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Company · Pittsburgh · United States

Edge Case Research (United States)

edge-case-research.comROR OpenAlex
Research works
28
▲ 123% vs 2013–17
Citations
1k
35.4 per fractional work
Top-10% rate
0.0%
record average 16.5%
Open access
26%
world 28%

Not ranked overall: Edge Case Research (United States) is under the volume floor below which an excellence rate is noise. Not ranked is not the same as ranked last.

Field profile

Location quotient across every field it publishes in: outside the ring is more than an institution of this size would be expected to publish, inside it is less.

Biochemistry, Genetics and Molecular Biology: 0.15× its world share, 0 worksBiochemistry, Geneti…Neuroscience: 5.38× its world share, 1 worksNeuroscienceComputer Science: 6.43× its world share, 4 worksComputer ScienceEngineering: 1.32× its world share, 1 worksEngineeringEnvironmental Science: 0.72× its world share, 0 worksEnvironmental ScienceMaterials Science: 0.91× its world share, 0 worksMaterials ScienceMedicine: 0.47× its world share, 1 worksMedicineSocial Sciences: 0.38× its world share, 0 worksSocial Sciences1×world share
more than its size predictsabout as predictedless

Rings at 0.5×, 1× and 2×. Widest outward: Computer Science, 6.4×. Every wedge is a field page.

Which keywords describe research at Edge Case Research (United States)?

By fractional works in all years, weighted toward what it does more of than the world: Deep Learning, Machine Learning, Neural Networks, Assurance Cases, Safety Assurance, Autonomous Vehicles, Low-Power and Process Variation.

▲ more of its work than of the world’s◆ about the world’s share▼ less than the world’s

Size is fractional works in all years in the topics tagged with each word; colour is the word's share of this institution's work against its share of the world's. The 19 words are chosen for being large and distinctive. Each links to the topic it comes from most.

All 19 words, with their numbers
  1. Deep Learning5▲ 7.7×10 topics
  2. Machine Learning3▲ 4.9×6 topics
  3. Neural Networks2▲ 8.0×4 topics
  4. Assurance Cases2▲ 987×1 topic
  5. Safety Assurance2▲ 987×1 topic
  6. Autonomous Vehicles2▲ 43×2 topics
  7. Energy Efficiency1▲ 6.4×3 topics
  8. Low-Power1▲ 69×2 topics
  9. Process Variation1▲ 49×2 topics
  10. Driver Assistance Systems1▲ 161×1 topic
  11. Security1▲ 9.6×2 topics
  12. Trajectory Prediction1▲ 161×1 topic
  13. Adversarial Examples1▲ 212×1 topic
  14. Approximate Computing1▲ 109×1 topic
  15. Occupational Safety1▲ 48×1 topic
  16. Robustness1▲ 212×1 topic
  17. Safety Culture1▲ 57×1 topic
  18. Security Council1▲ 56×2 topics
  19. VLSI Circuits1▲ 109×1 topic

Which research topics does Edge Case Research (United States) publish most on?

By volume in 2022–2025: Low-power high-performance VLSI design, Anomaly Detection Techniques and Applications, Advanced MIMO Systems Optimization and Cryptographic Implementations and Security.

Low-power high-performan…1Low-power high-performance VLSI design: 1 fractional worksAnomaly Detection Techni…0Anomaly Detection Techniques and Applications: 0 fractional worksAdvanced MIMO Systems Optimization: 0 fractional worksCryptographic Implementations and Security: 0 fractional worksAdversarial Robustness i…0Adversarial Robustness in Machine Learning: 0 fractional worksCryptography and Residue Arithmetic: 0 fractional worksNumerical Methods and Algorithms: 0 fractional worksQuantum-Dot Cellular Aut…0Quantum-Dot Cellular Automata: 0 fractional worksReinforcement Learning in Robotics: 0 fractional worksWireless Communication Networks Research: 0 fractional works
Electrical and Electronic EngineeringArtificial IntelligenceInformation SystemsComputational Theory and Mathematics1 others

Area is fractional works; colour is the subfield each topic belongs to.

  1. 1 Low-power high-performance VLSI design Electrical and Electronic Engineering 1 works
  2. 2 Anomaly Detection Techniques and Applications Artificial Intelligence 0 works
  3. 3 Advanced MIMO Systems Optimization Electrical and Electronic Engineering 0 works
  4. 4 Cryptographic Implementations and Security Artificial Intelligence 0 works
  5. 5 Adversarial Robustness in Machine Learning Artificial Intelligence 0 works
  6. 6 Cryptography and Residue Arithmetic Information Systems 0 works
  7. 7 Numerical Methods and Algorithms Computational Theory and Mathematics 0 works
  8. 8 Quantum-Dot Cellular Automata Computational Theory and Mathematics 0 works
  9. 9 Reinforcement Learning in Robotics Artificial Intelligence 0 works
  10. 10 Wireless Communication Networks Research Computer Networks and Communications 0 works

How open and international is its research?

Against the world’s own shares — the tick on each track. Both are shares of its output, so they sit on one scale and can be read against each other as well as against the world.

openly available25.7%not open74.3%

World: 28% of research is openly available.

with international co-authors12.3%domestic only87.7%

World: 19% is written across borders.

How has Edge Case Research (United States)'s research output changed?

Output in 2018–2022 was 123% higher than in 2013–2017.

1990200020102020
grewheldshrank

The same series as a ribbon — one cell per year, darker for more. The line above answers how much; this answers when.

Other research institutions in Pittsburgh

All research institutions in Pittsburgh

Research measures only: rankings here say nothing about teaching, admissions or student experience. Comparable institutions and collaboration partners are in the interactive view on the map.