Quaternion Factorization Machines: A Lightweight Solution to Intricate Feature Interaction Modeling

Engineering

• Deep Neural Network 100%
• Degree of Freedom 33%
• Real Life 33%
• Performance Improvement 33%
• Experimental Result 33%
• Model Parameter 33%
• Accurate Prediction 33%
• Interaction Order 33%
• Demonstrates 33%
• Expressiveness 33%
• Sparsity 33%
• Internet of Things 33%
• Size Reduction 33%
• Real Space 33%
• Matrix Multiplication 33%

Computer Science

• Deep Neural Network 100%
• Feature Interaction 100%
• Parameter Size 66%
• Predictive Analytics 66%
• Sparsity 33%
• Performance Gain 33%
• Matrix Multiplication 33%
• Experimental Result 33%
• Performance Improvement 33%
• Interaction Order 33%

Keyphrases

• Factorization Machines 100%
• Quaternion 100%
• Deep Factorization Machine 33%
• Hypercomplex 11%
• Peer Methods 11%
• Combinatorial Features 11%
• Web-scale 11%
• Component Features 11%
• Hypercomplex Spaces 11%
• Quaternion Algebra 11%
• Efficient Deployment 11%
• Quaternion-valued 11%
• Quaternion Representation 11%