Memory and Computation-Efficient Kernel SVM via Binary Embedding and Ternary Model Coefficients

Keyphrases

• Computational Efficiency 100%
• Model Coefficients 100%
• Ternary Model 100%
• Embedding Model 100%
• Memory Efficiency 100%
• Binary Embedding 100%
• Kernel SVM 100%
• Memory Cost 66%
• Kernel Approximation 66%
• Inference Complexity 66%
• SVM Model 66%
• Binary Coefficient 66%
• Effective Algorithm 33%
• Mobile Phone 33%
• Compact Binaries 33%
• Computation Cost 33%
• Local Optimum 33%
• Regularizer 33%
• Limited Memory 33%
• Loss Function 33%
• Model Inference 33%
• With Memory 33%
• Training Stages 33%
• Approximate Model 33%
• Smartwatch 33%
• Binary Model 33%
• Nonlinear SVM 33%
• SVM Prediction 33%
• Smart IoT 33%
• Linear Classification Models 33%
• SVM Learning 33%
• Kernel Similarity 33%
• IoT Devices 33%
• Generalization Accuracy 33%

Computer Science

• Support Vector Machine 100%
• Efficient Computation 100%
• Approximation (Algorithm) 50%
• Binary Coefficient 50%
• Experimental Result 25%
• Internet-Of-Things 25%
• Computation Cost 25%
• Classification Models 25%
• Inference Model 25%
• Smart Mobile Phone 25%