An information-theoretic analysis of the cost of decentralization for learning and inference under privacy constraints

Mathematics

• Decentralization 100%
• Privacy 76%
• Learning 54%
• Costs 43%
• Supervised Learning 16%
• Collaboration 14%
• Mutual Information 14%
• Quantification 13%
• Quantify 12%
• Vertical 10%
• Horizontal 10%
• Communication 10%
• Performance 7%
• Framework 6%
• Standards 6%
• Term 6%

Physics & Astronomy

• information analysis 91%
• privacy 85%
• inference 66%
• learning 64%
• costs 44%
• communication 8%
• performance 4%

Engineering & Materials Science

• Information analysis 76%
• Costs 22%
• Supervised learning 20%
• Labels 16%
• Communication 9%