Meteorological Databases: A Meteorological Aviation Forecast Study

DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery

Importance of Individual Variables in the k -Means Algorithm

PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining

A Toolbox Approach to Flexible and Efficient Data Mining

PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining

A Case for Analytical Customer Relationship Management

PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Cluster-Based Algorithms for Dealing with Missing Values

PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

Support Vector Machines in Relational Databases

SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines

A survey on wavelet applications in data mining

ACM SIGKDD Explorations Newsletter

Assessing and improving the quality of knowledge discovery data

Data warehousing and web engineering

Self-organising data mining

Systems Analysis Modelling Simulation

A survey of evolutionary algorithms for data mining and knowledge discovery

Advances in evolutionary computing

Cooperative learning and virtual reality-based visualization for data mining

Data mining

The pitfalls of knowledge discovery in databases and data mining

Data mining

Round robin classification

The Journal of Machine Learning Research

Coordinating computational and visual approaches for interactive feature selection and multivariate clustering

Information Visualization - Special issue on coordinated and multiple views in exploratory visualization

Systematic engineering in designing architecture of telecommunications business intelligence system

Design and application of hybrid intelligent systems

Minority report in fraud detection: classification of skewed data

ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets

Introduction: Lessons Learned from Data Mining Applications and Collaborative Problem Solving

Machine Learning

Lessons and Challenges from Mining Retail E-Commerce Data

Machine Learning

A general approach to incorporate data quality matrices into data mining algorithms

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

Design of a data warehouse system for network/web services

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

Toward Integrating Feature Selection Algorithms for Classification and Clustering

IEEE Transactions on Knowledge and Data Engineering

Diagnostic process from the data quality point of view

Journal of Medical Systems - Special issue: Computer-based medical systems

Data mining in the chemical industry

Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining

Cost-Constrained Data Acquisition for Intelligent Data Preparation

IEEE Transactions on Knowledge and Data Engineering

An Integrated Data Preparation Scheme for Neural Network Data Analysis

IEEE Transactions on Knowledge and Data Engineering

KDDML: a middleware language and system for knowledge discovery in databases

Data & Knowledge Engineering

2006 Special issue: Computational intelligence in earth sciences and environmental applications: Issues and challenges

Neural Networks - 2006 special issue: Earth sciences and environmental applications of computational intelligence

2006 Special issue: Machine learning in sedimentation modelling

Neural Networks - 2006 special issue: Earth sciences and environmental applications of computational intelligence

Revealing structure in visualizations of dense 2D and 3D parallel coordinates

Information Visualization

Robust Rule-Based Prediction

IEEE Transactions on Knowledge and Data Engineering

Data Preparation for Data Mining Using SAS

Data Preparation for Data Mining Using SAS

Design and evaluation of visualization support to facilitate decision trees classification

International Journal of Human-Computer Studies

On the neural network classification of medical data and an endeavour to balance non-uniform data sets with artificial data extension

Computers in Biology and Medicine

Evaluation and classification of otoneurological data with new data analysis methods based on machine learning

Information Sciences: an International Journal

Data quality awareness: a case study for cost optimal association rule mining

Knowledge and Information Systems - Special Issue on Mining Low-Quality Data

Using results of eye movement signal analysis in the neural network recognition of otoneurological patients

Computer Methods and Programs in Biomedicine

Data mining to improve personnel selection and enhance human capital: A case study in high-technology industry

Expert Systems with Applications: An International Journal

The case for a wide-table approach to manage sparse relational data sets

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

Semi-parametric optimization for missing data imputation

Applied Intelligence

Round robin ensembles

Intelligent Data Analysis

Classification and filtering of spectra: A case study in mineralogy

Intelligent Data Analysis

Hybrid systems of local basis functions

Intelligent Data Analysis

Pre-processing task for integration of semi-structured data in decision-support system

AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications

Synthesizing heavy association rules from different real data sources

Pattern Recognition Letters

Knowledge discovery in financial investment for forecasting and trading strategy through wavelet-based SOM networks

Expert Systems with Applications: An International Journal

Bayesian networks for imputation in classification problems

Journal of Intelligent Information Systems

Return on investment for business intelligence

MCBE'07 Proceedings of the 8th Conference on 8th WSEAS Int. Conference on Mathematics and Computers in Business and Economics - Volume 8

Employing data mining to identify the significant rules for classifying body types

CEA'07 Proceedings of the 2007 annual Conference on International Conference on Computer Engineering and Applications

Using data mining to identify customer needs in quality function deployment for software design

AIKED'07 Proceedings of the 6th Conference on 6th WSEAS Int. Conf. on Artificial Intelligence, Knowledge Engineering and Data Bases - Volume 6

Using innovative technology in QFD to improve marketing quality

MATH'07 Proceedings of the 11th WSEAS International Conference on Applied Mathematics

Enhancing usability testing through datamining techniques: A novel approach to detecting usability problem patterns for a context of use

Information and Software Technology

Diminishing downsides of Data Mining

International Journal of Business Intelligence and Data Mining

Mining California vital statistical data

International Journal of Computer Applications in Technology

Customer analytics projects: addressing existing problems with a process that leads to success

AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70

Information-centered research for large-scale analyses of new information sources

Journal of the American Society for Information Science and Technology

Classification trees and decision-analytic feedforward control: a case study from the video game industry

Data Mining and Knowledge Discovery

Review: Dimensionality reduction based on rough set theory: A review

Applied Soft Computing

Assisting decision making in the event-driven enterprise using wavelets

Decision Support Systems

On the Usefulness of Interactive Computer Game Logs for Agent Modelling

PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence

Data mining to improve industrial standards and enhance production and marketing: An empirical study in apparel industry

Expert Systems with Applications: An International Journal

Debellor: A Data Mining Platform with Stream Architecture

Transactions on Rough Sets IX

On the influence of imputation in classification: practical issues

Journal of Experimental & Theoretical Artificial Intelligence

A Bayesian Approach for Estimating and Replacing Missing Categorical Data

Journal of Data and Information Quality (JDIQ)

A UML profile for the conceptual modelling of data-mining with time-series in data warehouses

Information and Software Technology

On metricity of two heterogeneous measures in the presence of missing values

Artificial Intelligence Review

AN EMPIRICAL COMPARISON OF TECHNIQUES FOR HANDLING INCOMPLETE DATA USING DECISION TREES

Applied Artificial Intelligence

PSOLDA: A particle swarm optimization approach for enhancing classification accuracy rate of linear discriminant analysis

Applied Soft Computing

Grid-aware approach to data statistics, data understanding and data preprocessing

International Journal of High Performance Computing and Networking

The improvement of data quality --a conceptual model

Proceedings of the 2008 conference on Information Modelling and Knowledge Bases XIX

Parallel Preprocessing for Classification Problems in Knowledge Discovery Systems

Proceedings of the 2006 conference on Knowledge-Based Software Engineering: Proceedings of the Seventh Joint Conference on Knowledge-Based Software Engineering

Multi-Relational Data Mining

Proceedings of the 2005 conference on Multi-Relational Data Mining

Data Transformation in Modern Petrol Engine Tune-up

Proceedings of the 2005 conference on Advances in Logic Based Intelligent Systems: Selected Papers of LAPTEC 2005

Subspace sums for extracting non-random data from massive noise

Knowledge and Information Systems

An Evolutionary Algorithm for Missing Values Substitution in Classification Tasks

HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems

A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection

HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems

Forecasting Product Life Cycle Phase Transition Points with Modular Neural Networks Based System

ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects

Extracting Decision Correlation Rules

DEXA '09 Proceedings of the 20th International Conference on Database and Expert Systems Applications

Wine vinification prediction using data mining tools

ECC'09 Proceedings of the 3rd international conference on European computing conference

Mining the body features to develop sizing systems to improve business logistics and marketing using fuzzy clustering data mining

WSEAS Transactions on Computers

Mortality assessment in intensive care units via adverse events using artificial neural networks

Artificial Intelligence in Medicine

Visual integration tool for heterogeneous data type by unified vectorization

IRI'09 Proceedings of the 10th IEEE international conference on Information Reuse & Integration

Prediction of automotive engine power and torque using least squares support vector machines and Bayesian inference

Engineering Applications of Artificial Intelligence

XML data mining

Software—Practice & Experience

Fracture healing diagnosis by neural network

BioMED '08 Proceedings of the Sixth IASTED International Conference on Biomedical Engineering

IFS-CoCo: Instance and feature selection based on cooperative coevolution with nearest neighbor rule

Pattern Recognition

A study on the use of imputation methods for experimentation with Radial Basis Function Network classifiers handling missing attribute values: The good synergy between RBFNs and EventCovering method

Neural Networks

A Parameter-Free Classification Method for Large Scale Learning

The Journal of Machine Learning Research

Interactive visual decision tree classification

HCI'07 Proceedings of the 12th international conference on Human-computer interaction: interaction platforms and techniques

Data mining as an automated service

PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining

Data preparation for data mining in medical data sets

Transactions on rough sets VI

Assessing usability problems in Latin-American academic webpages with cognitive walkthroughs and datamining techniques

UI-HCII'07 Proceedings of the 2nd international conference on Usability and internationalization

GridMiner: an advanced grid-based support for brain informatics data mining tasks

WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics

A survey of open source data mining systems

PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining

QDex: a database profiler for generic bio-data exploration and quality aware integration

WISE'07 Proceedings of the 2007 international conference on Web information systems engineering

Applying cost sensitive feature selection in an electric database

ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems

Exploring business opportunities from mobile services data of customers: An inter-cluster analysis approach

Electronic Commerce Research and Applications

Possibilistic missing data estimation

AIKED'10 Proceedings of the 9th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases

Statistic-based context recognition in smart car

EuroSSC'09 Proceedings of the 4th European conference on Smart sensing and context

Towards a possibilistic processing of missing values under complex conditions

WSEAS Transactions on Information Science and Applications

Optimizing reservoir features in oil exploration management based on fusion of soft computing

Applied Soft Computing

A hybrid prediction model with F-score feature selection for type II Diabetes databases

Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India

A conceptual data model for trajectory data mining

GIScience'10 Proceedings of the 6th international conference on Geographic information science

An efficient preprocessing stage for the relationship-based clustering framework

Intelligent Data Analysis

Data Mining for Business Applications: Introduction

Proceedings of the 2010 conference on Data Mining for Business Applications

Differential evolution for optimizing the positioning of prototypes in nearest neighbor classification

Pattern Recognition

Adaps - A three-phase adaptive prediction system for the run-time of jobs based on user behaviour

Journal of Computer and System Sciences

IFS-CoCo in the landscape contest: description and results

ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos

A preliminary study on the selection of generalized instances for imbalanced classification

IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I

A real coded MOGA for mining classification rules with missing attribute values

Proceedings of the 2011 International Conference on Communication, Computing & Security

Data analysis pipeline from laboratory to MP models

Natural Computing: an international journal

A review on particle swarm optimization algorithms and their applications to data clustering

Artificial Intelligence Review

Using data mining to extract sizing knowledge for promoting manufacture

ACS'06 Proceedings of the 6th WSEAS international conference on Applied computer science

Using and comparing different decision tree classification techniques for mining ICDDR,B Hospital Surveillance data

Expert Systems with Applications: An International Journal

Review: A review of data mining applications for quality improvement in manufacturing industry

Expert Systems with Applications: An International Journal

A neural network approach to discover attribute dependency for improving the performance of classification

Expert Systems with Applications: An International Journal

Distributed learning with data reduction

Transactions on computational collective intelligence IV

Leakage in data mining: formulation, detection, and avoidance

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining

Evolutionary-based selection of generalized instances for imbalanced classification

Knowledge-Based Systems

Customer portfolio analysis using the SOM

International Journal of Business Information Systems

Applying data mining and grey QFD to mine the dynamic trends for computer life cycle-oriented green supply

WSEAS Transactions on Computers

Analyzing parliamentary elections based on voting advice application data

IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X

Quality-Aware association rule mining

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Data mining using relational database management systems

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

EGEA: a new hybrid approach towards extracting reduced generic association rule set (application to AML blood cancer therapy)

DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery

A probabilistic geocoding system utilising a parcel based address file

Data Mining

CAMLS: a constraint-based apriori algorithm for mining long sequences

DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I

Missing values imputation for a clustering genetic algorithm

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III

A grouping method for categorical attributes having very large number of values

MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition

Investigating ID3-Induced rules from low-dimensional data cleaned by complete case analysis

AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence

The effect of attribute scaling on the performance of support vector machines

AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence

Towards efficient imputation by nearest-neighbors: a clustering-based approach

AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence

Noisy data elimination using mutual k-nearest neighbor for classification mining

Journal of Systems and Software

An optimization approach for feature selection in an electric billing database

KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part IV

Implementation of various data processing and evaluation techniques on ICDDR,B surveillance data to generate optimal decision tree for patients classification

International Journal of Knowledge Engineering and Soft Data Paradigms

Neural network to develop sizing systems for production and logistics via technology innovation in Taiwan

AIC'10/BEBI'10 Proceedings of the 10th WSEAS international conference on applied informatics and communications, and 3rd WSEAS international conference on Biomedical electronics and biomedical informatics

Web content mining for market intelligence acquiring from b2c websites

WISE'06 Proceedings of the 7th international conference on Web Information Systems

A study on the importance of and time spent on different modeling steps

ACM SIGKDD Explorations Newsletter

An analysis on the use of pre-processing methods in evolutionary fuzzy systems for subgroup discovery

Expert Systems with Applications: An International Journal

Modelling and prediction of particulate matter, NOx, and performance of a diesel vehicle engine under rare data using relevance vector machine

Journal of Control Science and Engineering - Special issue on Advanced Control in Micro-/Nanosystems

A Bayesian imputation method for a clustering genetic algorithm

Journal of Computational Methods in Sciences and Engineering

Integrating a differential evolution feature weighting scheme into prototype generation

Neurocomputing

Automatic categorisation of comments in social news websites

Expert Systems with Applications: An International Journal

Research on application of data mining methods to diagnosing gastric cancer

ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects

Nonparametric semi-supervised learning for network intrusion detection: combining performance improvements with realistic in-situ training

Proceedings of the 5th ACM workshop on Security and artificial intelligence

Leakage in data mining: Formulation, detection, and avoidance

ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on the Best of SIGKDD 2011

An experimental study on the use of nearest neighbor-based imputation algorithms for classification tasks

Data & Knowledge Engineering

Realistic Modeling of Resources for a Large-Scale Computational Grid System

International Journal of Grid and High Performance Computing

Opcode sequences as representation of executables for data-mining-based unknown malware detection

Information Sciences: an International Journal

An analysis of correlative and static causality in p systems

CMC'12 Proceedings of the 13th international conference on Membrane Computing

Missing data in medical databases: Impute, delete or classify?

Artificial Intelligence in Medicine

A decision tree-based missing value imputation technique for data pre-processing

AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121

Wastewater treatment plant performance prediction with support vector machines

ICDM'13 Proceedings of the 13th international conference on Advances in Data Mining: applications and theoretical aspects

SVOIS: Support Vector Oriented Instance Selection for text classification

Information Systems

Missing values: how many can they be to preserve classification reliability?

Artificial Intelligence Review

Evolutionary instance selection for text classification

Journal of Systems and Software

Data profiling revisited

ACM SIGMOD Record

A scatter method for data and variable importance evaluation

Integrated Computer-Aided Engineering