Litgu.ru - Литературный Гуру

Introduction
1 The Cluster Analysis in Big Data Mining
1.2 Cluster Analysis, Problem Definition. Criteria of Quality and Metrics
1.3 Classification of Algorithms of Cluster Analysis
1.4 Fuzzy C-Means Method
1.5 Gustavson-Kessel’s Fuzzy Cluster Analysis Algorithm
1.6 Adaptive Robust Clustering Algorithms
1.7 Robust Recursive Algorithm of Possibilistic Fuzzy Clustering for Big Data
1.8 Application of Fuzzy Clustering Methods in the Problems of Automatic Classification
2 Deep Neural Networks and Hybrid GMDH-Neuro-fuzzy Networks in Big Data Analysis
2.2 Autoassociators. Autoencoders
2.3 Boltzmann Machines (BM)
2.4 Training Method Contrastive Divergence (CD)
2.5 Stacked Autoassociators Networks
2.6 Deep Networks Learning
2.7 Deep Learning Regularization
2.8 Cascade Neo-fuzzy Neural Networks Structure Synthesis and Learning with Application of GMDH
2.9 Evolving GMDH-Neuro-fuzzy Network with Small Number of Tuning Parameters
2.10 A Deep GMDH System Based on the Extended Neo-fuzzy Neuron and Its Training
3 Pattern Recognition in Big Data Analysis
3.2 FNN NEFClass. Architecture, Properties, the Algorithms of Learning of Base Rules and Membership Functions
3.3 Analysis NEFClass Properties. The Modified System NEFClassM
3.4 Experimental Studies. Comparative Analysis of FNN NEFClass and NEFClass-M in Classification Problems
3.5 Application of NEFClass in the Problem of Objects Recognition at Electro-Optical Images
3.6 Recognition of Images in Medical Diagnostics Using Fuzzy Neural Networks
3.7 Medical Images of Breast Tumors Diagnostics with Application of Hybrid CNN-FNN Networks
4 Intellectual Analysis of Systemic World Conflicts and Global Forecast for the 21st Century
4.2 Identifying the Regularity of the Emergence of Systemic World Conflicts, Based on the Analysis of Big Historical Data
4.3 Interrelation Between Periodic Processes in the Global Economy and Systemic World Conflicts
4.4 Metric Aspects of Periodic Processes in Economy and Society
4.5 Big Solar Spiral of Stirring up Global Systemic Conflicts
4.6 Influence of Global Threats on the Sustainable Development of Countries and Regions of the World
4.7 The General Concept of the Periodic Systemic World Conflicts
4.8 Conclusions