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ACEFormer extends time-series forecasting for noisy markets by pairing ACEEMD denoising (explicitly dropping the first I...
28/08/2026

ACEFormer extends time-series forecasting for noisy markets by pairing ACEEMD denoising (explicitly dropping the first IMF to reduce high-frequency noise while keeping turning points) with a Transformer distillation stack that mixes probabilistic attention for informative regions and standard self-attention for global context.

The Wizard custom signal class, CSignalUKFCapsNet, targets the “noisy middle” where classic indicators and regime models...
12/08/2026

The Wizard custom signal class, CSignalUKFCapsNet, targets the “noisy middle” where classic indicators and regime models struggle on fast, erratic markets.

Engine 1 uses an Unscented Kalman Filter-style hidden-state estimator to treat price as a noisy measurement and produce a low-lag baseline trend without moving-average whipsaw.

Engine 2 adds a Capsule Network as a structural validator, checking whether the proposed direction matches current volatility boundaries (ATR) and momentum pace (RSI). Low-confidence setups are suppressed via vector squashing.

The class supports UKF-only or UKF+CapsNet testing, and offers four modes: volatility breakout, mean reversion, trend following, and consolidation squeeze—giving developers switchable logic for different intraday conditions.

8 powerful spiritual messages of the orange moon. 1. A Time of TransformationAn orange moon is often seen as a sign that...
30/07/2026

8 powerful spiritual messages of the orange moon.

1. A Time of Transformation

An orange moon is often seen as a sign that you’re entering a period of personal growth. Old habits, relationships, or beliefs may be falling away to make room for something better.

2. Trust Your Inner Wisdom

The warm orange glow symbolizes intuition and inner guidance. It can be a reminder to listen to your instincts instead of relying only on logic.

3. Emotional Healing

Orange is associated with emotional expression and creativity. Seeing an orange moon may encourage you to release emotional burdens and embrace healing.

4. Creativity Is Awakening

Many people interpret an orange moon as a signal that your creative energy is increasing. It may be a good time to begin a new project, write, paint, or explore fresh ideas.

5. Change Is Coming

The orange moon can represent major life transitions. While change may feel uncertain, it may also open doors to new opportunities and personal fulfillment.

6. Stay Grounded During Uncertainty

Because an orange moon often appears during unusual atmospheric conditions, it can symbolically remind you to remain calm and grounded even when life feels unclear or unpredictable.

7. Passion and Vitality

Orange is commonly linked to enthusiasm, courage, and life force. Spiritually, an orange moon may encourage you to pursue your goals with confidence and renewed energy.

8. A Reminder to Find Balance

The orange moon can symbolize the balance between earthly responsibilities and spiritual growth. It encourages caring for both your practical needs and your inner life.

Reservoir sampling. 🤗
28/07/2026

Reservoir sampling. 🤗

Microstructural features treat each OHLCV bar as an aggregation of trades and attempt to recover spread, price impact, a...
17/07/2026

Microstructural features treat each OHLCV bar as an aggregation of trades and attempt to recover spread, price impact, and order-flow imbalance at bar close.

A two-layer design is used. compute_all_microfeatures() runs on OHLCV only and produces Roll spread, Corwin-Schultz spread and sigma, plus Kyle, Amihud, and Hasbrouck lambdas with rolling t-stats where applicable. Kernels are Numba-accelerated and avoid Pandas in inner loops.

When tick data exists, bar_microstructure_features() and vpin() add per-bar imbalance stats and VPIN from volume-synchronized buckets. Tick preprocessing and bar boundary indexing via searchsorted enable parallel bar kernels while keeping VPIN bucket filling sequential.

Outputs converge to a bar-indexed feature frame suitable for downstream ML pipelines.

MMAR research in Python has covered data loading, partition scaling, Hurst extraction, spectrum fitting, cascade constru...
21/06/2026

MMAR research in Python has covered data loading, partition scaling, Hurst extraction, spectrum fitting, cascade construction, fBM generation, Monte Carlo tests, and benchmarking versus GARCH, with MMAR showing stronger results.

Operational use requires a native MQL5 implementation. The current focus is a dependency-free library that reacts per tick and integrates with Strategy Tester without bridge processes or IPC latency.

Work starts with the Partition Analysis engine in MQL5. It computes S_q(dt) across log-spaced time scales and a q-grid, runs OLS on log-log fits to obtain tau(q), estimates H via tau(q)=0 with GHE as fallback, and applies diagnostics to confirm multifractality from scaling quality and curve shape.

B R O D A. 💪🏿💪🏿💪🏿
16/06/2026

B R O D A. 💪🏿💪🏿💪🏿

O N E O F US.
06/04/2026

O N E O F US.

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