ARIMA + SAX hybrid forecasting research harness
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Repository-Dateien (neuester Commit zuerst)
Dateiname Letzte Commit-Nachricht Letztes Commit-Datum
2026-08-26 09:00:06 +07:00
configs Bootstrap ARIMA+SAX hybrid research harness: protocols, source, tests, config 2026-08-24 17:10:57 +07:00
experiments Bootstrap ARIMA+SAX hybrid research harness: protocols, source, tests, config 2026-08-24 17:10:57 +07:00
results/R1_R research: finalize R1-R robustness synthesis 2026-08-26 09:00:06 +07:00
scripts research: fix R1-R runner import path order 2026-08-25 16:29:18 +07:00
src Fix DEFECT-001: z-normalize SAX candidate windows; add regression tests; record defect impact 2026-08-24 19:50:21 +07:00
tests Fix DEFECT-001: z-normalize SAX candidate windows; add regression tests; record defect impact 2026-08-24 19:50:21 +07:00
.gitignore Bootstrap ARIMA+SAX hybrid research harness: protocols, source, tests, config 2026-08-24 17:10:57 +07:00
ARCHITECTURE.md Bootstrap ARIMA+SAX hybrid research harness: protocols, source, tests, config 2026-08-24 17:10:57 +07:00
CHANGELOG.md Document E1-E8 frozen experiment run and result status in changelog 2026-08-24 18:38:38 +07:00
DEFECT_LOG.md R1: real-data transfer complete; add summary; fix NaN console print 2026-08-24 21:32:58 +07:00
HANDOVER_R1F.md docs: finalize Forge publication handover 2026-08-25 08:49:46 +07:00
HANDOVER_R1R.md docs: close R1-R.1 and prepare R1-R.2 handover 2026-08-25 18:28:35 +07:00
LICENSE Bootstrap ARIMA+SAX hybrid research harness: protocols, source, tests, config 2026-08-24 17:10:57 +07:00
README.md Bootstrap ARIMA+SAX hybrid research harness: protocols, source, tests, config 2026-08-24 17:10:57 +07:00
requirements.txt Bootstrap ARIMA+SAX hybrid research harness: protocols, source, tests, config 2026-08-24 17:10:57 +07:00
RESEARCH_PROTOCOL.md Bootstrap ARIMA+SAX hybrid research harness: protocols, source, tests, config 2026-08-24 17:10:57 +07:00
VALIDATION_PROTOCOL.md Bootstrap ARIMA+SAX hybrid research harness: protocols, source, tests, config 2026-08-24 17:10:57 +07:00

ARIMA_SAX_Hybrid_Forecaster

This repository is a research framework for testing ARIMA and SAX hybrid forecasting. It does not claim profitable trading performance and must not be interpreted as a validated trading strategy unless explicitly demonstrated by reproducible out-of-sample evidence.

Owner: chiki2bum2 Platform: https://forge.mql5.io/chiki2bum2


Purpose

This is a research project first, not a trading-product project. It builds a reproducible research harness to answer one central scientific question:

Does a hybrid ARIMA + SAX forecasting architecture provide statistically and economically meaningful incremental predictive information compared with appropriate baselines and with each component individually?

The two conceptual references are:

Method Reference
ARIMA https://www.mql5.com/en/articles/18247
SAX https://www.mql5.com/en/code/75543

These are methodology and implementation references only. They are not evidence that either method (or their combination) has trading edge.

Research posture

  • No assumption that either model has predictive edge.
  • No assumption that combining two models improves performance.
  • No live trading / execution in this harness.
  • No lookahead is permitted. A failing no-lookahead test is a hard stop.
  • No Edge and insufficient analog conditions are legitimate outputs, not implementation failures.

Project structure

docs/       Design and research notes
configs/    Freezed experiment / model configurations
src/        Source code (python statistical/runtime engine)
tests/      Unit, integration and no-lookahead research tests
experiments/Experiment run definitions
results/    Reproducible output artifacts (git-ignored)
scripts/    Runner / report entry points

All user-visible research claims must separate OBSERVED vs INFERRED vs UNKNOWN vs DECISION.

See RESEARCH_PROTOCOL.md for the governance rules.

Status

This repository is in first-phase research bootstrap. See CHANGELOG.md.