Effect of the x2 test on construction of ID3 decision trees
SAC '93 Proceedings of the 1993 ACM/SIGAPP symposium on Applied computing: states of the art and practice
Learning from examples with unspecified attribute values (extended abstract)
COLT '97 Proceedings of the tenth annual conference on Computational learning theory
Knowledge discovery preprocessing: determining record usability
ACM-SE 36 Proceedings of the 36th annual Southeast regional conference
Applying design patterns to decision tree learning system
SIGSOFT '98/FSE-6 Proceedings of the 6th ACM SIGSOFT international symposium on Foundations of software engineering
Postprocessing in machine learning and data mining
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
Learning missing values from summary constraints
ACM SIGKDD Explorations Newsletter
Conversational Case-Based Reasoning
Applied Intelligence
Interactive Case-Based Reasoning in Sequential Diagnosis
Applied Intelligence
Automatic Construction of Decision Trees from Data: A Multi-Disciplinary Survey
Data Mining and Knowledge Discovery
A Guide to the Literature on Learning Probabilistic Networks from Data
IEEE Transactions on Knowledge and Data Engineering
Generalized Version Space Learning Algorithm for Noisy and Uncertain Data
IEEE Transactions on Knowledge and Data Engineering
Learning cost-sensitive active classifiers
Artificial Intelligence
Systems for Knowledge Discovery in Databases
IEEE Transactions on Knowledge and Data Engineering
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
Modeling and Imputation of Large Incomplete Multidimensional Datasets
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Unknown Attribute Values Processing by Meta-learner
ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems
Incomplete Data Decomposition for Classification
TSCTC '02 Proceedings of the Third International Conference on Rough Sets and Current Trends in Computing
Ordered Estimation of Missing Values
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
Classifying Unseen Cases with Many Missing Values
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
Missing Value Estimation Based on Dynamic Attribute Selection
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Pre- and Post-processing in Machine Learning and Data Mining
Machine Learning and Its Applications, Advanced Lectures
Learning from examples with unspecified attribute values
Information and Computation
On decomposition for incomplete data
Fundamenta Informaticae
Meta-Learner for Unknown Attribute Values Processing: Dealing with Inconsistency of Meta-Databases
Journal of Intelligent Information Systems
Possibilistic instance-based learning
Artificial Intelligence - Special issue: Fuzzy set and possibility theory-based methods in artificial intelligence
On the Use of Conceptual Reconstruction for Mining Massively Incomplete Data Sets
IEEE Transactions on Knowledge and Data Engineering
A Grey-Based Nearest Neighbor Approach for Missing Attribute Value Prediction
Applied Intelligence
Lessons and Challenges from Mining Retail E-Commerce Data
Machine Learning
Class Noise vs. Attribute Noise: A Quantitative Study
Artificial Intelligence Review
Nearest neighbour approach in the least-squares data imputation algorithms
Information Sciences: an International Journal
Cost-Constrained Data Acquisition for Intelligent Data Preparation
IEEE Transactions on Knowledge and Data Engineering
"Missing Is Useful': Missing Values in Cost-Sensitive Decision Trees
IEEE Transactions on Knowledge and Data Engineering
Class noise vs. attribute noise: a quantitative study of their impacts
Artificial Intelligence Review
Data Mining and Knowledge Discovery
Incorporating large unlabeled data to enhance EM classification
Journal of Intelligent Information Systems
Inductive learning for international financial analysis: a layered approach
Journal of Management Information Systems - Special section: Research in integrating learning capabilities into information systems
The development of fuzzy decision trees in the framework of Axiomatic Fuzzy Set logic
Applied Soft Computing
Feature set decomposition for decision trees
Intelligent Data Analysis
Semi-parametric optimization for missing data imputation
Applied Intelligence
Towards efficient variables ordering for Bayesian networks classifier
Data & Knowledge Engineering
Combined association rules for dealing with missing values
Journal of Information Science
Missing values prediction with K2
Intelligent Data Analysis
From machine learning to knowledge discovery: Survey of preprocessing and postprocessing
Intelligent Data Analysis
Bayesian networks for imputation in classification problems
Journal of Intelligent Information Systems
An iterative refinement approach for data cleaning
Intelligent Data Analysis
Data analysis approaches of soft sets under incomplete information
Knowledge-Based Systems
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
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)
Missing or absent? A Question in Cost-sensitive Decision Tree
Proceedings of the 2006 conference on Advances in Intelligent IT: Active Media Technology 2006
Improved heterogeneous distance functions
Journal of Artificial Intelligence Research
Operations for learning with graphical models
Journal of Artificial Intelligence Research
minimizing dialog length in interactive case-based reasoning
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Don't care values in induction
Artificial Intelligence in Medicine
Nearest neighbours in least-squares data imputation algorithms with different missing patterns
Computational Statistics & Data Analysis
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Journal of Intelligent Information Systems
Missing data imputation by utilizing information within incomplete instances
Journal of Systems and Software
Towards the automatic design of decision tree induction algorithms
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Missing Data Imputation for Time-Frequency Representations of Audio Signals
Journal of Signal Processing Systems
CHASE2: rule based chase algorithm for information systems of type λ
AM'03 Proceedings of the Second international conference on Active Mining
Decision tree classifiers sensitive to heterogeneous costs
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
Evaluation of a probabilistic approach to classify incomplete objects using decision trees
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Inductive learning models with missing values
Mathematical and Computer Modelling: An International Journal
A hyper-heuristic evolutionary algorithm for automatically designing decision-tree algorithms
Proceedings of the 14th annual conference on Genetic and evolutionary computation
A Bayesian imputation method for a clustering genetic algorithm
Journal of Computational Methods in Sciences and Engineering
Nearest neighbor selection for iteratively kNN imputation
Journal of Systems and Software
On Decomposition for Incomplete Data
Fundamenta Informaticae
Rough-Set Reasoning About Uncertain Data
Fundamenta Informaticae
Information enhancement for data mining
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Software effort prediction: a hyper-heuristic decision-tree based approach
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Automatic design of decision-tree algorithms with evolutionary algorithms
Evolutionary Computation
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