Learning and Soft Computing: Support Vector Machines, Neural Networks, and Fuzzy Logic Models

Book reviews

intelligence

Fuzzified neural network based on fuzzy number operations

Fuzzy Sets and Systems - Fuzzy intervals

Comparisons of QP and LP Based Learning from Empirical Data

Proceedings of the 14th International conference on Industrial and engineering applications of artificial intelligence and expert systems: engineering of intelligent systems

RBF neural networks for classification using new Kernel functions

Neural, Parallel & Scientific Computations - Special issue: Advances in intelligent systems and applications

An efficient gradient-based learning algorithm applied to neural networks with selective actuation neurons

Neural, Parallel & Scientific Computations

Development of the probabilistic neural network-cubic least squares mapping (PNN-LSM3) classifier to assess carotid plaque's risk

Pattern Recognition Letters

Review of "Learning Kernel Classifiers: Theory and Algorithms by Ralf Herbrich." MIT Press, Cambridge, Mass., 2002. ISBN 026208306X, 384 pages; and Review of "Learning with Kernels: Support Vector Machines, Regularization Optimization and Beyond by Bernhard Scholkopf and Alexander J. Smola." IT Press, Cambridge, Mass., 2002, ISBN 0262194759, 644 pages.

ACM SIGACT News

Artificial neural networks to classify mean shifts from multivariate χ2 chart signals

Computers and Industrial Engineering

Evolutionary strategies for multi-scale radial basis function kernels in support vector machines

GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation

A framework for linguistic relevance feedback in content-based image retrieval using fuzzy logic

Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Dealing with uncertainty in data mining and information extraction

Software reliability forecasting by support vector machines with simulated annealing algorithms

Journal of Systems and Software

Rule-Based Learning Systems for Support Vector Machines

Neural Processing Letters

Computational Intelligence: Concepts to Implementations

Computational Intelligence: Concepts to Implementations

Cognitive high level information fusion

Information Sciences: an International Journal

Guest Editorial: Concurrent learning and fusion

Information Fusion

A novel fuzzy compensation multi-class support vector machine

Applied Intelligence

A methodology for the automated creation of fuzzy expert systems for ischaemic and arrhythmic beat classification based on a set of rules obtained by a decision tree

Artificial Intelligence in Medicine

Evolving parameters of multi-scale radial basis function kernels for support vector machines

ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology

Radial basis networks for the simulation of stand alone AC generators during no-break power transfer

Proceedings of the 2007 Summer Computer Simulation Conference

Circular road signs recognition with soft classifiers

Integrated Computer-Aided Engineering - Artificial Neural Networks

Predicting Mechanical Properties of Rubber Compounds with Neural Networks and Support Vector Machines

ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II

Novel Features for Automated Lung Function Diagnosis in Spontaneously Breathing Infants

AIME '07 Proceedings of the 11th conference on Artificial Intelligence in Medicine

Fuzzy SVM Training Based on the Improved Particle Swarm Optimization

ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence

A three-layered model for expressive speech perception

Speech Communication

Feasibility of neural network approach in spectral mixture analysis of reflectance spectra

International Journal of Remote Sensing

Non-Mercer hybrid kernel for linear programming support vector regression in nonlinear systems identification

Applied Soft Computing

Reliability forecasting by recurrent Support Vector Regression

International Journal of Artificial Intelligence and Soft Computing

New ways for terology through predictive maintenance in an environmental perspective

WSEAS Transactions on Circuits and Systems

On-condition maintenance of wind generators: from prediction algorithms to hardware for data acquisition and transmission

WSEAS Transactions on Circuits and Systems

Automated recognition of patients with obstructive sleep apnoea using wavelet-based features of electrocardiogram recordings

Computers in Biology and Medicine

Multiuser detection using adaptive multistage matrix wiener filtering schemes with stage-selection criteria in DS-UWB

EURASIP Journal on Advances in Signal Processing

A computer system for predictive maintenance of wind generators

ICCOMP'08 Proceedings of the 12th WSEAS international conference on Computers

Linear programming support vector regression with wavelet kernel: A new approach to nonlinear dynamical systems identification

Mathematics and Computers in Simulation

A Method to Classify Data by Fuzzy Rule Extraction from Imbalanced Datasets

Proceedings of the 2006 conference on Artificial Intelligence Research and Development

New approaches on predictive maintenance based on an environmental perspective: the cases of wind generators and diesel engines

ICC'08 Proceedings of the 12th WSEAS international conference on Circuits

A New Classifier Design with Fuzzy Functions

RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing

A Hybrid Method for Forecasting Stock Market Trend Using Soft-Thresholding De-noise Model and SVM

RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing

RBF Neural Network Implementation of Fuzzy Systems: Application to Time Series Modeling

RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing

Discovering interobserver variability in the cytodiagnosis of breast cancer using decision trees and Bayesian networks

Applied Soft Computing

Wrapping VRXQuery with self-adaptive fuzzy capabilities

Web Intelligence and Agent Systems

Color Deconvolution and Support Vector Machines

IWCF '09 Proceedings of the 3rd International Workshop on Computational Forensics

Classification of toxigenic and atoxigenic strains of Aspergillus flavus with hyperspectral imaging

Computers and Electronics in Agriculture

A knowledge-based decision support system to analyze the debris-flow problems at Chen-Yu-Lan River, Taiwan

Knowledge-Based Systems

Identification of signatures in biomedical spectra using domain knowledge

Artificial Intelligence in Medicine

Support vector machines for automated recognition of obstructive sleep apnea syndrome from ECG recordings

IEEE Transactions on Information Technology in Biomedicine

A similarity-based surrogate model for expensive evolutionary optimization with fixed budget of simulations

CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation

Sentiment Classification with Support Vector Machines and Multiple Kernel Functions

ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II

Driving skill recognition: new approaches and their comparison

ACC'09 Proceedings of the 2009 conference on American Control Conference

Dynamic engine modeling through linear programming support vector regression

ACC'09 Proceedings of the 2009 conference on American Control Conference

Electrical energy consumption forecasting in oil refining industry using support vector machines and particle swarm optimization

WSEAS Transactions on Information Science and Applications

Rough neuro-fuzzy structures for classification with missing data

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics

An effective multi-biometrics solution for embedded device

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

Intelligent hybrid modelling towards the prognosis of abdominal pain

International Journal of Hybrid Intelligent Systems - CIMA-08

On the power of Boolean computations in generalized RBF neural networks

Neurocomputing

Design and implementation of a multi-PNN structure for discriminating one-month abstinent heroin addicts from healthy controls using the P600 component of ERP signals

Pattern Recognition Letters

Overfitting or poor learning: a critique of current financial applications of GP

EuroGP'03 Proceedings of the 6th European conference on Genetic programming

Multi-agent system with hybrid intelligence using neural network and fuzzy inference techniques

IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems

Nested support vector machines

IEEE Transactions on Signal Processing

A method for application evaluations in context of enterprise architecture

Proceedings of the 2010 ACM Symposium on Applied Computing

Approximation and prediction of wages based on granular neural network

RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology

Comparison studies of LS_SVM and SVM on modeling for fermentation processes

ICNC'09 Proceedings of the 5th international conference on Natural computation

GA-SVM based framework for time series forecasting

ICNC'09 Proceedings of the 5th international conference on Natural computation

Optimization of SVM parameters based on PSO algorithm

ICNC'09 Proceedings of the 5th international conference on Natural computation

Privacy-preserving SVM classification on vertically partitioned data without secure multi-party computation

ICNC'09 Proceedings of the 5th international conference on Natural computation

Application of fuzzy neural networks to vacuum level measuring

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 3

A thunderstorm forecast model based on weighted SVM and data field

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5

Climate prediction by SVM based on initial conditions

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5

An intelligent model based on TS NARX for process prediction and daignosis rule extraction

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 6

Fuzzy SVM controller for robotic manipulator based on GA and LS algorithm

FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 6

Wind maintenance system using network synchronization techniques based on open-source software

EE'10 Proceedings of the 5th IASME/WSEAS international conference on Energy & environment

An identification method of malignant and benign liver tumors from ultrasonography based on GLCM texture features and fuzzy SVM

Expert Systems with Applications: An International Journal

Polychotomous kernel Fisher discriminant via top-down induction of binary tree

Computers & Mathematics with Applications

Patent classification system using a new hybrid genetic algorithm support vector machine

Applied Soft Computing

Detection of cardiac abnormality from PCG signal using LMS based least square SVM classifier

Expert Systems with Applications: An International Journal

On reducing computational overhead in multi-objective genetic Takagi-Sugeno fuzzy systems

Applied Soft Computing

Electroencephalogram wave signal analysis and epileptic seizure prediction using supervised classification approach

Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India

Multikernel semiparametric linear programming support vector regression

Expert Systems with Applications: An International Journal

Moving target tracking via adaptive one step ahead neuro-fuzzy estimator

ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II

Support vector machines-kernel algorithms for the estimation of the water supply in Cyprus

ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II

Rule extraction from support vector machines: A review

Neurocomputing

Erythemato-squamous diseases diagnosis by support vector machines and RBF NN

ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I

Classification of Error-Related Negativity (ERN) and Positivity (Pe) potentials using kNN and Support Vector Machines

Computers in Biology and Medicine

Learning improved feature rankings through decremental input pruning for support vector based drug activity prediction

IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II

Energy consumption forecasting in process industry using support vector machines and particle swarm optimization

MMACTEE'09 Proceedings of the 11th WSEAS international conference on Mathematical methods and computational techniques in electrical engineering

Utilization relevance vector machine for slope reliability analysis

Applied Soft Computing

Efficient forest fire occurrence prediction for developing countries using two weather parameters

Engineering Applications of Artificial Intelligence

On-line analysis of out-of-control signals in multivariate manufacturing processes using a hybrid learning-based model

Neurocomputing

Traffic flow forecasting by seasonal SVR with chaotic simulated annealing algorithm

Neurocomputing

Kernel networks with fixed and variable widths

ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I

A disaster-severity assessment DSS comparative analysis

OR Spectrum

Spider recognition by biometric web analysis

IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation: new challenges on bioinspired applications - Volume Part II

Automatic identification approach for sea surface bubbles detection

HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I

Gradient descent optimization for routing in multistage interconnection networks

IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part I

Fuzzy quartile encoding as a preprocessing method for biomedical pattern classification

Theoretical Computer Science

Exploring synergetic effects of dimensionality reduction and resampling tools on hyperspectral imagery data classification

MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition

A computational intelligence scheme for the prediction of the daily peak load

Applied Soft Computing

On classification with missing data using rough-neuro-fuzzy systems

International Journal of Applied Mathematics and Computer Science - Computational Intelligence in Modern Control Systems

Data fusion for fault diagnosis using dempster-shafer theory based multi-class SVMs

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II

Optimizing weighted kernel function for support vector machine by genetic algorithm

MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence

Parameterized semi-supervised classification based on support vector for multi-relational data

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I

Robust LS-SVM regression using fuzzy c-means clustering

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I

A hybrid unscented kalman filter and support vector machine model in option price forecasting

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I

Face detection using kernel PCA and imbalanced SVM

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I

Harmonic source model based on support vector machine

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I

A fuzzy integral method of applying support vector machine for multi-class problem

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part II

Gene extraction for cancer diagnosis by support vector machines

ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I

Genetic algorithm based support vector machine regression in predicting wave transmission of horizontally interlaced multi-layer moored floating pipe breakwater

Advances in Engineering Software

A novel multi-class support vector machine based on fuzzy theories

ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I

A SVM method for web page categorization based on weight adjustment and boosting mechanism

FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II

Fault diagnosis system based on rough set theory and support vector machine

FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II

Interval regression analysis using support vector machine and quantile regression

FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I

A hybrid classifier based on rough set theory and support vector machines

FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I

Fuzzy output support vector machines for classification

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III

Medicine composition analysis based on PCA and SVM

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III

A new smooth support vector regression based on ε-insensitive logistic loss function

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Study of on-line weighted least squares support vector machines

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

A simple quantile regression via support vector machine

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Support vector based prototype selection method for nearest neighbor rules

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

An information-geometrical approach to constructing kernel in support vector regression machines

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Modelling of chaotic systems with recurrent least squares support vector machines combined with reconstructed embedding phase space

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Fuzzy support vector machines based on λ-cut

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

A novel parallel reduced support vector machine

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Recurrent support vector machines in reliability prediction

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Gait recognition via independent component analysis based on support vector machine and neural network

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Fusing face and fingerprint for identity authentication by SVM

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Combined kernel function approach in SVM for diagnosis of cancer

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I

Unified kernel function and its training method for SVM

ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I

Support vector machine classifier for diagnosis in electrical machines: Application to broken bar

Expert Systems with Applications: An International Journal

On-line adaptive clustering for process monitoring and fault detection

Expert Systems with Applications: An International Journal

Distribution based data filtering for financial time series forecasting

AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence

Multilayer perceptron for prediction of 2006 world cup football game

Advances in Artificial Neural Systems

Reduce-complexity fuzzy-inference-based iterative multiuser detection for wireless communication systems

International Journal of Communication Systems

System reliability forecasting by support vector machines with genetic algorithms

Mathematical and Computer Modelling: An International Journal

A SOM-based hybrid linear-neural model for short-term load forecasting

Neurocomputing

Designing a Decision Support System for Distinguishing ADHD from Similar Children Behavioral Disorders

Journal of Medical Systems

Tool wear estimation using an analytic fuzzy classifier and support vector machines

Journal of Intelligent Manufacturing

A genetic algorithm assisted by a locally weighted regression surrogate model

ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part I

Combining features of negative correlation learning with mixture of experts in proposed ensemble methods

Applied Soft Computing

Support vector regression with chaos-based firefly algorithm for stock market price forecasting

Applied Soft Computing

Improving support vector machine using a stochastic local search for classification in datamining

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II

Prediction of rainfall time series using modular soft computingmethods

Engineering Applications of Artificial Intelligence

An efficient multiple-kernel learning for pattern classification

Expert Systems with Applications: An International Journal

Adaptive virtual support vector machine for reliability analysis of high-dimensional problems

Structural and Multidisciplinary Optimization

A vector-valued support vector machine model for multiclass problem

Information Sciences: an International Journal

Letters: Area-efficient differential Gaussian circuit for dedicated hardware implementations of Gaussian function based machine learning algorithms

Neurocomputing

Decision confidence-based multi-level support vector machines

Engineering Applications of Artificial Intelligence

Designing a pattern recognition system on GPU for discriminating between patients with micro-ischaemic and multiple sclerosis lesions, using MRI images

International Journal of High Performance Computing Applications

A MapReduce-based distributed SVM ensemble for scalable image classification and annotation

Computers & Mathematics with Applications

Soft Computing and Learning Techniques in the Modeling of Humanistic Systems

International Journal of Artificial Life Research