Ensemble of heterogeneous flexible neural trees using multiobjective genetic programming (2017-03-01T00:00:00.000000Z)

TL;DR

The heterogeneous creation of HFNT proved to be efficient in making ensemble system from the final population, and a comprehensive test over classification, regression, and time-series datasets proved the efficiency of the proposed algorithm over other available prediction methods.

Authors

Varun Ojha

2 papers

A. Abraham

2 papers

V. Snás̃el

2 papers

TL;DR

Authors

References120 items

Bio inspired computing - A review of algorithms and scope of applications

Evolving flexible beta basis function neural tree using extended genetic programming & Hybrid Artificial Bee Colony

Recent advances in differential evolution - An updated survey

A neural tree for classification using convex objective function

A Comprehensive Survey on Particle Swarm Optimization Algorithm and Its Applications

Fruit Classification by Wavelet-Entropy and Feedforward Neural Network Trained by Fitness-Scaled Chaotic ABC and Biogeography-Based Optimization

Negotiation process for bi-objective multi-agent flexible neural tree model

Feed‐forward neural network optimized by hybridization of PSO and ABC for abnormal brain detection

Universal approximation propriety of Flexible Beta Basis Function Neural Tree

Genetic Programming Theory and Practice XI

A hybrid learning algorithm for evolving Flexible Beta Basis Function Neural Tree Model

Extended immune programming and opposite-based PSO for evolving flexible beta basis function neural tree

Developing a Local Least-Squares Support Vector Machines-Based Neuro-Fuzzy Model for Nonlinear and Chaotic Time Series Prediction

Ensemble of Flexible Neural Tree and Ordinary Differential Equations for Small-time Scale Network Traffic Prediction

Hierarchical multi-dimensional differential evolution for the design of beta basis function neural network

Swarm optimization and Flexible Neural Tree for microarray data classification

Modeling early-age hydration kinetics of Portland cement using flexible neural tree

A balanced neural tree for pattern classification

Flexible Neural Trees for Online Hand Gesture Recognition using surface Electromyography

A parallel evolving algorithm for flexible neural tree

A Multi-Facet Survey on Memetic Computation

Controlling Shareholders Management Risk Warning Based on Flexible Neural Tree

Modeling early-age hydration kinetics of Portland cement using flexible neural tree

Fast intrusion detection system based on Flexible Neural Tree

Fuzzy Wavelet Neural Network Models for Prediction and Identification of Dynamical Systems

Hierarchical Cluster-Based Multispecies Particle-Swarm Optimization for Fuzzy-System Optimization

Online hybrid traffic classifier for Peer-to-Peer systems based on network processors

Modeling of Cement Decomposing Furnace Production Process Based on Flexible Neural Tree

A MEP and IP Based Flexible Neural Tree Model for Exchange Rate Forecasting

KEEL: a software tool to assess evolutionary algorithms for data mining problems

Designing beta basis function neural network for optimization using particle swarm optimization

Pareto-Based Multiobjective Machine Learning: An Overview and Case Studies

A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm

Face recognition using Kernel PCA and hybrid flexible neural tree

Local identification of prototypes for genetic learning of accurate TSK fuzzy rule‐based systems

Local identification of prototypes for genetic learning of accurate TSK fuzzy rule-based systems: Research Articles

Grammar Guided Genetic Programming for Flexible Neural Trees Optimization

Thalassaemia classification by neural networks and genetic programming

Feature selection and classification using flexible neural tree

Evolving Hierarchical RBF Neural Networks for Breast Cancer Detection

Gene Expression Programming: Mathematical Modeling by an Artificial Intelligence

Flexible Neural Tree for Pattern Recognition

Immune programming

Fast random number generators based on linear recurrences modulo 2: overview and comparison

Time-series forecasting using flexible neural tree model

Time-series forecasting using flexible neural tree model

Feature Selection and Intrusion Detection Using Hybrid Flexible Neural Tree

Evolutionary Multi-objective Optimization for Simultaneous Generation of Signal-Type and Symbol-Type Representations

Grammar model-based program evolution

A Cooperative approach to particle swarm optimization

A hybrid of genetic algorithm and particle swarm optimization for recurrent network design

Evolving Evolutionary Algorithms Using Multi Expression Programming

Measures of Diversity in Classifier Ensembles and Their Relationship with the Ensemble Accuracy

Hybrid decision tree

Generalized neural trees for pattern classification

Evolving Neural Networks through Augmenting Topologies

A fast and elitist multiobjective genetic algorithm: NSGA-II

Combining GP operators with SA search to evolve fuzzy rule based classifiers

Remarks on a recent paper on the "no free lunch" theorems

A Fast Elitist Non-dominated Sorting Genetic Algorithm for Multi-objective Optimisation: NSGA-II

Cooperative Coevolution: An Architecture for Evolving Coadapted Subcomponents

A two-stage evolutionary process for designing TSK fuzzy rule-based systems

Dynamic evolving fuzzy neural networks with `m-out-of-n' activation nodes for on-line adaptive systems

Making use of population information in evolutionary artificial neural networks

A closer look at drawbacks of minimizing weighted sums of objectives for Pareto set generation in multicriteria optimization problems

Evolutionary Induction of Sparse Neural Trees

Probabilistic Incremental Program Evolution

A new evolutionary system for evolving artificial neural networks

No free lunch theorems for optimization

Radial basis function based adaptive fuzzy systems and their applications to system identification and prediction

Book reviews

Optimization Techniques in Statistics

ANFIS: adaptive-network-based fuzzy inference system

Artificial neural networks in business: Two decades of research

Ensemble of Flexible Neural Trees for Predicting Risk in Grid Computing Environment

Ensemble of Heterogeneous Flexible Neural Tree for the Approximation and Feature-Selection of Poly (Lactic-co-glycolic Acid) Micro- and Nanoparticle

Performance Analysis of the Activation Neuron Function in the Flexible Neural Tree Model