NEURAL NETWORK MODELS
- Feedforward neural networks
- Recurrent neural networks
- Self-organizing maps
- Radial basis function networks
- Attractor neural networks and associative memory
- Modular networks
- Fuzzy neural networks
- Spiking neural networks
- Reservoir networks (echo-state networks, liquid-state machines, etc.)
- Large-scale neural networks
- Other topics in artificial neural networks
MACHINE LEARNING
- Supervised learning
- Unsupervised learning and clustering, (including PCA, and ICA)
- Reinforcement learning
- Probabilistic and information-theoretic methods
- Support vector machines and kernel methods
- EM algorithms
- Mixture models, ensemble learning, and other meta-learning or committee algorithms
- Bayesian, belief, causal, and semantic networks
- Statistical and pattern recognition algorithms
- Visualization of data
- Feature selection, extraction, and aggregation
- Evolutionary learning
- Hybrid learning methods
- Computational power of neural networks
- Deep learning
- Other topics in machine learning
NEURODYNAMICS
- Dynamical models of spiking neurons
- Synchronization and temporal correlation in neural networks
- Dynamics of neural systems
- Chaotic neural networks
- Dynamics of analog networks
- Neural oscillators and oscillator networks
- Dynamics of attractor networks
- Other topics in neurodynamics
COMPUTATIONAL NEUROSCIENCE
- Models of large-scale networks in the nervous system
- Models of neurons and local circuits
- Models of synaptic learning and synaptic dynamics
- Models of neuromodulation
- Brain imaging
- Analysis of neurophysiological and neuroanatomical data
- Cognitive neuroscience
- Models of neural development
- Models of neurochemical processes
- Neuroinformatics
- Other topics in computational neuroscience
NEURAL MODELS OF PERCEPTION, COGNITION AND ACTION
- Neurocognitive networks
- Cognitive architectures
- Models of conditioning, reward and behavior
- Cognitive models of decision-making
- Embodied cognition
- Cognitive agents
- Multi-agent models of group cognition
- Developmental and evolutionary models of cognition
- Visual system
- Auditory system
- Olfactory system
- Other sensory systems
- Attention
- Learning and memory
- Spatial cognition, representation and navigation
- Semantic cognition and language
- Neural models of symbolic processing
- Reasoning and problem-solving
- Working memory and cognitive control
- Emotion and motivation
- Motor control and action
- Dynamical models of coordination and behavior
- Consciousness and awareness
- Models of sleep and diurnal rhythms
- Mental disorders
- Other topics in neural models of perception, cognition and action
NEUROENGINEERING
- Brain-machine interfaces
- Neural prostheses
- Neuromorphic hardware
- Embedded neural systems
- Other topics in neuroengineering
BIO-INSPIRED AND BIOMORPHIC SYSTEMS
- Brain-inspired cognitive architectures
- Embodied robotics
- Evolutionary robotics
- Developmental robotics
- Computational models of development
- Collective intelligence
- Swarms
- Autonomous complex systems
- Self-configuring systems
- Self-healing systems
- Self-aware systems
- Emotional computation
- Artificial life
- Other topics in bio-inspired and biomorphic systems
APPLICATIONS
- Bioinformatics
- Biomedical engineering
- Data analysis and pattern recognition
- Speech recognition and speech production
- Robotics
- Neurocontrol
- Approximate dynamic programming, adaptive critics, and Markov decision processes
- Neural network approaches to optimization
- Signal processing, image processing, and multi-media
- Temporal data analysis, prediction, and forecasting; time series analysis
- Communications and computer networks
- Data mining and knowledge discovery
- Power system applications
- Financial engineering applications
- Applications in multi-agent systems and social computing
- Manufacturing and industrial applications
- Expert systems
- Clinical applications
- Big data applications
- Other applications
- Smart grid applications
CROSS-DISCIPLINARY TOPICS
- Hybrid intelligent systems
- Swarm intelligence
- Sensor networks
- Quantum computation
- Computational biology
- Molecular and DNA computation
- Computation in tissues and cells
- Artificial immune systems
- Other cross-disciplinary topics