Communications of the ACM
Fuzzy sets, uncertainty, and information
Fuzzy sets, uncertainty, and information
Learnability and the Vapnik-Chervonenkis dimension
Journal of the ACM (JACM)
A Nearest Hyperrectangle Learning Method
Machine Learning
Adaptive resonance theory with supervised learning and large database applications
Adaptive resonance theory with supervised learning and large database applications
C4.5: programs for machine learning
C4.5: programs for machine learning
Fuzzification of set inclusion: theory and applications
Fuzzy Sets and Systems
Information Sciences—Intelligent Systems: An International Journal
Case-based reasoning
Journal of the ACM (JACM)
An introduction to computational learning theory
An introduction to computational learning theory
Fuzzy Sets and Systems
Machine Learning
Unifying instance-based and rule-based induction
Machine Learning
Fuzzy engineering
Solving the multiple instance problem with axis-parallel rectangles
Artificial Intelligence
A neuro-fuzzy method to learn fuzzy classification rules from data
Fuzzy Sets and Systems - Special issue: application of neuro-fuzzy systems
On the analysis of indexing schemes
PODS '97 Proceedings of the sixteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
An overview of agent-oriented programming
Software agents
Representation and application of fuzzy numbers
Fuzzy Sets and Systems - Special issue: fuzzy arithmetic
Machine Learning - Special issue on the ninth annual conference on computational theory (COLT '96)
Subsethood measure: new definitions
Fuzzy Sets and Systems
Neuro-fuzzy systems for function approximation
Fuzzy Sets and Systems - Special issue on analytical and structural considerations in fuzzy modeling
Knowledge representation: logical, philosophical and computational foundations
Knowledge representation: logical, philosophical and computational foundations
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
ACM Computing Surveys (CSUR)
Inclusion grade and fuzzy implication operators
Fuzzy Sets and Systems
Fuzzy lattice neurocomputing (FLN) models
Neural Networks
Granular networks and granular computing
New learning paradigms in soft computing
Learning and decision-making in the framework of fuzzy lattices
New learning paradigms in soft computing
The Art of Computer Programming Volumes 1-3 Boxed Set
The Art of Computer Programming Volumes 1-3 Boxed Set
Formal Concept Analysis: Mathematical Foundations
Formal Concept Analysis: Mathematical Foundations
L-fuzzy lattices: an introduction
Fuzzy Sets and Systems
Compile-Time and Runtime Analysis of Active Behaviors
IEEE Transactions on Knowledge and Data Engineering
Clustering and Classification in Structured Data Domains Using Fuzzy Lattice Neurocomputing (FLN)
IEEE Transactions on Knowledge and Data Engineering
Learning Conjunctive Concepts in Structural Domains
Machine Learning
Machine Learning
A GA-based fuzzy modeling approach for generating TSK models
Fuzzy Sets and Systems - Modeling and control
Sinha-Dougherty approach to the fuzzification of set inclusion revisited
Fuzzy Sets and Systems - Implication operators
TAI '95 Proceedings of the Seventh International Conference on Tools with Artificial Intelligence
L-fuzzy valued inclusion measure, L-fuzzy similarity and L-fuzzy distance
Fuzzy Sets and Systems - Theme: Basic concepts
A Comparison of Word- and Sense-Based Text Categorization Using Several Classification Algorithms
Journal of Intelligent Information Systems
Associative morphological memories based on variations of the kernel and dual kernel methods
Neural Networks - 2003 Special issue: Advances in neural networks research — IJCNN'03
The Journal of Machine Learning Research
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Case base building with similarity relations
Information Sciences: an International Journal
Lattice Image Processing: A Unification of Morphological and Fuzzy Algebraic Systems
Journal of Mathematical Imaging and Vision
Towards a Unified Modeling and Knowledge-Representation based on Lattice Theory: Computational Intelligence and Soft Computing Applications (Studies in Computational Intelligence)
A new fuzzy clustering algorithm for optimally finding granular prototypes
International Journal of Approximate Reasoning
Reasoning under uncertainty with FIR methodology
International Journal of Approximate Reasoning
Lattice duality: The origin of probability and entropy
Neurocomputing
IEEE Transactions on Information Technology in Biomedicine
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Granular clustering: a granular signature of data
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A general axiomatic theory of intrinsically fuzzy mathematical morphologies
IEEE Transactions on Fuzzy Systems
Fuzzy neural network in case-based diagnostic system
IEEE Transactions on Fuzzy Systems
Learning in the framework of fuzzy lattices
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Fuzzy Systems
Interval type-2 fuzzy logic systems: theory and design
IEEE Transactions on Fuzzy Systems
Novel Fuzzy Inference System (FIS) Analysis and Design Based on Lattice Theory
IEEE Transactions on Fuzzy Systems
Fuzzy min-max neural networks -- Part 2: Clustering
IEEE Transactions on Fuzzy Systems
Nonlinear multiresolution signal decomposition schemes. I. Morphological pyramids
IEEE Transactions on Image Processing
Cascade ARTMAP: integrating neural computation and symbolic knowledge processing
IEEE Transactions on Neural Networks
Acquiring rule sets as a product of learning in a logical neural architecture
IEEE Transactions on Neural Networks
Fuzzy lattice neural network (FLNN): a hybrid model for learning
IEEE Transactions on Neural Networks
Generalization, discrimination, and multiple categorization using adaptive resonance theory
IEEE Transactions on Neural Networks
General fuzzy min-max neural network for clustering and classification
IEEE Transactions on Neural Networks
Extraction of rules from artificial neural networks for nonlinear regression
IEEE Transactions on Neural Networks
Subsethood-product fuzzy neural inference system (SuPFuNIS)
IEEE Transactions on Neural Networks
Lattice algebra approach to single-neuron computation
IEEE Transactions on Neural Networks
Fuzzy min-max neural networks. I. Classification
IEEE Transactions on Neural Networks
A retraining methodology for enhancing agent intelligence
Knowledge-Based Systems
Data mining for agent reasoning: A synergy for training intelligent agents
Engineering Applications of Artificial Intelligence
Decision trees as possibilistic classifiers
International Journal of Approximate Reasoning
Information Sciences: an International Journal
An introduction to morphological perceptrons with competitive learning
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Information Sciences: an International Journal
Data mining methods for quality assurance in an environmental monitoring network
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
A comparison of machine learning techniques for detection of drug target articles
Journal of Biomedical Informatics
FL-GrCCA: A granular computing classification algorithm based on fuzzy lattices
Computers & Mathematics with Applications
Removing web spam links from search engine results
Journal in Computer Virology
Information Sciences: an International Journal
Some remarks on the lattice of fuzzy intervals
Information Sciences: an International Journal
Evidence supporting measure of similarity for reducing the complexity in information fusion
Information Sciences: an International Journal
Fuzzy lattice classifier and its application to bearing fault diagnosis
Applied Soft Computing
Artificial Intelligence in Medicine
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part II
Fuzzy lattice reasoning for pattern classification using a new positive valuation function
Advances in Fuzzy Systems
Learning parsimonious dendritic classifiers
Neurocomputing
Evaluating data mining algorithms using molecular dynamics trajectories
International Journal of Data Mining and Bioinformatics
Quantale-based autoassociative memories with an application to the storage of color images
Pattern Recognition Letters
Measure method of fuzzy inclusion relation in granular computing
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
Multi-argument fuzzy measures on lattices of fuzzy sets
Knowledge-Based Systems
| Hi-index | 0.00 |
The fuzzy lattice reasoning (FLR) classifier is presented for inducing descriptive, decision-making knowledge (rules) in a mathematical lattice data domain including space R^N. Tunable generalization is possible based on non-linear (sigmoid) positive valuation functions; moreover, the FLR classifier can deal with missing data. Learning is carried out both incrementally and fast by computing disjunctions of join-lattice interval conjunctions, where a join-lattice interval conjunction corresponds to a hyperbox in R^N. Our testbed in this work concerns the problem of estimating ambient ozone concentration from both meteorological and air-pollutant measurements. The results compare favorably with results obtained by C4.5 decision trees, fuzzy-ART as well as back-propagation neural networks. Novelties and advantages of classifier FLR are detailed extensively and in comparison with related work from the literature.