Sequential analysis and its applications to neuromorphic engineering
Sequential analysis provides the statistical limits of circuit performance, tractable abstractions of complex circuit behavior, and constructive rules for circuit design. It establishes rigorous statistical baselines for evaluating hardware. It links low-level circuit parameters to observable dynamics, clarifying the computational role of neuromorphic architectures. By translating performance goals into optimal thresholds and design parameters, it offers principled prescriptions that go beyond empirical tuning.
Authors
- Travis Monk
- Saeed Afshar (ORCID: https://orcid.org/0000-0002-2695-3745)
- Shivaram Mani
Institutions
- Western Sydney University (AU)
Publication Details
- Journal
- Frontiers in Neuroscience
- Published
- 2026-01-09
- DOI
- https://doi.org/10.3389/fnins.2025.1735027
- Primary Topic
- Advanced Memory and Neural Computing
- Type
- article
- Field-Weighted Citation Impact
- 0.00