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H-027: Günlük bir model, her coinin komisyonların üzerinde yükselme olasılığını taban orandan daha iyi veriyor

Kaldı  Tür: tahmin · Durum: reddedildi

Günlük bir model kripto fiyat yönünü tahmin edebilir mi? Fikir, coini alıp tutmaktan daha iyi olamadı. Reddedildi.

Sonuç

Teknik ayrıntılar motor tarafından üretilir ve İngilizce gösterilir.

pooled Brier skill -0.0089 (p = 0.012, need p < 0.025); skill above zero on 5/13 coins; paper portfolio beats holding on 4/13 and the constant share on 4/13

Sharpe: risk birimi başına getiri (yüksek daha iyi). CAGR: ortalama yıllık büyüme. Maksimum düşüş: zirveden en kötü düşüş. p-değeri: sonucun şans olma olasılığı (düşük daha iyi). “Tut” sütunları aynı varlık ve günler için al-tut sonucudur. Sözlük

VarlıkGünBrier skillp-değeriq (FDR)Doğru tahminSharpeTut SharpeSabit pay SharpePiyasada
BTC1760-0.00740.2190.31752.2%0.400.470.4748%
ETH1760-0.00230.3660.47651.0%0.160.200.2049%
SOL1760-0.01170.5050.59751.2%0.220.340.3449%
BNB1760+0.00420.0220.04951.2%0.450.410.4148%
XRP1760+0.00280.0030.02154.1%0.500.500.5049%
ADA1760-0.00420.0950.17753.9%-0.06-0.03-0.0349%
LTC1760+0.00080.0150.04052.6%0.130.100.1049%
LINK1760-0.01190.6800.68049.8%0.270.290.2948%
DOGE1760-0.00090.0040.02153.5%0.200.250.2549%
XLM1760+0.00310.0060.02153.3%0.290.290.2949%
TRX1760+0.00340.0050.02153.8%0.810.740.7448%
EVER1306-0.10210.6760.68054.7%-0.06-0.11-0.1149%
GRAM946-0.03140.1610.26157.7%-0.46-0.35-0.3547%
∑21612-0.00890.012—52.8%————

Kalibrasyon: tahmin ve gerçekleşen

TahminTahmin ⌀GerçekleşenGün
20%–30%26.7%33.3%15
30%–40%37.7%44.4%820
40%–50%46.0%44.4%13847
50%–60%53.2%45.9%6447
60%–70%63.3%58.7%455
70%–80%72.9%57.1%28

Sermaye eğrileri

1 birimin büyümesi, logaritmik ölçek, komisyonlar dahil. Yalnızca kuralın tam tanımlı olduğu günler sayılır.

Neden işe yarayabilir

Idea by F1DevBin: an honest service could publish a daily buy/sell view with a confidence level for every coin and keep score in public. Rephrased as a forecast: every day, for every coin, the probability that the next day's return beats the round-trip cost. One logistic regression shared by all 13 coins. Inputs at the close of day D: log returns over 1, 3, 7 and 30 days, distance from the 50- and 200-day averages, 7- and 30-day volatility, Bitcoin's 1- and 7-day returns, and, lagged one day for publication delay, BTC funding (7-day mean), Fear & Greed, 30-day USDT+USDC supply growth and 7-day BTC net exchange flow. Every input is a rolling 365-day z-score of its own past (min. 180 days, clipped at ±5), so coins with very different volatility share one model. The model is refitted on the first day of every month on decisions whose outcome was already known (up to two days before), L2 = 1. Costs: 0.1 % per side on Binance, 0.4 % per side on Gate.io coins (0.2 % fee + 0.2 % slippage). It passes only if, pooled over all coins from 2022 on, its probabilities beat each coin's base rate in the training window (Brier skill above zero) by more than rotating the forecasts in time does (one shift for all coins, 2000 shifts). Per-coin results are exploratory (Benjamini-Hochberg). Our earlier results (no rule beat luck on any of 156 rule x coin pairs; minute-level direction, H-001/H-002, failed) make a pass unlikely. A paper portfolio holds a share of the coin equal to the probability, trading only when the share moves by 10 points or more; it is reported against holding and against a constant share equal to its own average (timing skill would beat the constant share). Shares alpha with H-028 (0.05 / 2).

Karar geçmişi

Önceden kayıtlı tanım

kind: forecast
target: direction
model:
  type: pooled_logit
  features:
  - r1
  - r3
  - r7
  - r30
  - d50
  - d200
  - v7
  - v30
  - btc_r1
  - btc_r7
  - funding
  - fear_greed
  - stable30
  - flow7
  zscore_window: 365
  zscore_min_periods: 180
  clip: 5
  l2: 1.0
  refit: monthly
  external_lag: 1
  ffill_limit: 3
universe:
- BTCUSDT
- ETHUSDT
- SOLUSDT
- BNBUSDT
- XRPUSDT
- ADAUSDT
- LTCUSDT
- LINKUSDT
- DOGEUSDT
- XLMUSDT
- TRXUSDT
- EVERUSDT
- GRAMUSDT
costs:
  default: 0.001
  EVERUSDT: 0.004
  GRAMUSDT: 0.004
portfolio:
  weight: probability
  band: 0.1
periods:
- name: oos
  start: '2022-01-01'
significance:
  method: circular_shift
  n: 2000
  alpha: 0.025
criterion:
  metric: brier_skill
  pooled: true