From hard to soft: Understanding deep network nonlinearities via vector quantization and statistical inference

Arts & Humanities

• Quantization 100%
• Statistical Inference 97%
• Nonlinearity 94%
• Operator 31%
• Inference 28%
• Mixture Model 22%
• Activation 18%
• Menagerie 13%
• Computer Vision 12%
• Performance Art 10%
• Filter 9%
• Experimentation 8%
• Neural Networks 8%
• Layer 6%
• Performance 6%
• Experiment 5%

Engineering & Materials Science

• Vector quantization 77%
• Splines 38%
• Chemical activation 17%
• Deep neural networks 9%
• Computer vision 8%
• Experiments 3%

Social Sciences

• activation 45%
• performance 32%
• neural network 27%
• experiment 13%