Research & exploration

Ask better questions. Document the work.

Independent research is a process of exploration, testing, and revision. This section brings together research interests and public project records.

Research approach

The goal is to make questions explicit, keep methods understandable, record limitations, and avoid presenting exploratory results as settled conclusions. Findings can change as data, code, and analysis improve.

Topics

Complex systems and nonlinear dynamics.
Computational experiments and statistical evaluation.
AI and computer vision for practical applications.
Open science, reproducibility, and clear research communication.

Public records

MCTH research record: Open Science Framework record. The record and its materials should be consulted directly for the current title, methods, versions, and conclusions.

Zenodo record: DOI: 10.5281/zenodo.21848125. Please verify the record details at the source before citing or reusing.

This page is an index, not a peer-review claim. A public repository or DOI alone does not imply that a work has been peer reviewed or independently validated.

Research integrity

Research summaries should link to source records and make uncertainty visible. If a result is preliminary, that status should remain clear.