Communications of the ACM - Special issue on parallelism
A massively parallel architecture for a self-organizing neural pattern recognition machine
Computer Vision, Graphics, and Image Processing
Unknown attribute values in induction
Proceedings of the sixth international workshop on Machine learning
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations
Instance-Based Learning Algorithms
Machine Learning
A Nearest Hyperrectangle Learning Method
Machine Learning
Using local models to control movement
Advances in neural information processing systems 2
Selecting typical instances in instance-based learning
ML92 Proceedings of the ninth international workshop on Machine learning
Tolerating noisy, irrelevant and novel attributes in instance-based learning algorithms
International Journal of Man-Machine Studies - Special issue: symbolic problem solving in noisy and novel task environments
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
Artificial Intelligence Review - Special issue on lazy learning
Discretisation in Lazy Learning Algorithms
Artificial Intelligence Review - Special issue on lazy learning
Advanced Methods in Neural Computing
Advanced Methods in Neural Computing
Exploiting Context When Learning to Classify
ECML '93 Proceedings of the European Conference on Machine Learning
Using k-d Trees to Improve the Retrieval Step in Case-Based Reasoning
EWCBR '93 Selected papers from the First European Workshop on Topics in Case-Based Reasoning
A Worst-Case Analysis of Nearest Neighbor Searching by Projection
Proceedings of the 7th Colloquium on Automata, Languages and Programming
Finding Prototypes For Nearest Neighbor Classifiers
IEEE Transactions on Computers
Rule induction and instance-based learning a unified approach
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Multiresolution instance-based learning
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Data Compression and Local Metrics for Nearest Neighbor Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
ACM Computing Surveys (CSUR)
Reduction Techniques for Instance-BasedLearning Algorithms
Machine Learning
Neural Networks in Non-Euclidean Spaces
Neural Processing Letters
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
The Supervised Network Self-Organizing Map for Classification of Large Data Sets
Applied Intelligence
A mixed measure of content on the set of real numbers
Journal of Computational and Applied Mathematics
Dynamic Discretization of Continuous Values from Time Series
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Non-parametric Nearest Neighbor with Local Adaptation
EPIA '01 Proceedings of the10th Portuguese Conference on Artificial Intelligence on Progress in Artificial Intelligence, Knowledge Extraction, Multi-agent Systems, Logic Programming and Constraint Solving
Tools and Techniques for Measuring and Improving Grid Performance
IWDC '02 Proceedings of the 4th International Workshop on Distributed Computing, Mobile and Wireless Computing
Content-Based Similarity Assessment in Multi-segmented Medical Image Data Bases
MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition
Improving Dissimilarity Functions with Domain Knowledge, Applications with IKBS System
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Multi-modal Reasoning in Diabetic Patient Management
AIMDM '99 Proceedings of the Joint European Conference on Artificial Intelligence in Medicine and Medical Decision Making
Improved Techniques for an Iris Recognition System with High Performance
AI '01 Proceedings of the 14th Australian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Genetic Algorithms to Optimise CBR Retrieval
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Partial Orders and Indifference Relations: Being Purposefully Vague in Case-Based Retrieval
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Evaluating a Multi-modal Reasoning Sytem in Diabetes Care
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Improving Case Representation and Case Base Maintenance in Recommender Agents
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Inductive Learning for Case-Based Diagnosis with Multiple Faults
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
ITR: A Case-Based Travel Advisory System
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Integrating Rule-Based and Case-Based Decision Making in Diabetic Patient Management
ICCBR '99 Proceedings of the Third International Conference on Case-Based Reasoning and Development
IDEAL '02 Proceedings of the Third International Conference on Intelligent Data Engineering and Automated Learning
Hierarchical Clustering of Female Urinary Incontinence - Data Having Noise and Outliers
ISMDA '01 Proceedings of the Second International Symposium on Medical Data Analysis
Refining the Knowledge Base 0f an Otoneurological Expert System
ISMDA '01 Proceedings of the Second International Symposium on Medical Data Analysis
Approximation Spaces in Extensions of Rough Set Theory
RSCTC '98 Proceedings of the First International Conference on Rough Sets and Current Trends in Computing
Generalised RBF Networks Trained Using an IBL Algorithm for Mining Symbolic Data
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Selecting a Relevant Set of Examples to Learn IE-Rules
Proceedings of the 14th International conference on Industrial and engineering applications of artificial intelligence and expert systems: engineering of intelligent systems
Generation of Similarity Measures from Different Sources
Proceedings of the 14th International conference on Industrial and engineering applications of artificial intelligence and expert systems: engineering of intelligent systems
From Theoretical Learnability to Statistical Measures of the Learnable
IDA '99 Proceedings of the Third International Symposium on Advances in Intelligent Data Analysis
Probability Based Metrics for Nearest Neighbor Classification and Case-Based Reasoning
ICCBR '99 Proceedings of the Third International Conference on Case-Based Reasoning and Development
Data mining tasks and methods: Classification: nearest-neighbor approaches
Handbook of data mining and knowledge discovery
Improving similarity measures of histograms using smoothing projections
Pattern Recognition Letters
Exemplar-Based Prototype Selection for a Multi-Strategy Learning System
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Clustering and its validation in a symbolic framework
Pattern Recognition Letters
Stopping criterion for boosting based data reduction techniques: from binary to multiclass problem
The Journal of Machine Learning Research
Possibilistic instance-based learning
Artificial Intelligence - Special issue: Fuzzy set and possibility theory-based methods in artificial intelligence
Supervised learning by means of accuracy-aware evolutionary algorithms
Information Sciences: an International Journal - Special issue: Evolutionary computation
Learning rules for information extraction
Natural Language Engineering
Retrieval strategies for case-based reasoning: a categorised bibliography
The Knowledge Engineering Review
Scoring Levels of Categorical Variables with Heterogeneous Data
IEEE Intelligent Systems
Supporting travel decision making through personalized recommendation
Designing personalized user experiences in eCommerce
A Framework for the Initialization of Student Models in Web-based Intelligent Tutoring Systems
User Modeling and User-Adapted Interaction
A database clustering methodology and tool
Information Sciences—Informatics and Computer Science: An International Journal
Accelerating approximate similarity queries using genetic algorithms
Proceedings of the 2005 ACM symposium on Applied computing
Nearest Neighbors by Neighborhood Counting
IEEE Transactions on Pattern Analysis and Machine Intelligence
An intelligent diagnosis system handling multiple disorders
Intelligent information processing II
An RCE-based Associative Memory with Application to Human Face Recognition
Neural Processing Letters
Benchmarking k-nearest neighbour imputation with homogeneous Likert data
Empirical Software Engineering
Editorial: Identity fusion in unsupervised environments
Information Fusion
Prototype selection for dissimilarity-based classifiers
Pattern Recognition
Feature selection algorithm for mixed data with both nominal and continuous features
Pattern Recognition Letters
Fast communication: Unsupervised data reduction
Signal Processing
Efficient Response Time Predictions by Exploiting Application and Resource State Similarities
GRID '05 Proceedings of the 6th IEEE/ACM International Workshop on Grid Computing
Mining performance data for metascheduling decision support in the grid
Future Generation Computer Systems - Special section: Data mining in grid computing environments
A fuzzy logic-based computational recognition-primed decision model
Information Sciences: an International Journal
The VLDB Journal — The International Journal on Very Large Data Bases
Modified Kernel functions by geodesic distance
EURASIP Journal on Applied Signal Processing
Weighted Instance Typicality Search (WITS): A nearest neighbor data reduction algorithm
Intelligent Data Analysis
Symbolic adaptive neuro-fuzzy inference for data mining of heterogenous data
Intelligent Data Analysis
Instance-based data reduction for improved identification of difficult small classes
Intelligent Data Analysis
Dynamic integration of classifiers for handling concept drift
Information Fusion
Expert Systems with Applications: An International Journal
Distance functions for categorical and mixed variables
Pattern Recognition Letters
Feature Extraction for Dynamic Integration of Classifiers
Fundamenta Informaticae
A version of the NGE model suitable for fuzzy domains
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Machine learning method for knowledge discovery experimented with otoneurological data
Computer Methods and Programs in Biomedicine
Incremental clustering of mixed data based on distance hierarchy
Expert Systems with Applications: An International Journal
Neighborhood rough set based heterogeneous feature subset selection
Information Sciences: an International Journal
Local distance-based classification
Knowledge-Based Systems
Fast Most Similar Neighbor Classifier for Mixed Data
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Probability Based Metrics for Locally Weighted Naive Bayes
CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Flexible Immune Network Recognition System for Mining Heterogeneous Data
ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Improved Accuracy by Relearning and Combining Distance Functions
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Prototype Selection Via Prototype Relevance
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
A Correlation-Based Distance Function for Nearest Neighbor Classification
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Selecting Features and Objects for Mixed and Incomplete Data
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Mixed-Integer Evolution Strategies with Dynamic Niching
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Case-Based Reasoning and the Statistical Challenges
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Comparing Distance Measures with Visual Methods
MICAI '08 Proceedings of the 7th Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence
Some issues about outlier detection in rough set theory
Expert Systems with Applications: An International Journal
A Study in Granular Computing: On Classifiers Induced from Granular Reflections of Data
Transactions on Rough Sets IX
Hybrid- and pseudo-distances in pattern recognition: medical applications
ICCOMP'08 Proceedings of the 12th WSEAS international conference on Computers
On metricity of two heterogeneous measures in the presence of missing values
Artificial Intelligence Review
Case-based adaptation for product formulation
International Journal of Computer Integrated Manufacturing
P2P case storage and retrieval with an unspecified ontology
Artificial Intelligence Review
Semi-supervised Learning with Multimodal Perturbation
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
Multidimensional data classification
ICAI'09 Proceedings of the 10th WSEAS international conference on Automation & information
Achieving Self-Healing in Autonomic Software Systems: a Case-Based Reasoning Approach
Proceedings of the 2005 conference on Self-Organization and Autonomic Informatics (I)
Comparison of Strategies Based on Evolutionary Computation for the Design of Similarity Functions
Proceedings of the 2005 conference on Artificial Intelligence Research and Development
Pattern Discovery in Melanoma Domain Using Partitional Clustering
Proceedings of the 2008 conference on Artificial Intelligence Research and Development: Proceedings of the 11th International Conference of the Catalan Association for Artificial Intelligence
EMORBFN: An Evolutionary Multiobjetive Optimization Algorithm for RBFN Design
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Utility-Based Repair of Inconsistent Requirements
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
Prototype selection based on sequential search
Intelligent Data Analysis
ICARIS '09 Proceedings of the 8th International Conference on Artificial Immune Systems
The Onion-Tree: Quick Indexing of Complex Data in the Main Memory
ADBIS '09 Proceedings of the 13th East European Conference on Advances in Databases and Information Systems
Journal of Artificial Intelligence Research
A flexible and robust similarity measure based on contextual probability
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Case-based retrieval to support the treatment of end stage renal failure patients
Artificial Intelligence in Medicine
Predicting the execution time of grid workflow applications through local learning
Proceedings of the Conference on High Performance Computing Networking, Storage and Analysis
Fast k most similar neighbor classifier for mixed data (tree k-MSN)
Pattern Recognition
Plausible repairs for inconsistent requirements
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
InstanceRank: Bringing order to datasets
Pattern Recognition Letters
Improving CBIR using feature extraction based on wavelet transform
Proceedings of the 14th Brazilian Symposium on Multimedia and the Web
Determining the number of real roots of polynomials through neural networks
Computers & Mathematics with Applications
Finding Small Consistent Subset for the Nearest Neighbor Classifier Based on Support Graphs
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Using Maximum Similarity Graphs to Edit Nearest Neighbor Classifiers
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Personalized user interfaces for product configuration
Proceedings of the 15th international conference on Intelligent user interfaces
A goal-related distance function on fuzzy partitions and its use in nearest neighbour classification
International Journal of Hybrid Intelligent Systems - Hybrid Fuzzy Models
An information retrieval approach to predicting meteorological data
International Journal of Modelling and Simulation
A six stage approach for the diagnosis of the Alzheimer's disease based on fMRI data
Journal of Biomedical Informatics
International Journal of Artificial Intelligence and Soft Computing
Experimental evaluation of an automatic parameter setting system
Expert Systems with Applications: An International Journal
Product recommendation with interactive query management and twofold similarity
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Empirical evaluation of the difficulty of finding a good value of k for the nearest neighbor
ICCS'03 Proceedings of the 2003 international conference on Computational science: PartII
Natural coding: a more efficient representation for evolutionary learning
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Using XCS to describe continuous-valued problem spaces
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Evolutionary approach to overcome initialization parameters in classification problems
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
A new learning method for single layer neural networks based on a regularized cost function
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
A similarity evaluation technique for cooperative problem solving with a group of agents
CIA'99 Proceedings of the 3rd international conference on Cooperative information agents III
Transformations of symbolic data for continuous data oriented models
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Developing concept representations
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
An unbalanced data classification model using hybrid sampling technique for fraud detection
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
Generalizing dissimilarity representations using feature lines
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Fast k most similar neighbor classifier for mixed data based on a tree structure
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Semi-supervised self-training for sentence subjectivity classification
Canadian AI'08 Proceedings of the Canadian Society for computational studies of intelligence, 21st conference on Advances in artificial intelligence
Ensembles of pre-processing techniques for noise detection in gene expression data
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Focusing solutions for data mining: analytical studies and experimental results in real-world domains
An Analysis of Traces from a Production MapReduce Cluster
CCGRID '10 Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing
Analysis of an evolutionary RBFN design algorithm, CO2RBFN, for imbalanced data sets
Pattern Recognition Letters
Artificial Intelligence in Medicine
Symbolic nearest mean classifiers
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Medical case retrieval from a committee of decision trees
IEEE Transactions on Information Technology in Biomedicine
Prototype-based management of business process exception cases
Applied Intelligence
ICDM'10 Proceedings of the 10th industrial conference on Advances in data mining: applications and theoretical aspects
Intrusion detection based on data mining
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
CODE: a data complexity framework for imbalanced datasets
PAKDD'09 Proceedings of the 13th Pacific-Asia international conference on Knowledge discovery and data mining: new frontiers in applied data mining
Preference generation for autonomous agents
MATES'10 Proceedings of the 8th German conference on Multiagent system technologies
Case-based polishing process planning with Fuzzy Set Theory
Journal of Intelligent Manufacturing
Automated constraint selection for semi-supervised clustering algorithm
CAEPIA'09 Proceedings of the Current topics in artificial intelligence, and 13th conference on Spanish association for artificial intelligence
Distance functions for matching in small samples
Computational Statistics & Data Analysis
IPADE: iterative prototype adjustment for nearest neighbor classification
IEEE Transactions on Neural Networks
Evolutionary selection of hyperrectangles in nested generalized exemplar learning
Applied Soft Computing
Energy-delay based provisioning for large datacenters: an energy-efficient and cost optimal approach
Proceedings of the 2nd ACM/SPEC International Conference on Performance engineering
eXiT*CBR: A framework for case-based medical diagnosis development and experimentation
Artificial Intelligence in Medicine
Natural Computing: an international journal
One Dependence Value Difference Metric
Knowledge-Based Systems
Prototype-based threshold rules
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Multi-objective genetic algorithm evaluation in feature selection
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Knowledge management improvement using GIS
MCBANTA'11 Proceedings of the 12th WSEAS international conference on Mathematics and computers in biology, business and acoustics
A new co-training-style random forest for computer aided diagnosis
Journal of Intelligent Information Systems
Instance-based classifiers applied to medical databases: Diagnosis and knowledge extraction
Artificial Intelligence in Medicine
Distributed learning with data reduction
Transactions on computational collective intelligence IV
DISC: data-intensive similarity measure for categorical data
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part I
Classification model for data streams based on similarity
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part I
New drift detection method for data streams
ICAIS'11 Proceedings of the Second international conference on Adaptive and intelligent systems
Rule learning for classification based on neighborhood covering reduction
Information Sciences: an International Journal
Coupled nominal similarity in unsupervised learning
Proceedings of the 20th ACM international conference on Information and knowledge management
Information Sciences: an International Journal
Using kNN model for automatic feature selection
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
A connectionist fuzzy case-based reasoning model
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
A nearest features classifier using a self-organizing map for memory base evaluation
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Dynamic integration with random forests
ECML'06 Proceedings of the 17th European conference on Machine Learning
Learning similarity measure of nominal features in CBR classifiers
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
Modified adaptive resonance theory network for mixed data based on distance hierarchy
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part IV
A measure for data set editing by ordered projections
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
A hybrid feature selection algorithm for the QSAR problem
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part I
Flexible method for a distance measure between communicative agents’ stored perceptions
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Hybrid system of case-based reasoning and neural network for symbolic features
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
A study on feature selection for toxicity prediction
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
A hierarchical approach to multimodal classification
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
New rank methods for reducing the size of the training set using the nearest neighbor rule
Pattern Recognition Letters
Using CBR to select solution strategies in constraint programming
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
How to combine CBR and RBR for diagnosing multiple medical disorder cases
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
CBE-Conveyor: a case-based reasoning system to assist engineers in designing conveyor systems
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Feature selection algorithm for data with both nominal and continuous features
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Data mining with scatter search
EUROCAST'05 Proceedings of the 10th international conference on Computer Aided Systems Theory
Using inductive rules in medical case-based reasoning system
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
PolarityRank: Finding an equilibrium between followers and contraries in a network
Information Processing and Management: an International Journal
Noisy data elimination using mutual k-nearest neighbor for classification mining
Journal of Systems and Software
A new approach of network intrusion detection using HVDM-Based SOM
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part III
Perceptual distance functions for similarity retrieval of medical images
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Unsupervised case memory organization: analysing computational time and soft computing capabilities
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
Case-based reasoning for autonomous service failure diagnosis and remediation in software systems
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
Analogy-based reasoning in classifier construction
Transactions on Rough Sets IV
Multimodal classification: case studies
Transactions on Rough Sets V
Selection of prototype rules: context searching via clustering
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
A simple artificial immune system (SAIS) for generating classifier systems
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
CBTV: visualising case bases for similarity measure design and selection
ICCBR'10 Proceedings of the 18th international conference on Case-Based Reasoning Research and Development
How bee-like agents support cultural heritage
ESOA'05 Proceedings of the Third international conference on Engineering Self-Organising Systems
Bayesian-based instance weighting techniques for instance-based learners
AIKED'12 Proceedings of the 11th WSEAS international conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Expert Systems with Applications: An International Journal
Identification of different types of minority class examples in imbalanced data
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Modifications of classification strategies in rule set based bagging for imbalanced data
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Inductive learning models with missing values
Mathematical and Computer Modelling: An International Journal
Neighborhood rough sets for dynamic data mining
International Journal of Intelligent Systems
An experimental comparison of real and artificial deception using a deception generation model
Decision Support Systems
NMGRS: Neighborhood-based multigranulation rough sets
International Journal of Approximate Reasoning
Feature Extraction for Dynamic Integration of Classifiers
Fundamenta Informaticae
Genetic algorithm for multidimensional scaling over mixed and incomplete data
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
InstanceRank based on borders for instance selection
Pattern Recognition
Optimizations of Rough Set Model
Fundamenta Informaticae
Ensemble approaches for regression: A survey
ACM Computing Surveys (CSUR)
BRACID: a comprehensive approach to learning rules from imbalanced data
Journal of Intelligent Information Systems
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Personalized diagnoses for inconsistent user requirements
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Feature Based Rule Learner in Noisy Environment Using Neighbourhood Rough Set Model
International Journal of Software Science and Computational Intelligence
Rule extraction from support vector machines based on consistent region covering reduction
Knowledge-Based Systems
Reference point transformation for visualisation
AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
Intelligent feature and instance selection to improve nearest neighbor classifiers
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
An Augmented Value Difference Measure
Pattern Recognition Letters
State-based predictions with self-correction on Enterprise Desktop Grid environments
Journal of Parallel and Distributed Computing
Information Sciences: an International Journal
ATISA: Adaptive Threshold-based Instance Selection Algorithm
Expert Systems with Applications: An International Journal
Engineering Applications of Artificial Intelligence
Optimising sum-of-squares measures for clustering multisets defined over a metric space
Discrete Applied Mathematics
Editorial: Modifications of the construction and voting mechanisms of the Random Forests Algorithm
Data & Knowledge Engineering
Missing values: how many can they be to preserve classification reliability?
Artificial Intelligence Review
Composite rough sets for dynamic data mining
Information Sciences: an International Journal
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects
Information Sciences: an International Journal
A similarity-based approach for data stream classification
Expert Systems with Applications: An International Journal
Specific-class distance measures for nominal attributes
AI Communications
Just-in-time adaptive similarity component analysis in nonstationary environments
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Hi-index | 0.01 |
Instance-based learning techniques typically handle continuous and linear input values well, but often do not handle nominal input attributes appropriately. The Value Difference Metric (VDM) was designed to find reasonable distance values between nominal attribute values, but it largely ignores continuous attributes, requiring discretization to map continuous values into nominal values. This paper proposes three new heterogeneous distance functions, called the Heterogeneous Value Difference Metric (HVDM), the Interpolated Value Difference Metric (IVDM), and the Windowed Value Difference Metric (WVDM). These new distance functions are designed to handle applications with nominal attributes, continuous attributes, or both. In experiments on 48 applications the new distance metrics achieve higher classification accuracy on average than three previous distance functions on those datasets that have both nominal and continuous attributes.