Expert systems in law: The datalex project
ICAIL '87 Proceedings of the 1st international conference on Artificial intelligence and law
Fuzzy RuleNet: an artificial neural network model for fuzzy classification
SAC '94 Proceedings of the 1994 ACM symposium on Applied computing
SNNB: A Selective Neighborhood Based Naïve Bayes for Lazy Learning
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
The anatomy of a multimodal information filter
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
An association-based dissimilarity measure for categorical data
Pattern Recognition Letters
A local mean-based nonparametric classifier
Pattern Recognition Letters
Multi-class ROC analysis from a multi-objective optimisation perspective
Pattern Recognition Letters - Special issue: ROC analysis in pattern recognition
Pattern Recognition Letters
Improving nearest neighbor classification with cam weighted distance
Pattern Recognition
A clustering method based on multidimensional texture analysis
Pattern Recognition
A novel gray-based reduced NN classification method
Pattern Recognition
Prototype selection for dissimilarity-based classifiers
Pattern Recognition
Rapid and brief communication: Center-based nearest neighbor classifier
Pattern Recognition
Improving nearest neighbor rule with a simple adaptive distance measure
Pattern Recognition Letters
Predicting football results using Bayesian nets and other machine learning techniques
Knowledge-Based Systems
Web Semantics: Science, Services and Agents on the World Wide Web
Pattern Recognition Letters
A novel feature selection algorithm for text categorization
Expert Systems with Applications: An International Journal
Stochastic and syntactic techniques for predicting phrase breaks
Computer Speech and Language
Machine learning applied to quality management-A study in ship repair domain
Computers in Industry
Robust semiparametric mixing for detecting differentially expressed genes in microarray experiments
Computational Statistics & Data Analysis
GRAFT, a complete system for data fusion
Computational Statistics & Data Analysis
Robust fuzzy relational classifier incorporating the soft class labels
Pattern Recognition Letters
A multiview approach for intelligent data analysis based on data operators
Information Sciences: an International Journal
Dynamic training using multistage clustering for face recognition
Pattern Recognition
Expert Systems with Applications: An International Journal
Improved binary PSO for feature selection using gene expression data
Computational Biology and Chemistry
Multi-group support vector machines with measurement costs: A biobjective approach
Discrete Applied Mathematics
Statistical pattern recognition in remote sensing
Pattern Recognition
Cross-generation and cross-laboratory predictions of Affymetrix microarrays by rank-based methods
Journal of Biomedical Informatics
Locally linear reconstruction for instance-based learning
Pattern Recognition
On clustering tree structured data with categorical nature
Pattern Recognition
Local distance-based classification
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Electronic promotion to new customers using mkNN learning
Information Sciences: an International Journal
A graphical shopping interface based on product attributes
Decision Support Systems
Pseudo nearest neighbor rule for pattern classification
Expert Systems with Applications: An International Journal
A generalization of dissimilarity representations using feature lines and feature planes
Pattern Recognition Letters
Calling communities analysis and identification using machine learning techniques
Expert Systems with Applications: An International Journal
Fuzzy classification systems based on fuzzy information gain measures
Expert Systems with Applications: An International Journal
Feature selection for text classification with Naïve Bayes
Expert Systems with Applications: An International Journal
Integrating radial basis function networks with case-based reasoning for product design
Expert Systems with Applications: An International Journal
Particle swarm optimized multiple regression linear model for data classification
Applied Soft Computing
An algorithm for the recognition of levels of congestion in road traffic problems
Mathematics and Computers in Simulation
Bayesian classifiers based on kernel density estimation: Flexible classifiers
International Journal of Approximate Reasoning
Nonparametric classification based on local mean and class statistics
Expert Systems with Applications: An International Journal
Rough set based hybrid algorithm for text classification
Expert Systems with Applications: An International Journal
Loss and gain functions for CBR retrieval
Information Sciences: an International Journal
Feature selection using tabu search with long-term memories and probabilistic neural networks
Pattern Recognition Letters
Nearest neighbor editing aided by unlabeled data
Information Sciences: an International Journal
Linguistics and face recognition
Journal of Visual Languages and Computing
Feature selection based on loss-margin of nearest neighbor classification
Pattern Recognition
Rough-fuzzy weighted k-nearest leader classifier for large data sets
Pattern Recognition
A model-free ensemble method for class prediction with application to biomedical decision making
Artificial Intelligence in Medicine
Optimal feature selection for the assessment of vocal fold disorders
Computers in Biology and Medicine
Improving the performance of focused web crawlers
Data & Knowledge Engineering
Naïve possibilistic network classifiers
Fuzzy Sets and Systems
Evaluation of k-Nearest Neighbor classifier performance for direct marketing
Expert Systems with Applications: An International Journal
Learning a locality discriminating projection for classification
Knowledge-Based Systems
Embedded surface classification in digital sports
Pattern Recognition Letters
Computational Biology and Chemistry
On optimum choice of k in nearest neighbor classification
Computational Statistics & Data Analysis
Vectorial scale-based fuzzy-connected image segmentation
Computer Vision and Image Understanding
Proximal support vector machine using local information
Neurocomputing
Fast k most similar neighbor classifier for mixed data (tree k-MSN)
Pattern Recognition
Measuring effectiveness of a dynamic artificial neural network algorithm for classification problems
Expert Systems with Applications: An International Journal
Image and Vision Computing
Probably correct k-nearest neighbor search in high dimensions
Pattern Recognition
Markov random field approach to region extraction using Tabu Search
Journal of Visual Communication and Image Representation
Overlap pattern synthesis with an efficient nearest neighbor classifier
Pattern Recognition
Fast exact k nearest neighbors search using an orthogonal search tree
Pattern Recognition
A divide-and-conquer approach to the pairwise opposite class-nearest neighbor (POC-NN) algorithm
Pattern Recognition Letters
An efficient design of a nearest neighbor classifier for various-scale problems
Pattern Recognition Letters
Expert Systems with Applications: An International Journal
Discriminant analysis via support vectors
Neurocomputing
Similarity search and locality sensitive hashing using ternary content addressable memories
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Expert Systems with Applications: An International Journal
Creating diverse nearest-neighbour ensembles using simultaneous metaheuristic feature selection
Pattern Recognition Letters
Nearest neighbour group-based classification
Pattern Recognition
Quasi-supervised learning for biomedical data analysis
Pattern Recognition
Semi-supervised learning based on nearest neighbor rule and cut edges
Knowledge-Based Systems
A meta-heuristic approach for improving the accuracy in some classification algorithms
Computers and Operations Research
Chaotic maps based on binary particle swarm optimization for feature selection
Applied Soft Computing
A two-stage algorithm in evolutionary product unit neural networks for classification
Expert Systems with Applications: An International Journal
Edited AdaBoost by weighted kNN
Neurocomputing
Two-level hierarchical combination method for text classification
Expert Systems with Applications: An International Journal
Data clustering by minimizing disconnectivity
Information Sciences: an International Journal
A multi-stage automatic arrhythmia recognition and classification system
Computers in Biology and Medicine
Identifying user preferences with Wrapper-based Decision Trees
Expert Systems with Applications: An International Journal
Multi-criteria ABC analysis using artificial-intelligence-based classification techniques
Expert Systems with Applications: An International Journal
Introducing attribute risk for retrieval in case-based reasoning
Knowledge-Based Systems
Rough set and ensemble learning based semi-supervised algorithm for text classification
Expert Systems with Applications: An International Journal
A new dataset evaluation method based on category overlap
Computers in Biology and Medicine
A novel fault diagnosis system using pattern classification on kernel FDA subspace
Expert Systems with Applications: An International Journal
Robust multiple cardiac arrhythmia detection through bispectrum analysis
Expert Systems with Applications: An International Journal
Tensor-based locally maximum margin classifier for image and video classification
Computer Vision and Image Understanding
Evolutionary selection of hyperrectangles in nested generalized exemplar learning
Applied Soft Computing
Personalized mode transductive spanning SVM classification tree
Information Sciences: an International Journal
Neurocomputing
A web search-centric approach to recommender systems with URLs as minimal user contexts
Journal of Systems and Software
Expert Systems with Applications: An International Journal
A machine learning approach to classify vigilance states in rats
Expert Systems with Applications: An International Journal
A hybrid feature selection method for DNA microarray data
Computers in Biology and Medicine
A novel self-organizing map (SOM) neural network for discrete groups of data clustering
Applied Soft Computing
Class-dependent projection based method for text categorization
Pattern Recognition Letters
Comparisons of classification methods in the original and pattern spaces
Expert Systems with Applications: An International Journal
Improved binary particle swarm optimization using catfish effect for feature selection
Expert Systems with Applications: An International Journal
Gene selection and classification using Taguchi chaotic binary particle swarm optimization
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
Evolutionary-based selection of generalized instances for imbalanced classification
Knowledge-Based Systems
Engineering Applications of Artificial Intelligence
Robust fuzzy rough classifiers
Fuzzy Sets and Systems
Distance metrics for high dimensional nearest neighborhood recovery: Compression and normalization
Information Sciences: an International Journal
Voting based extreme learning machine
Information Sciences: an International Journal
Evolving linear transformations with a rotation-angles/scaling representation
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
Pattern Recognition Letters
Using OVA modeling to improve classification performance for large datasets
Expert Systems with Applications: An International Journal
Geometrically local embedding in manifolds for dimension reduction
Pattern Recognition
Leveraging k-NN for generic classification boosting
Neurocomputing
Feature extraction for ECG heartbeats using higher order statistics of WPD coefficients
Computer Methods and Programs in Biomedicine
Cluster-based adaptive metric classification
Neurocomputing
Using machine learning to predict catastrophes in dynamical systems
Journal of Computational and Applied Mathematics
New rank methods for reducing the size of the training set using the nearest neighbor rule
Pattern Recognition Letters
Recognition of sleep patterns using a bed pressure mat
Proceedings of the 4th International Conference on PErvasive Technologies Related to Assistive Environments
On hybrid classification using model assisted posterior estimates
Pattern Recognition
Expert Systems with Applications: An International Journal
Microprocessors & Microsystems
Noisy data elimination using mutual k-nearest neighbor for classification mining
Journal of Systems and Software
Selective voting in convex-hull ensembles improves classification accuracy
Artificial Intelligence in Medicine
Nearest-neighbor-based approach to time-series classification
Decision Support Systems
Directed enumeration method in image recognition
Pattern Recognition
A probabilistic approach for semi-supervised nearest neighbor classification
Pattern Recognition Letters
Information Processing and Management: an International Journal
Test-data volume optimization for diagnosis
Proceedings of the 49th Annual Design Automation Conference
Improving the speed and stability of the k-nearest neighbors method
Pattern Recognition Letters
Artificial Intelligence in Medicine
A quantitative evaluation of techniques for detection of abnormal change events in blogs.
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Application of global optimization methods to model and feature selection
Pattern Recognition
Novel Fisher discriminant classifiers
Pattern Recognition
Mathematical and Computer Modelling: An International Journal
Class proximity measures - Dissimilarity-based classification and display of high-dimensional data
Journal of Biomedical Informatics
K Nearest Neighbor Equality: Giving equal chance to all existing classes
Information Sciences: an International Journal
A multiclass, k-NN approach to Bayes risk estimation
Pattern Recognition Letters
Time---domain non-linear feature parameter for consonant classification
International Journal of Speech Technology
Attribute reduction of data with error ranges and test costs
Information Sciences: an International Journal
An empirical study about the effectiveness of debugging when random test cases are used
Proceedings of the 34th International Conference on Software Engineering
Component-based global k-NN classifier for small sample size problems
Pattern Recognition Letters
A noise-detection based AdaBoost algorithm for mislabeled data
Pattern Recognition
Low-cost model selection for SVMs using local features
Engineering Applications of Artificial Intelligence
An affine invariant k-nearest neighbor regression estimate
Journal of Multivariate Analysis
Expert Systems with Applications: An International Journal
Nearest neighbor selection for iteratively kNN imputation
Journal of Systems and Software
Perceptual relativity-based local hyperplane classification
Neurocomputing
Segmenting multiple sclerosis lesions using a spatially constrained k-nearest neighbour approach
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
Cellular automata based nearest neighbour rule condensation
International Journal of Computer Applications in Technology
A Novel Method to Select Informative SNPs and Their Application in Genetic Association Studies
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
BINER: BINary search based efficient regression
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Discriminant subspace learning based on support vectors machines
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Some Symmetry Based Classifiers
Fundamenta Informaticae
Aggregation Pheromone Density Based Pattern Classification
Fundamenta Informaticae
Decision Support Systems
Robust re-identification using randomness and statistical learning: Quo vadis
Pattern Recognition Letters
Satisfiability of Formulas from the Standpoint of Object Classification: The RST Approach
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Instant degradation of anonymity in low-latency anonymisation systems
AIMS'12 Proceedings of the 6th IFIP WG 6.6 international autonomous infrastructure, management, and security conference on Dependable Networks and Services
SISAP'12 Proceedings of the 5th international conference on Similarity Search and Applications
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Parallel k-most similar neighbor classifier for mixed data
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Modified reducts and their processing for nearest neighbor classification
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Nearest neighbor classifier generalization through spatially constrained filters
Pattern Recognition
InstanceRank based on borders for instance selection
Pattern Recognition
Review: Supervised classification and mathematical optimization
Computers and Operations Research
Expert Systems with Applications: An International Journal
Detecting Irrelevant Subtrees to Improve Probabilistic Learning from Tree-structured Data
Fundamenta Informaticae - Advances in Mining Graphs, Trees and Sequences
Center-Based Indexing in Vector and Metric Spaces
Fundamenta Informaticae
RIONA: A New Classification System Combining Rule Induction and Instance-Based Learning
Fundamenta Informaticae
Data stream classification with artificial endocrine system
Applied Intelligence
CTOD: collaborative tree-based outlier detection in wireless sensor networks
Proceedings of the 10th ACM international symposium on Mobility management and wireless access
Online speedup learning for optimal planning
Journal of Artificial Intelligence Research
Analyzing patient records to establish if and when a patient suffered from a medical condition
BioNLP '12 Proceedings of the 2012 Workshop on Biomedical Natural Language Processing
Efficient distributed data condensation for nearest neighbor classification
Euro-Par'07 Proceedings of the 13th international Euro-Par conference on Parallel Processing
Artificial Intelligence in Medicine
A new belief-based K-nearest neighbor classification method
Pattern Recognition
Incorporating visualisation quality measures to curvilinear component analysis
Information Sciences: an International Journal
k nearest neighbor using ensemble clustering
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
Buy it - don't buy it: sentiment classification on amazon reviews using sentence polarity shift
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Q-Tree: automatic construction of hierarchical state representation for reinforcement learning
ICIRA'12 Proceedings of the 5th international conference on Intelligent Robotics and Applications - Volume Part III
MADAM: a multi-level anomaly detector for android malware
MMM-ACNS'12 Proceedings of the 6th international conference on Mathematical Methods, Models and Architectures for Computer Network Security: computer network security
Boosting nearest neighbors for the efficient estimation of posteriors
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Mirror descent for metric learning: a unified approach
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Accelerating Biomedical Data-Intensive Applications Using MapReduce
GRID '12 Proceedings of the 2012 ACM/IEEE 13th International Conference on Grid Computing
Text classification by aggregation of SVD eigenvectors
ADBIS'12 Proceedings of the 16th East European conference on Advances in Databases and Information Systems
Neural networks to predict earthquakes in Chile
Applied Soft Computing
A hybrid KNN-ant colony optimization algorithm for prototype selection
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
A simple genetic algorithm for biomarker mining
PRIB'12 Proceedings of the 7th IAPR international conference on Pattern Recognition in Bioinformatics
A comparative study of nonlinear manifold learning methods for cancer microarray data classification
Expert Systems with Applications: An International Journal
Face recognition via Weighted Sparse Representation
Journal of Visual Communication and Image Representation
Improving image distance metric learning by embedding semantic relations
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
An ensemble of decision cluster crotches for classification of high dimensional data
Knowledge-Based Systems
Shape description from generalized support functions
Pattern Recognition Letters
A Classifier to Detect Tumor Disease in MRI Brain Images
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Algorithm for segmentation of documents based on texture features
Pattern Recognition and Image Analysis
K-means clustering algorithm for multimedia applications with flexible HW/SW co-design
Journal of Systems Architecture: the EUROMICRO Journal
Coarse to fine K nearest neighbor classifier
Pattern Recognition Letters
Detecting inconsistencies in wrappers: a case study
Proceedings of the 2013 International Conference on Software Engineering
Better cross company defect prediction
Proceedings of the 10th Working Conference on Mining Software Repositories
A fuzzy classifier approach to estimating software quality
Information Sciences: an International Journal
FRPS: A Fuzzy Rough Prototype Selection method
Pattern Recognition
Proceedings of the 2013 9th Joint Meeting on Foundations of Software Engineering
Fast, Accurate Event Classification on Resource-Lean Embedded Sensors
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Multi-metric learning for multi-sensor fusion based classification
Information Fusion
Exploiting fisher and fukunaga-koontz transforms in chernoff dimensionality reduction
ACM Transactions on Knowledge Discovery from Data (TKDD)
Structure preserving non-negative matrix factorization for dimensionality reduction
Computer Vision and Image Understanding
Projected-prototype based classifier for text categorization
Knowledge-Based Systems
Human-virtual human interaction by upper body gesture understanding
Proceedings of the 19th ACM Symposium on Virtual Reality Software and Technology
Feature Extraction Based on Maximum Nearest Subspace Margin Criterion
Neural Processing Letters
INFORMS Journal on Computing
Launch hard or go home!: predicting the success of kickstarter campaigns
Proceedings of the first ACM conference on Online social networks
ATISA: Adaptive Threshold-based Instance Selection Algorithm
Expert Systems with Applications: An International Journal
When kids' toys breach mobile phone security
Proceedings of the 2013 ACM SIGSAC conference on Computer & communications security
A low-cost screening method for the detection of the carotid artery diseases
Knowledge-Based Systems
Computer-aided diagnosis of breast cancer based on fine needle biopsy microscopic images
Computers in Biology and Medicine
Development of a target recognition and following system for a field robot
Computers and Electronics in Agriculture
Positive-versus-Negative Classification for Model Aggregation in Predictive Data Mining
INFORMS Journal on Computing
Integrated instance- and class-based generative modeling for text classification
Proceedings of the 18th Australasian Document Computing Symposium
Engineering Applications of Artificial Intelligence
An automatic algorithm for the detection of Trypanosoma cruzi parasites in blood sample images
Computer Methods and Programs in Biomedicine
A hybrid intelligent data classification algorithm
International Journal of Wireless and Mobile Computing
Information Sciences: an International Journal
Cloud based intelligent system for delivering health care as a service
Computer Methods and Programs in Biomedicine
Range query processing on single and multi GPU environments
Computers and Electrical Engineering
Estimating mutual information for feature selection in the presence of label noise
Computational Statistics & Data Analysis
Information Sciences: an International Journal
Linear reconstruction measure steered nearest neighbor classification framework
Pattern Recognition
Alhazen and the nearest neighbor rule
Pattern Recognition Letters
Fuzzy nearest neighbor algorithms: Taxonomy, experimental analysis and prospects
Information Sciences: an International Journal
Optimizing biodiversity prediction from abiotic parameters
Environmental Modelling & Software
Sentiment classification: The contribution of ensemble learning
Decision Support Systems
IDS false alarm reduction using an instance selection KNN-memetic algorithm
International Journal of Metaheuristics
An ensemble-clustering-based distance metric and its applications
International Journal of Business Intelligence and Data Mining
A comparison between k-Optimum Path Forest and k-Nearest Neighbors supervised classifiers
Pattern Recognition Letters
Non-invasive analysis of sleep patterns via multimodal sensor input
Personal and Ubiquitous Computing
A Fast Multiclass Classification Algorithm Based on Cooperative Clustering
Neural Processing Letters
Identifying predictive hubs to condense the training set of $$k$$-nearest neighbour classifiers
Computational Statistics
Using temporal bursts for query modeling
Information Retrieval
Semi-supervised learning via sparse model
Neurocomputing
Pairwise FCM based feature weighting for improved classification of vertebral column disorders
Computers in Biology and Medicine
A similarity-based approach for data stream classification
Expert Systems with Applications: An International Journal
The CART decision tree for mining data streams
Information Sciences: an International Journal
On the use of meta-learning for instance selection: An architecture and an experimental study
Information Sciences: an International Journal
Optimising operational costs using Soft Computing techniques
Integrated Computer-Aided Engineering
Lazy attribute selection: Choosing attributes at classification time
Intelligent Data Analysis
An improved algorithm for calculating fuzzy attribute reducts
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
A biological continuum based approach for efficient clinical classification
Journal of Biomedical Informatics
Hi-index | 754.89 |
The nearest neighbor decision rule assigns to an unclassified sample point the classification of the nearest of a set of previously classified points. This rule is independent of the underlying joint distribution on the sample points and their classifications, and hence the probability of errorRof such a rule must be at least as great as the Bayes probability of errorR^{ast}--the minimum probability of error over all decision rules taking underlying probability structure into account. However, in a large sample analysis, we will show in theM-category case thatR^{ast} leq R leq R^{ast}(2 --MR^{ast}/(M-1)), where these bounds are the tightest possible, for all suitably smooth underlying distributions. Thus for any number of categories, the probability of error of the nearest neighbor rule is bounded above by twice the Bayes probability of error. In this sense, it may be said that half the classification information in an infinite sample set is contained in the nearest neighbor.