SLIQ: A Fast Scalable Classifier for Data Mining

Data mining using two-dimensional optimized association rules: scheme, algorithms, and visualization

SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data

Mining optimized association rules for numeric attributes

PODS '96 Proceedings of the fifteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems

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

Enhanced hypertext categorization using hyperlinks

SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data

A framework for measuring changes in data characteristics

PODS '99 Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems

BOAT—optimistic decision tree construction

SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data

Classification and regression: money *can* grow on trees

KDD '99 Tutorial notes of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining

Scalable algorithms for mining large databases

KDD '99 Tutorial notes of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining

Pruning and summarizing the discovered associations

KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining

High performance computing with the Array package for Java: a case study using data mining

SC '99 Proceedings of the 1999 ACM/IEEE conference on Supercomputing

Privacy-preserving data mining

SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data

Mining high-speed data streams

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

Towards an effective cooperation of the user and the computer for classification

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

Identifying prospective customers

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

Data Mining with optimized two-dimensional association rules

ACM Transactions on Database Systems (TODS)

Mining time-changing data streams

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

SQL database primitives for decision tree classifiers

Proceedings of the tenth international conference on Information and knowledge management

Efficient Construction of Regression Trees with Range and Region Splitting

Machine Learning

Knowledge discovery in databases: An overview

Relational Data Mining

An integrated approach for scaling up classification and prediction algorithms for data mining

SAICSIT '02 Proceedings of the 2002 annual research conference of the South African institute of computer scientists and information technologists on Enablement through technology

Implementation and Evaluation of Decision Trees with Rangeand Region Splitting

Constraints

Scaling Up Inductive Logic Programming by Learning from Interpretations

Data Mining and Knowledge Discovery

A Survey of Methods for Scaling Up Inductive Algorithms

Data Mining and Knowledge Discovery

Partitioning Nominal Attributes in Decision Trees

Data Mining and Knowledge Discovery

Parallel Formulations of Decision-Tree Classification Algorithms

Data Mining and Knowledge Discovery

Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications

Data Mining and Knowledge Discovery

RainForest—A Framework for Fast Decision Tree Construction of Large Datasets

Data Mining and Knowledge Discovery

PUBLIC: A Decision Tree Classifier that Integrates Building and Pruning

Data Mining and Knowledge Discovery

High-performance data mining with skeleton-based structured parallel programming

Parallel Computing - Parallel data-intensive algorithms and applications

A reduction algorithm meeting users' requirements

Journal of Computer Science and Technology

A fast scalable classifier tightly integrated with RDBMS

Journal of Computer Science and Technology

A new classification method to overcome over-branching

Journal of Computer Science and Technology

Data Mining: An Overview from a Database Perspective

IEEE Transactions on Knowledge and Data Engineering

Efficient C4.5

IEEE Transactions on Knowledge and Data Engineering

Algorithms for Finding Attribute Value Group for Binary Segmentation of Categorical Databases

IEEE Transactions on Knowledge and Data Engineering

Knowledge discovery with second-order relations

Knowledge and Information Systems

On the quest for easy-to-understand splitting rules

Data & Knowledge Engineering

Mining Classification Rules from Datasets with Large Number of Many-Valued Attributes

EDBT '00 Proceedings of the 7th International Conference on Extending Database Technology: Advances in Database Technology

Managing Uncertainty and Quality in the Classification Process

SETN '02 Proceedings of the Second Hellenic Conference on AI: Methods and Applications of Artificial Intelligence

Mining Insurance Data at Swiss Life

VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases

PUBLIC: A Decision Tree Classifier that Integrates Building and Pruning

VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases

RainForest - A Framework for Fast Decision Tree Construction of Large Datasets

VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases

Decision Tables: Scalable Classification Exploring RDBMS Capabilities

VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases

SPRINT: A Scalable Parallel Classifier for Data Mining

VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases

Constructing Efficient Decision Trees by Using Optimized Numeric Association Rules

VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases

Efficient Construction of Regression Trees with Range and Region Splitting

VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases

Discovery of Association Rule Meta-Patterns

DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery

Information-Based Classification by Aggregating Emerging Patterns

IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents

ODMQL: Object Data Mining Query Language

Proceedings of the International Symposium on Objects and Databases

Mining Classification Knowledge Based on Cloud Models

PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining

Scalable Classification Method Based on Rough Sets

TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing

Hierarchical Classification of Documents with Error Control

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

Mining Sequence Patterns from Wind Tunnel Experimental Data for Flight Control

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

Data Mining and Personalization Technologies

DASFAA '99 Proceedings of the Sixth International Conference on Database Systems for Advanced Applications

Data Mining Extension for Object-Oriented Query Language

SOFSEM '98 Proceedings of the 25th Conference on Current Trends in Theory and Practice of Informatics: Theory and Practice of Informatics

Quality of Service and Electronic Newspaper: The Etel Solution

Advances in Distributed Systems, Advanced Distributed Computing: From Algorithms to Systems

Discovering the Primary Factors of Cancer from Health and Living Habit Questionnaires

DS '99 Proceedings of the Second International Conference on Discovery Science

Executing Query Packs in ILP

ILP '00 Proceedings of the 10th International Conference on Inductive Logic Programming

Parallel and Distributed Data Mining: An Introduction

Revised Papers from Large-Scale Parallel Data Mining, Workshop on Large-Scale Parallel KDD Systems, SIGKDD

Efficient Parallel Classification Using Dimensional Aggregates

Revised Papers from Large-Scale Parallel Data Mining, Workshop on Large-Scale Parallel KDD Systems, SIGKDD

Implementation and performance evaluation of dynamic scheduling for parallel decision tree generation

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

Data Mining and Knowledge Discovery in Databases: Implications for Scientific Databases

SSDBM '97 Proceedings of the Ninth International Conference on Scientific and Statistical Database Management

B-EM: a classifier incorporating bootstrap with EM approach for data mining

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

Data mining tasks and methods: scalability

Handbook of data mining and knowledge discovery

Data mining tasks and methods: parallel methods for scaling data mining algorithms to large data sets

Handbook of data mining and knowledge discovery

Machine learning

Handbook of data mining and knowledge discovery

DBMiner: a system for data mining in relational databases and data warehouses

CASCON '97 Proceedings of the 1997 conference of the Centre for Advanced Studies on Collaborative research

Scoring and ranking the data using association rules

Data mining, rough sets and granular computing

HOT: Heuristics for Oblique Trees

ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence

A Parallel Scalable Infrastructure for OLAP and Data Mining

IDEAS '99 Proceedings of the 1999 International Symposium on Database Engineering & Applications

ScalParC: A New Scalable and Efficient Parallel Classification Algorithm for Mining Large Datasets

IPPS '98 Proceedings of the 12th. International Parallel Processing Symposium on International Parallel Processing Symposium

References

Intelligent data analysis

References

Sourcebook of parallel computing

Efficient algorithms for decision tree cross-validation

The Journal of Machine Learning Research

Is random model better? On its accuracy and efficiency

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining

Prototype-based mining of numeric data streams

Proceedings of the 2003 ACM symposium on Applied computing

Efficient decision tree construction on streaming data

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

PaintingClass: interactive construction, visualization and exploration of decision trees

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

Scalability and efficiency in multi-relational data mining

ACM SIGKDD Explorations Newsletter

ART: A Hybrid Classification Model

Machine Learning

Top-Down Induction of Model Trees with Regression and Splitting Nodes

IEEE Transactions on Pattern Analysis and Machine Intelligence

JRV: an interactive tool for data mining visualization

ACM-SE 42 Proceedings of the 42nd annual Southeast regional conference

Approximated measures in construction of decision trees from large databases

Design and application of hybrid intelligent systems

Theory and application of cellular automata for pattern classification

Fundamenta Informaticae - Special issue on cellular automata

Order preserving encryption for numeric data

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

Compact Representation of Knowledge Bases in Inductive Logic Programming

Machine Learning

Online adaptive decision trees

Neural Computation

Building multi-way decision trees with numerical attributes

Information Sciences: an International Journal

Shared Memory Parallelization of Data Mining Algorithms: Techniques, Programming Interface, and Performance

IEEE Transactions on Knowledge and Data Engineering

Parallelizing a Defect Detection and Categorization Application

IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01

Using Octave to introduce programming to technical science students

ITiCSE '05 Proceedings of the 10th annual SIGCSE conference on Innovation and technology in computer science education

Hierarchical Decision Tree Induction in Distributed Genomic Databases

IEEE Transactions on Knowledge and Data Engineering

Automatic Subspace Clustering of High Dimensional Data

Data Mining and Knowledge Discovery

Incremental Learning of Linear Model Trees

Machine Learning

XRules: An effective algorithm for structural classification of XML data

Machine Learning

A scalable decision tree system and its application in pattern recognition and intrusion detection

Decision Support Systems

Data-partitioning using the Hilbert space filling curves: Effect on the speed of convergence of Fuzzy ARTMAP for large database problems

Neural Networks

Incorporating large unlabeled data to enhance EM classification

Journal of Intelligent Information Systems

Relaxing instance boundaries for the search of splitting points of numerical attributes in classification trees

Information Sciences: an International Journal

Pipelining of Fuzzy ARTMAP without matchtracking: Correctness, performance bound, and Beowulf evaluation

Neural Networks

A new approach to classification based on association rule mining

Decision Support Systems

Parallel univariate decision trees

Pattern Recognition Letters

Fast split selection method and its application in decision tree construction from large databases

International Journal of Hybrid Intelligent Systems - Hybrid Intelligence using rough sets

A co-evolving decision tree classification method

Expert Systems with Applications: An International Journal

Online Adaptive Decision Trees: Pattern Classification and Function Approximation

Neural Computation

Toward Exploratory Test-Instance-Centered Diagnosis in High-Dimensional Classification

IEEE Transactions on Knowledge and Data Engineering

Application of Decision-Tree Induction Techniques to Personalized Advertisements on Internet Storefronts

International Journal of Electronic Commerce

Middleware for data mining applications on clusters and grids

Journal of Parallel and Distributed Computing

Web usage mining with intentional browsing data

Expert Systems with Applications: An International Journal

Efficient design of neural network tree using a new splitting criterion

Neurocomputing

Decision trees for binary classification variables grow equally with the Gini impurity measure and Pearson's chi-square test

International Journal of Business Intelligence and Data Mining

RBFFCA: A Hybrid Pattern Classifier Using Radial Basis Function and Fuzzy Cellular Automata

Fundamenta Informaticae - Special issue on DLT'04

Mining typical patterns from databases

Information Sciences: an International Journal

Improving the performance of an incremental algorithm driven by error margins

Intelligent Data Analysis - Knowledge Discovery from Data Streams

An Efficient and Sensitive Decision Tree Approach to Mining Concept-Drifting Data Streams

Informatica

Towards Effective Visual Data Mining with Cooperative Approaches

Visual Data Mining

An Algorithm for Generating Classification Rules Based on Extended Function Dependency

ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007

An Incremental Fuzzy Decision Tree Classification Method for Mining Data Streams

MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition

Entropy-based associative classification algorithm for mining manufacturing data

International Journal of Computer Integrated Manufacturing

Blind paraunitary equalization

Signal Processing

A New Incremental Algorithm for Induction of Multivariate Decision Trees for Large Datasets

IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning

Huge Data Mining Based on Rough Set Theory and Granular Computing

WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03

Constructing a decision tree from data with hierarchical class labels

Expert Systems with Applications: An International Journal

Moving towards efficient decision tree construction

Information Sciences: an International Journal

Simplify Multi-valued Decision Trees

ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence

Fuzzifying Gini Index based decision trees

Expert Systems with Applications: An International Journal

Detecting outlying properties of exceptional objects

ACM Transactions on Database Systems (TODS)

Effective temporal data classification by integrating sequential pattern mining and probabilistic induction

Expert Systems with Applications: An International Journal

An empirical determination of samples for decision trees

AIKED'09 Proceedings of the 8th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases

New ensemble methods for evolving data streams

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

Intelligent file scoring system for malware detection from the gray list

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

An effective sampling method for decision trees considering comprehensibility and accuracy

WSEAS Transactions on Computers

Query by output

Proceedings of the 2009 ACM SIGMOD International Conference on Management of data

On the optimality of probability estimation by random decision trees

AAAI'04 Proceedings of the 19th national conference on Artifical intelligence

A fast decision tree learning algorithm

AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1

Improving the efficiency of inductive logic programming through the use of query packs

Journal of Artificial Intelligence Research

Sampling scheme for better RBF network

Proceedings of the 2009 International Conference on Hybrid Information Technology

PLANET: massively parallel learning of tree ensembles with MapReduce

Proceedings of the VLDB Endowment

MMDT: a multi-valued and multi-labeled decision tree classifier for data mining

Expert Systems with Applications: An International Journal

Adaptive Stream Mining: Pattern Learning and Mining from Evolving Data Streams

Proceedings of the 2010 conference on Adaptive Stream Mining: Pattern Learning and Mining from Evolving Data Streams

Comparing the computational complexity and accuracy of classification algorithms

Proceedings of the International Conference and Workshop on Emerging Trends in Technology

A Streaming Parallel Decision Tree Algorithm

The Journal of Machine Learning Research

Statistics based predictive geo-spatial data mining: forest fire hazardous area mapping application

APWeb'03 Proceedings of the 5th Asia-Pacific web conference on Web technologies and applications

High performance data mining

VECPAR'02 Proceedings of the 5th international conference on High performance computing for computational science

A new fuzzy decision tree classification method for mining high-speed data streams based on binary search trees

FAW'07 Proceedings of the 1st annual international conference on Frontiers in algorithmics

Database implementation of a model-free classifier

ADBIS'07 Proceedings of the 11th East European conference on Advances in databases and information systems

A new decision tree classification method for mining high-speed data streams based on threaded binary search trees

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

Quick knowledge reduction based on divide and conquer method in huge data sets

PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence

BOAI: fast alternating decision tree induction based on bottom-up evaluation

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining

A new node splitting measure for decision tree construction

Pattern Recognition

Modeling of network computing systems for decision tree induction tasks

IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning

Chronic hepatitis and cirrhosis classification using SNP data, decision tree and decision rule

ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part III

CIMDS: adapting postprocessing techniques of associative classification for malware detection

IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews

Hierarchical associative classifier (HAC) for malware detection from the large and imbalanced gray list

Journal of Intelligent Information Systems

Hierarchical fuzzy clustering decision tree for classifying recipes of ion implanter

Expert Systems with Applications: An International Journal

A granular agent evolutionary algorithm for classification

Applied Soft Computing

Improving the performance of minor class in decision tree using duplicating instances

AIKED'11 Proceedings of the 10th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases

Krimp: mining itemsets that compress

Data Mining and Knowledge Discovery

Design classification algorithm in data mining prototype system and application in unit's bidding ability of electricity market

AEE'06 Proceedings of the 5th WSEAS international conference on Applications of electrical engineering

Intrusion detection and response system generator: using transferred belief model

AEE'05 Proceedings of the 4th WSEAS international conference on Applications of electrical engineering

Ozone day prediction with radial basis function networks

ICS'10 Proceedings of the 14th WSEAS international conference on Systems: part of the 14th WSEAS CSCC multiconference - Volume II

DRFE: dynamic recursive feature elimination for gene identification based on random forest

ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III

Network regression with predictive clustering trees

ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III

Fuzzy ID3 algorithm based on generating Hartley measure

WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II

Global and local spatial autocorrelation in predictive clustering trees

DS'11 Proceedings of the 14th international conference on Discovery science

Feature elimination approach based on random forest for cancer diagnosis

MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence

Using reliable short rules to avoid unnecessary tests in decision trees

MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence

A decision tree using CUDA GPUs

Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services

Development of a grid service for scalable decision tree construction from grid databases

PPAM'05 Proceedings of the 6th international conference on Parallel Processing and Applied Mathematics

Two credit scoring models based on dual strategy ensemble trees

Knowledge-Based Systems

Development of a soldering quality classifier system using a hybrid data mining approach

Expert Systems with Applications: An International Journal

An intelligent model for the classification of children's occupational therapy problems

Expert Systems with Applications: An International Journal

An evolutionary and attribute-oriented ensemble classifier

ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part II

Incremental classification rules based on association rules using formal concept analysis

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

A comprehensively sized decision tree generation method for interactive data mining of very large databases

ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications

Mathematical analysis of classifying convex clusters based on support functionals

ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications

Multivariate decision trees using different splitting attribute subsets for large datasets

AI'10 Proceedings of the 23rd Canadian conference on Advances in Artificial Intelligence

Approximate boolean reasoning: foundations and applications in data mining

Transactions on Rough Sets V

Scalable random forests for massive data

PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I

RBFFCA: A Hybrid Pattern Classifier Using Radial Basis Function and Fuzzy Cellular Automata

Fundamenta Informaticae - Special issue on DLT'04

Theory and Application of Cellular Automata For Pattern Classification

Fundamenta Informaticae - Cellular Automata

Fuzzy binary decision tree for biometric based personal authentication

Neurocomputing

Improved decision tree induction: Prioritized Height Balanced tree with entropy to find hidden rules

Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology

HC-CART: A parallel system implementation of data mining classification and regression tree (CART) algorithm on a multi-FPGA system

ACM Transactions on Architecture and Code Optimization (TACO) - Special Issue on High-Performance Embedded Architectures and Compilers

Decision trees: a recent overview

Artificial Intelligence Review

A survey on concept drift adaptation

ACM Computing Surveys (CSUR)

Misleading Generalized Itemset discovery

Expert Systems with Applications: An International Journal

Software quality assessment using a multi-strategy classifier

Information Sciences: an International Journal

Building fast decision trees from large training sets

Intelligent Data Analysis

A hybrid decision tree classifier

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology