Communications of the ACM - Special issue on parallelism
The multi-class metric problem in nearest neighbour discrimination rules
Pattern Recognition
Concept learning and heuristic classification in weak-theory domains
Artificial Intelligence
Computer systems that learn: classification and prediction methods from statistics, neural nets, machine learning, and expert systems
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
Iterative improvements of a nearest neighbor classifier
Neural Networks
Converting English text to speech: a machine learning approach
Converting English text to speech: a machine learning approach
Elements of information theory
Elements of information theory
Trading MIPS and memory for knowledge engineering
Communications of the ACM
A practical approach to feature selection
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
Neural Computation
Case-based reasoning
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
Estimating attributes: analysis and extensions of RELIEF
ECML-94 Proceedings of the European conference on machine learning on Machine Learning
Similarity metric learning for a variable-kernel classifier
Neural Computation
Machine learning, neural and statistical classification
Machine learning, neural and statistical classification
Artificial Intelligence Review - Special issue on lazy learning
Locally Weighted Learning for Control
Artificial Intelligence Review - Special issue on lazy learning
Control-Sensitive Feature Selection for Lazy Learners
Artificial Intelligence Review - Special issue on lazy learning
Numerical Recipes in C: The Art of Scientific Computing
Numerical Recipes in C: The Art of Scientific Computing
Incremental Induction of Decision Trees
Machine Learning
Explanation-Based Generalization: A Unifying View
Machine Learning
Machine Learning
Exploiting Context When Learning to Classify
ECML '93 Proceedings of the European Conference on Machine Learning
Efficient Pattern Recognition Using a New Transformation Distance
Advances in Neural Information Processing Systems 5, [NIPS Conference]
Learning a Local Similarity Metric for Case-Based Reasoning
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
A study of distance-based machine learning algorithms
A study of distance-based machine learning algorithms
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Journal of Artificial Intelligence Research
An automatic hierarchical image classification scheme
MULTIMEDIA '98 Proceedings of the sixth ACM international conference on Multimedia
Knowledge intensive exception spaces
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Data Compression and Local Metrics for Nearest Neighbor Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Reduction Techniques for Instance-BasedLearning Algorithms
Machine Learning
Proceedings of the ninth international conference on Information and knowledge management
Data filtering for automatic classification of rocks from reflectance spectra
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Selecting relevant instances for efficient and accurate collaborative filtering
Proceedings of the tenth international conference on Information and knowledge management
Conversational Case-Based Reasoning
Applied Intelligence
An Interactive Visualisation Tool for Case-Based Reasoners
Applied Intelligence
Relational Instance-Based Learning with Lists and Terms
Machine Learning
Diversity versus Quality in Classification Ensembles Based on Feature Selection
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Toward an Ecplanatory Similarity Measure for Nearest-Neighbor Classification
ECML '00 Proceedings of the 11th European Conference on Machine Learning
Are Case-Based Reasoning and Dissimilarity-Based Classification Two Sides of the Same Coin?
MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition
Centroid-Based Document Classification: Analysis and Experimental Results
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
An Approach to Aggregating Ensembles of Lazy Learners That Supports Explanation
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Efficient Similarity Determination and Case Construction Techniques for Case-Based Reasoning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Case Representation Issues for Case-Based Reasoning from Ensemble Research
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Deferring the Learning for Better Generalization in Radial Basis Neural Networks
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Text Categorization Using Weight Adjusted k-Nearest Neighbor Classification
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
Machine Learning and Its Applications, Advanced Lectures
Exploiting Sample-Data Distributions to Reduce the Cost of Nearest-Neighbor Searches with Kd-Trees
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
Effects of domain characteristics on instance-based learning algorithms
Theoretical Computer Science - Selected papers in honour of Setsuo Arikawa
Feature selection based on a modified fuzzy C-means algorithm with supervision
Information Sciences—Informatics and Computer Science: An International Journal
Data mining tasks and methods: Classification: nearest-neighbor approaches
Handbook of data mining and knowledge discovery
Feature Weighting in k-Means Clustering
Machine Learning
A comparative study for domain ontology guided feature extraction
ACSC '03 Proceedings of the 26th Australasian computer science conference - Volume 16
A Family of Delphi Components for Case-Based Reasoning
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Elicitation of user preferences for multi-attribute negotiation
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Using Reinforcement Learning for Similarity Assessment in Case-Based Systems
IEEE Intelligent Systems
Theoretical and Empirical Analysis of ReliefF and RReliefF
Machine Learning
Possibilistic instance-based learning
Artificial Intelligence - Special issue: Fuzzy set and possibility theory-based methods in artificial intelligence
Dimensionality Reduction in Automatic Knowledge Acquisition: A Simple Greedy Search Approach
IEEE Transactions on Knowledge and Data Engineering
Center-based indexing in vector and metric spaces
Fundamenta Informaticae
Retrieval strategies for case-based reasoning: a categorised bibliography
The Knowledge Engineering Review
Memory-based learning: using similarity for smoothing
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
Instance-Based Regression by Partitioning Feature Projections
Applied Intelligence
Multiagent Collaborative Learning for Distributed Business Systems
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
A Multiagent Approach for Logistics Performance Prediction Using Historical and Context Information
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3
Toward Global Optimization of Case-Based Reasoning Systems for Financial Forecasting
Applied Intelligence
Characterisation of a Novel Indexing Technique for Case-Based Reasoning
Artificial Intelligence Review
Linear-Time Wrappers to Identify Atypical Points: Two Subset Generation Methods
IEEE Transactions on Knowledge and Data Engineering
Formulating context-dependent similarity functions
Proceedings of the 13th annual ACM international conference on Multimedia
Genetic algorithms for feature relevance assignment in memory-based language processing
ConLL '00 Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning - Volume 7
Computers and Operations Research
MACLAW: A modular approach for clustering with local attribute weighting
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
Learning adaptation knowledge to improve case-based reasoning
Artificial Intelligence
Intelligent index selection for case-based reasoning
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Pattern Recognition Letters
A decision tree-based attribute weighting filter for naive Bayes
Knowledge-Based Systems
Artificial Intelligence in Medicine
Credible Case-Based Inference Using Similarity Profiles
IEEE Transactions on Knowledge and Data Engineering
Iterative RELIEF for Feature Weighting: Algorithms, Theories, and Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
An integrated approach to bioprocess recipe design
Integrated Computer-Aided Engineering
Automatic hierarchical color image classification
EURASIP Journal on Applied Signal Processing
Setting attribute weights for k-NN based binary classification via quadratic programming
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
Comparison between two coevolutionary feature weighting algorithms in clustering
Pattern Recognition
Using genetic feature selection for improving cyber attack detection rate
ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology
Machine learning: a review of classification and combining techniques
Artificial Intelligence Review
LRBNN: A Lazy Radial Basis Neural Network model
AI Communications
Consistency measures for feature selection
Journal of Intelligent Information Systems
Developing a feature weight self-adjustment mechanism for a K-means clustering algorithm
Computational Statistics & Data Analysis
Hybrid machine learning to improve predictive performance
ACC'08 Proceedings of the WSEAS International Conference on Applied Computing Conference
Stable Relief in feature weighting
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
Locally Adaptive Neighborhood Selection for Collaborative Filtering Recommendations
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Some Progress of Supervised Learning
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Case-Based Reasoning and the Statistical Challenges
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
Expert Systems with Applications: An International Journal
Global optimization of case-based reasoning for breast cytology diagnosis
Expert Systems with Applications: An International Journal
BNS feature scaling: an improved representation over tf-idf for svm text classification
Proceedings of the 17th ACM conference on Information and knowledge management
Recognizing yield patterns through hybrid applications of machine learning techniques
Information Sciences: an International Journal
Hierarchical Classifiers for Complex Spatio-temporal Concepts
Transactions on Rough Sets IX
Supervised Machine Learning: A Review of Classification Techniques
Proceedings of the 2007 conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies
Do not forget: full memory in memory-based learning of word pronunciation
NeMLaP3/CoNLL '98 Proceedings of the Joint Conferences on New Methods in Language Processing and Computational Natural Language Learning
Learning from ambiguously labeled examples
Intelligent Data Analysis - Selected papers from IDA2005, Madrid, Spain
Proceedings of the 1st ACM SIGKDD Workshop on Knowledge Discovery from Uncertain Data
Dynamic refinement of feature weights using quantitative introspective learning
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
PEBM: a probabilistic exemplar based model
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
Cho-k-NN: a method for combining interacting pieces of evidence in case-based learning
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Partial and vague knowledge for similarity measures
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A proposed method of local feature-weighting to improve predictions of basic nearest neighbor rule
ASC '07 Proceedings of The Eleventh IASTED International Conference on Artificial Intelligence and Soft Computing
Nearest prototype classification of noisy data
Artificial Intelligence Review
Case-base maintenance by conceptual clustering of graphs
Engineering Applications of Artificial Intelligence
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
An approach to model building for accelerated cooling process using instance-based learning
Expert Systems with Applications: An International Journal
Classification of facial expressions using K-nearest neighbor classifier
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
Improving similarity assessment with entropy-based local weighting
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Efficient real time maintenance of retrieval knowledge in case-based reasoning
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
An iterative fuzzy prototype induction algorithm
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
A case-based evolutionary group decision support method for emergency response
PAISI'07 Proceedings of the 2007 Pacific Asia conference on Intelligence and security informatics
Learning user preferences for multi-attribute negotiation: an evolutionary approach
CEEMAS'03 Proceedings of the 3rd Central and Eastern European conference on Multi-agent systems
Feature analysis and classification of protein secondary structure data
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Weighted instance-based learning using representative intervals
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Generalized iterative RELIEF for supervised distance metric learning
Pattern Recognition
Data mining on multimedia data
Data mining on multimedia data
Intelligent location-based mobile news service system with automatic news summarization
Expert Systems with Applications: An International Journal
Subspace clustering of images using ant colony optimisation
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Preference generation for autonomous agents
MATES'10 Proceedings of the 8th German conference on Multiagent system technologies
Feature weighting for CPM-based context validation
EuroSSC'10 Proceedings of the 5th European conference on Smart sensing and context
Integrating case-based reasoning with an electronic patient record system
Artificial Intelligence in Medicine
Expert Systems with Applications: An International Journal
Improvements over adaptive local hyperplane to achieve better classification
ICDM'11 Proceedings of the 11th international conference on Advances in data mining: applications and theoretical aspects
Expert Systems with Applications: An International Journal
Kernel-based feature extraction under maximum margin criterion
Journal of Visual Communication and Image Representation
Hybrid genetic algorithms and case-based reasoning systems
CIS'04 Proceedings of the First international conference on Computational and Information Science
A connectionist fuzzy case-based reasoning model
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
Spectral Regression dimension reduction for multiple features facial image retrieval
International Journal of Biometrics
Feature-Weighted CBR with neural network for symbolic features
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
Predicting customer churn through interpersonal influence
Knowledge-Based Systems
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
Hybrid algorithms with instance-based classification
ECML'05 Proceedings of the 16th European conference on Machine Learning
Knowledge-Rich similarity-based classification
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
Expert Systems with Applications: An International Journal
Genetic algorithms for feature weighting: evolution vs. coevolution and darwin vs. lamarck
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
A coevolutionary approach for clustering with feature weighting application to image analysis
EC'05 Proceedings of the 3rd European conference on Applications of Evolutionary Computing
Analogy-based reasoning in classifier construction
Transactions on Rough Sets IV
Feature weighted minimum distance classifier with multi-class confidence estimation
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Analysis of feature weighting methods based on feature ranking methods for classification
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
A non-parametric method for data clustering with optimal variable weighting
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
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
Position Paper: A general framework for Dynamic Emulation Modelling in environmental problems
Environmental Modelling & Software
ICICA'11 Proceedings of the Second international conference on Information Computing and Applications
Ontology-Aided product classification: a nearest neighbour approach
ICCBR'11 Proceedings of the 19th international conference on Case-Based Reasoning Research and Development
Modulating Shape Features by Color Attention for Object Recognition
International Journal of Computer Vision
Feature selection and clustering in software quality prediction
EASE'07 Proceedings of the 11th international conference on Evaluation and Assessment in Software Engineering
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Parsimonious temporal aggregation
The VLDB Journal — The International Journal on Very Large Data Bases
An Ensemble Architecture for Learning Complex Problem-Solving Techniques from Demonstration
ACM Transactions on Intelligent Systems and Technology (TIST)
Center-Based Indexing in Vector and Metric Spaces
Fundamenta Informaticae
Time series classification by class-specific Mahalanobis distance measures
Advances in Data Analysis and Classification
On the evolutionary optimization of k-NN by label-dependent feature weighting
Pattern Recognition Letters
RPCA: a novel preprocessing method for PCA
Advances in Artificial Intelligence
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects
Information Sciences: an International Journal
Optimizing biodiversity prediction from abiotic parameters
Environmental Modelling & Software
Hybrid random subsample classifier ensemble for high dimensional data sets
International Journal of Hybrid Intelligent Systems
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Many lazy learning algorithms are derivatives of the k-nearestneighbor (k-NN) classifier, which uses a distance function togenerate predictions from stored instances. Several studies haveshown that k-NN‘s performance is highly sensitive to thedefinition of its distance function. Many k-NN variants have beenproposed to reduce this sensitivity by parameterizing the distancefunction with feature weights. However, these variants have not beencategorized nor empirically compared. This paper reviews a class ofweight-setting methods for lazy learning algorithms. We introduce aframework for distinguishing these methods and empirically comparethem. We observed four trends from our experiments and conductedfurther studies to highlight them. Our results suggest that methodswhich use performance feedback to assign weight settings demonstratedthree advantages over other methods: they require less pre-processing,perform better in the presence of interacting features, and generallyrequire less training data to learn good settings. We also found thatcontinuous weighting methods tend to outperform feature selectionalgorithms for tasks where some features are useful but less importantthan others.