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Quantum-Inspired Time Series Forecasting
This module implements cutting-edge quantum-inspired algorithms for time series analysis, including quantum attention mechanisms, variational quantum circuits, and quantum kernel methods. These implementations leverage quantum computing principles for enhanced pattern recognition and forecasting capabilities.
§Quantum-Inspired Architectures
- Quantum Attention: Superposition-based attention mechanisms
- Variational Quantum Circuits: Quantum neural networks for time series
- Quantum Kernel Methods: Distance metrics using quantum similarity measures
- Quantum-Inspired Optimization: Quantum annealing for hyperparameter tuning
Structs§
- Advantage
Metrics - Quantum advantage metrics
- Classical
Baseline - Classical baseline for comparison
- Error
Rates - Error rates for different types of quantum errors
- Performance
Metrics - Performance metrics for quantum vs classical comparison
- Quantum
Advantage Predictor - Quantum Advantage Algorithm for Specific Time Series Problems
- Quantum
Annealing Optimizer - Quantum-Inspired Optimization for hyperparameter tuning
- Quantum
Attention - Quantum Attention Mechanism using superposition principles
- Quantum
Ensemble - Quantum Ensemble for Time Series Forecasting
- Quantum
Error Correction - Quantum Error Correction for Noisy Quantum Time Series Processing
- Quantum
Feature Map - Quantum feature mapping strategies
- Quantum
Kernel - Quantum Kernel Methods for time series similarity
- Quantum
Layer - Single quantum layer
- QuantumML
Model - Quantum machine learning model
- Quantum
Neural Network - Quantum Neural Network for Time Series Forecasting
- Quantum
State - Quantum state representation using complex amplitudes
- Quantum
Tensor Network - Quantum Tensor Network for Advanced Time Series Analysis
- Syndrome
Result - Syndrome detection result
- Tensor
Connection - Connection between tensor nodes
- Tensor
Node - Individual tensor node in the network
- Variational
Quantum Circuit - Variational Quantum Circuit for time series pattern recognition
Enums§
- Error
Correction Code - Types of quantum error correction codes
- Quantum
Activation - Quantum activation functions
- Quantum
Encoding - Quantum encoding strategies
- Quantum
Ensemble Method - Quantum ensemble combination methods
- Quantum
Kernel Type - Quantum kernel types for quantum machine learning