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pith:UVQLOHJA

pith:2025:UVQLOHJASVBRBUTEE4YLT2EXM5
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Nested Sampling for ARIMA Model Selection in Astronomical Time-Series Analysis

Ajinkya Naik, Will Handley

Nested sampling computes Bayesian evidence to select optimal ARIMA orders for astronomical time series.

arxiv:2512.01929 v3 · 2025-12-01 · astro-ph.IM · astro-ph.EP · astro-ph.SR

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\pithnumber{UVQLOHJASVBRBUTEE4YLT2EXM5}

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2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
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Claims

C1strongest claim

Our results demonstrate that nested sampling offers a rigorous and computationally tractable alternative to autoregressive model selection in astronomical time-series analysis.

C2weakest assumption

That astronomical time series are adequately described by linear ARIMA processes whose orders can be reliably distinguished by Bayesian evidence computed via nested sampling, without significant model misspecification or sampling failures in the high-dimensional parameter spaces of higher-order models.

C3one line summary

Nested sampling applied to ARIMA models enables Bayesian order selection and parameter inference that recovers ground truth in simulations and fits stochastic variability in sunspot, Kepler, and TESS light curves.

Formal links

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First computed 2026-06-12T00:07:48.734807Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a560b71d20954310d2642730b9e8976742a0dfd6fa631ec28c867cd6b0bd272f

Aliases

arxiv: 2512.01929 · arxiv_version: 2512.01929v3 · doi: 10.48550/arxiv.2512.01929 · pith_short_12: UVQLOHJASVBR · pith_short_16: UVQLOHJASVBRBUTE · pith_short_8: UVQLOHJA
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UVQLOHJASVBRBUTEE4YLT2EXM5 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: a560b71d20954310d2642730b9e8976742a0dfd6fa631ec28c867cd6b0bd272f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "749f8c6bb3b7b18ae3fee19ce022ac685ec99936f19d39ae799f0e161ca80380",
    "cross_cats_sorted": [
      "astro-ph.EP",
      "astro-ph.SR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "astro-ph.IM",
    "submitted_at": "2025-12-01T17:45:00Z",
    "title_canon_sha256": "e346efa9a5153ec3c992b4552c17b642e96277a064e41264945e099d5aeff4f2"
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  "source": {
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    "kind": "arxiv",
    "version": 3
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