| <!DOCTYPE html> |
| <html lang="en" data-bs-theme="light"> |
| <head> |
| <meta charset="utf-8"> |
| <meta http-equiv="X-UA-Compatible" content="IE=edge"> |
| <meta name="viewport" content="width=device-width, initial-scale=1.0"> |
| |
| <meta name="author" content="Zipeng Wu"> |
| <link rel="canonical" href="https://systems-mechanobiology.github.io/DeTime/notebook-gallery/"> |
| <link rel="shortcut icon" href="../img/favicon.ico"> |
| <title>Notebook Gallery - DeTime</title> |
| <link href="../css/bootstrap.min.css" rel="stylesheet"> |
| <link href="../css/fontawesome.min.css" rel="stylesheet"> |
| <link href="../css/brands.min.css" rel="stylesheet"> |
| <link href="../css/solid.min.css" rel="stylesheet"> |
| <link href="../css/v4-font-face.min.css" rel="stylesheet"> |
| <link href="../css/base.css" rel="stylesheet"> |
| <link id="hljs-light" rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/styles/github.min.css" > |
| <link id="hljs-dark" rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/styles/github-dark.min.css" disabled> |
| <link href="../stylesheets/brand.css" rel="stylesheet"> |
| <link href="../stylesheets/extra.css" rel="stylesheet"> |
| <script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min.js"></script> |
| <script>hljs.highlightAll();</script> |
| |
| <meta name="robots" content="index, follow, max-image-preview:large"> |
| <meta name="keywords" content="DeTime, detime, de-time, time series decomposition, Python time series, SSA, MSSA, VMD, STL, decomposition software"> |
| <meta property="og:site_name" content="DeTime"> |
| <meta property="og:type" content="website"> |
| <meta property="og:title" content="DeTime - workflow-oriented time-series decomposition for Python"> |
| <meta property="og:description" content="DeTime is a Python and CLI toolkit for reproducible time-series decomposition across SSA, MSSA, VMD, STL, EMD, wavelet, and native C++ backed methods."> |
| <meta property="og:url" content="https://systems-mechanobiology.github.io/DeTime/"> |
| <meta property="og:image" content="https://systems-mechanobiology.github.io/DeTime/assets/brand/detime-title-card.svg"> |
| <meta name="twitter:card" content="summary_large_image"> |
| <meta name="twitter:title" content="DeTime - time-series decomposition for Python"> |
| <meta name="twitter:description" content="Workflow-oriented Python and CLI software for reproducible trend, oscillation, residual, and component decomposition."> |
| <script type="application/ld+json"> |
| { |
| "@context": "https://schema.org", |
| "@graph": [ |
| { |
| "@type": "WebSite", |
| "@id": "https://systems-mechanobiology.github.io/DeTime/#website", |
| "name": "DeTime", |
| "alternateName": ["detime", "de-time", "De-Time"], |
| "url": "https://systems-mechanobiology.github.io/DeTime/", |
| "description": "DeTime documentation for workflow-oriented time-series decomposition software.", |
| "inLanguage": "en" |
| }, |
| { |
| "@type": "SoftwareSourceCode", |
| "@id": "https://systems-mechanobiology.github.io/DeTime/#software", |
| "name": "DeTime", |
| "alternateName": ["detime", "de-time", "De-Time"], |
| "description": "Python and CLI toolkit for reproducible time-series decomposition with native C++ backed SSA, MSSA, VMD, STD, STDR, MA baseline, and Gabor clustering paths.", |
| "codeRepository": "https://github.com/systems-mechanobiology/DeTime", |
| "url": "https://systems-mechanobiology.github.io/DeTime/", |
| "programmingLanguage": ["Python", "C++"], |
| "applicationCategory": "Scientific software", |
| "keywords": "DeTime, time-series decomposition, Python, SSA, MSSA, VMD, STL, EMD, wavelet, native C++", |
| "author": { |
| "@type": "Person", |
| "name": "Zipeng Wu" |
| } |
| } |
| ] |
| } |
| </script> |
| <link rel="stylesheet" href="../stylesheets/extra.css?v=7"> |
|
|
| </head> |
|
|
| <body> |
| <div class="navbar fixed-top navbar-expand-lg navbar-dark bg-primary"> |
| <div class="container"> |
| <a class="navbar-brand" href="..">DeTime</a> |
| |
| <button type="button" class="navbar-toggler" data-bs-toggle="collapse" data-bs-target="#navbar-collapse" aria-controls="navbar-collapse" aria-expanded="false" aria-label="Toggle navigation"> |
| <span class="navbar-toggler-icon"></span> |
| </button> |
|
|
| |
| <div id="navbar-collapse" class="navbar-collapse collapse"> |
| |
| <ul class="nav navbar-nav"> |
| <li class="nav-item"> |
| <a href=".." class="nav-link">Home</a> |
| </li> |
| <li class="nav-item dropdown"> |
| <a href="#" class="nav-link dropdown-toggle" role="button" data-bs-toggle="dropdown" aria-expanded="false">Start</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../install/" class="dropdown-item">Install</a> |
| </li> |
| |
| <li> |
| <a href="../quickstart/" class="dropdown-item">Quickstart</a> |
| </li> |
| </ul> |
| </li> |
| <li class="nav-item dropdown"> |
| <a href="#" class="nav-link dropdown-toggle" role="button" data-bs-toggle="dropdown" aria-expanded="false">Methods</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../methods/" class="dropdown-item">Methods & Chooser</a> |
| </li> |
| |
| <li> |
| <a href="../method-matrix/" class="dropdown-item">Method Matrix</a> |
| </li> |
| |
| <li> |
| <a href="../method-references/" class="dropdown-item">Method References</a> |
| </li> |
| </ul> |
| </li> |
| <li class="nav-item dropdown"> |
| <a href="#" class="nav-link dropdown-toggle active" aria-current="page" role="button" data-bs-toggle="dropdown" aria-expanded="false">Workflows</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="./" class="dropdown-item active" aria-current="page">Notebook Gallery</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/univariate/" class="dropdown-item">Univariate Tutorial</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/multivariate/" class="dropdown-item">Multivariate Tutorial</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/cli-and-profiling/" class="dropdown-item">CLI Guide</a> |
| </li> |
| |
| <li class="dropdown-submenu"> |
| <a href="#" class="dropdown-item">Quant Trading Tutorial</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../tutorials/quant-trading/" class="dropdown-item">Overview</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/" class="dropdown-item">Tutorial Notebooks</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/00_decomposition_first_quant_trading_roadmap/" class="dropdown-item">Tutorial 00 Roadmap</a> |
| </li> |
| |
| <li class="dropdown-submenu"> |
| <a href="#" class="dropdown-item">Strategy Lab</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../tutorials/quant-trading/two-strategy-families/" class="dropdown-item">Two Strategy Families</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/01_detime_trend_following_strategy_lab/" class="dropdown-item">01 Trend-Following Lab</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/02_detime_oscillation_reversion_strategy_lab/" class="dropdown-item">02 Oscillation-Reversion Lab</a> |
| </li> |
| </ul> |
| </li> |
| |
| <li class="dropdown-submenu"> |
| <a href="#" class="dropdown-item">Strategy Expansion</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../tutorials/quant-trading/method-specific-strategy-expansion/" class="dropdown-item">Method-Specific Strategy Expansion</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/03_detime_method_specific_strategy_variants/" class="dropdown-item">03 Method-Specific Variants</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/04_detime_component_pair_trading_cointegration/" class="dropdown-item">04 Component Pair Trading</a> |
| </li> |
| </ul> |
| </li> |
| |
| <li class="dropdown-submenu"> |
| <a href="#" class="dropdown-item">Tutorial Sequence</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/01_market_data_and_decomposition_feature_factory/" class="dropdown-item">01 Real Market Data and Feature Factory</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/02_decomposition_aware_moving_average_macd/" class="dropdown-item">02 Decomposition-aware MA and MACD</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/03_residual_mean_reversion_rsi_bollinger/" class="dropdown-item">03 Residual Mean Reversion</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/04_turtle_donchian_breakout_volume_confirmation/" class="dropdown-item">04 Donchian Breakout</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/05_pairs_spread_decomposition_stat_arb/" class="dropdown-item">05 Pair-Spread Stat-Arb</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/06_cross_sectional_rotation_portfolio/" class="dropdown-item">06 Cross-Sectional Rotation</a> |
| </li> |
| </ul> |
| </li> |
| |
| <li class="dropdown-submenu"> |
| <a href="#" class="dropdown-item">Native SSA Replay</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../tutorials/quant-trading/notebooks/07_native_ssa_high_return_low_drawdown_tutorial/" class="dropdown-item">07 Native SSA High-Return / Low-Drawdown</a> |
| </li> |
| </ul> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/data/" class="dropdown-item">Real Data and Universes</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/strategy-map/" class="dropdown-item">Strategy Map</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/backtesting-frameworks/" class="dropdown-item">Backtesting Frameworks</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/quant-trading/walkforward/" class="dropdown-item">Walk-Forward Validation</a> |
| </li> |
| </ul> |
| </li> |
| |
| <li class="dropdown-submenu"> |
| <a href="#" class="dropdown-item">Hot Trend Lab</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/" class="dropdown-item">Overview</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/notebooks/" class="dropdown-item">Rendered Notebooks</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/notebooks/00_hot_trend_lab_overview/" class="dropdown-item">00 Column Overview</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/notebooks/01_arxiv_category_pulse/" class="dropdown-item">01 arXiv Category Pulse</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/notebooks/02_arxiv_agent_research_pulse/" class="dropdown-item">02 arXiv Agent Research Pulse</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/notebooks/03_huggingface_open_model_pulse/" class="dropdown-item">03 Hugging Face Open-Model Pulse</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/notebooks/04_github_ai_agent_star_velocity/" class="dropdown-item">04 GitHub Star Velocity</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/notebooks/05_wikipedia_attention_hype_decay/" class="dropdown-item">05 Wikipedia Attention Decay</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/notebooks/06_crypto_stablecoin_liquidity_pulse/" class="dropdown-item">06 Crypto Stablecoin Liquidity</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/notebooks/07_ai_infrastructure_market_pulse/" class="dropdown-item">07 AI Infrastructure Market Pulse</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/data-sources/" class="dropdown-item">Real Data Sources</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/arxiv-research-pulse/" class="dropdown-item">arXiv Research Pulse</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/open-model-and-developer-attention/" class="dropdown-item">Open Models and Developer Attention</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/wiki-market-crypto-attention/" class="dropdown-item">Public Attention, Markets, and Crypto</a> |
| </li> |
| |
| <li> |
| <a href="../tutorials/hot-trend-lab/release-calendar/" class="dropdown-item">Release Calendar</a> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="nav-item dropdown"> |
| <a href="#" class="nav-link dropdown-toggle" role="button" data-bs-toggle="dropdown" aria-expanded="false">Gallery</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../gallery/ssa/" class="dropdown-item">SSA</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/std/" class="dropdown-item">STD</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/stdr/" class="dropdown-item">STDR</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/mssa/" class="dropdown-item">MSSA</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/stl/" class="dropdown-item">STL</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/mstl/" class="dropdown-item">MSTL</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/robust-stl/" class="dropdown-item">ROBUST_STL</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/emd/" class="dropdown-item">EMD</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/ceemdan/" class="dropdown-item">CEEMDAN</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/vmd/" class="dropdown-item">VMD</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/wavelet/" class="dropdown-item">WAVELET</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/ma-baseline/" class="dropdown-item">MA_BASELINE</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/mvmd/" class="dropdown-item">MVMD</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/memd/" class="dropdown-item">MEMD</a> |
| </li> |
| |
| <li> |
| <a href="../gallery/gabor-cluster/" class="dropdown-item">GABOR_CLUSTER</a> |
| </li> |
| </ul> |
| </li> |
| <li class="nav-item dropdown"> |
| <a href="#" class="nav-link dropdown-toggle" role="button" data-bs-toggle="dropdown" aria-expanded="false">Reference</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../api/" class="dropdown-item">API Overview</a> |
| </li> |
| |
| <li> |
| <a href="../config-reference/" class="dropdown-item">Config Reference</a> |
| </li> |
| |
| <li> |
| <a href="../machine-api/" class="dropdown-item">Machine API</a> |
| </li> |
| </ul> |
| </li> |
| <li class="nav-item dropdown"> |
| <a href="#" class="nav-link dropdown-toggle" role="button" data-bs-toggle="dropdown" aria-expanded="false">Project</a> |
| <ul class="dropdown-menu"> |
| |
| <li> |
| <a href="../comparisons/" class="dropdown-item">Compare Alternatives</a> |
| </li> |
| |
| <li> |
| <a href="../reproducibility/" class="dropdown-item">Reproducibility</a> |
| </li> |
| |
| <li> |
| <a href="../architecture/" class="dropdown-item">Architecture</a> |
| </li> |
| |
| <li> |
| <a href="../migration/" class="dropdown-item">Migration from `tsdecomp`</a> |
| </li> |
| |
| <li> |
| <a href="../contributing/" class="dropdown-item">Contributing</a> |
| </li> |
| |
| <li> |
| <a href="../citation/" class="dropdown-item">Citation / Release Notes</a> |
| </li> |
| </ul> |
| </li> |
| </ul> |
|
|
| <ul class="nav navbar-nav ms-md-auto"> |
| <li class="nav-item"> |
| <a href="#" class="nav-link" data-bs-toggle="modal" data-bs-target="#mkdocs_search_modal"> |
| <i class="fa fa-search"></i> Search |
| </a> |
| </li> |
| <li class="nav-item"> |
| <a rel="prev" href="../method-references/" class="nav-link"> |
| <i class="fa fa-arrow-left"></i> Previous |
| </a> |
| </li> |
| <li class="nav-item"> |
| <a rel="next" href="../tutorials/univariate/" class="nav-link"> |
| Next <i class="fa fa-arrow-right"></i> |
| </a> |
| </li> |
| <li class="nav-item"> |
| <a href="https://github.com/systems-mechanobiology/DeTime" class="nav-link">systems-mechanobiology/DeTime</a> |
| </li> |
| </ul> |
| </div> |
| </div> |
| </div> |
|
|
| <div class="container"> |
| <div class="row"> |
| <div class="col-md-3"><div class="navbar-expand-md bs-sidebar hidden-print affix" role="complementary"> |
| <div class="navbar-header"> |
| <button type="button" class="navbar-toggler collapsed" data-bs-toggle="collapse" data-bs-target="#toc-collapse" title="Table of Contents"> |
| <span class="fa fa-angle-down"></span> |
| </button> |
| </div> |
|
|
| |
| <div id="toc-collapse" class="navbar-collapse collapse card bg-body-tertiary"> |
| <ul class="nav flex-column"> |
| |
| <li class="nav-item" data-bs-level="1"><a href="#detime-method-gallery" class="nav-link">DeTime Method Gallery</a> |
| <ul class="nav flex-column"> |
| <li class="nav-item" data-bs-level="2"><a href="#flagship-methods" class="nav-link">Flagship Methods</a> |
| <ul class="nav flex-column"> |
| </ul> |
| </li> |
| <li class="nav-item" data-bs-level="2"><a href="#wrapper-methods" class="nav-link">Wrapper Methods</a> |
| <ul class="nav flex-column"> |
| </ul> |
| </li> |
| <li class="nav-item" data-bs-level="2"><a href="#empirical-adaptive-methods" class="nav-link">Empirical & Adaptive Methods</a> |
| <ul class="nav flex-column"> |
| </ul> |
| </li> |
| <li class="nav-item" data-bs-level="2"><a href="#multivariate-experimental" class="nav-link">Multivariate & Experimental</a> |
| <ul class="nav flex-column"> |
| </ul> |
| </li> |
| <li class="nav-item" data-bs-level="2"><a href="#downloads" class="nav-link">Downloads</a> |
| <ul class="nav flex-column"> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </div> |
| </div></div> |
| <div class="col-md-9" role="main"> |
|
|
| <h1 id="detime-method-gallery">DeTime Method Gallery</h1> |
| <div class="gallery-intro"> |
| <p>Explore DeTime's decomposition methods. Each card links to a dedicated page with executable code, output, and a decomposition plot. All examples use compact synthetic data and run quickly.</p> |
| </div> |
|
|
| <div class="gallery-note"> |
| <strong>Tip</strong><br> |
| Regenerate all assets with <code>python scripts/generate_notebook_gallery.py</code>. |
| <a href="#download-gallery">Jump to downloads</a> for the full notebook, Python source, or zipped example. |
| </div> |
|
|
| <h2 id="flagship-methods">Flagship Methods</h2> |
| <div class="method-card-grid"> |
|
|
| <a class="method-card" href="../gallery/ssa/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 36 C30 12 60 58 90 30 S150 14 180 38 S240 60 300 24 S360 10 400 36" stroke="#1F4FFF" stroke-width="2.6" stroke-opacity=".34"/><path d="M0 48 C80 44 160 36 240 28 S340 18 400 16" stroke="#00A6A6" stroke-width="2.2" stroke-opacity=".22"/><path d="M0 56 C20 48 40 62 60 54 S100 46 120 54 S160 62 180 54 S220 46 240 54 S300 62 400 50" stroke="#9AA8C7" stroke-width="1.8" stroke-opacity=".16"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>SSA</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Univariate SSA</p> |
| <div class="method-card-footer"> |
| <span class="method-badge ">univariate</span> |
| <span class="method-badge">flagship</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/std/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 50 C40 48 80 44 120 42 S200 36 280 30 S360 26 400 22" stroke="#1F4FFF" stroke-width="2.8" stroke-opacity=".34"/><path d="M0 36 C14 20 28 52 42 28 S70 16 84 36 S112 54 126 30 S154 18 168 38 S196 56 400 32" stroke="#2D67FF" stroke-width="2.2" stroke-opacity=".24"/><path d="M0 60 C60 58 140 56 200 52 S300 48 400 44" stroke="#9AA8C7" stroke-width="1.8" stroke-opacity=".16"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>STD</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Seasonal-trend decomposition</p> |
| <div class="method-card-footer"> |
| <span class="method-badge badge-channel">channelwise</span> |
| <span class="method-badge">flagship</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/stdr/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 50 C40 48 80 44 120 42 S200 36 280 30 S360 26 400 22" stroke="#1F4FFF" stroke-width="2.8" stroke-opacity=".34"/><path d="M0 36 C14 20 28 52 42 28 S70 16 84 36 S112 54 126 30 S154 18 168 38 S196 56 400 32" stroke="#2D67FF" stroke-width="2.2" stroke-opacity=".24"/><path d="M0 60 C60 58 140 56 200 52 S300 48 400 44" stroke="#9AA8C7" stroke-width="1.8" stroke-opacity=".16"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>STDR</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Robust seasonal-trend decomposition</p> |
| <div class="method-card-footer"> |
| <span class="method-badge badge-channel">channelwise</span> |
| <span class="method-badge">flagship</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/mssa/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 30 C30 10 60 50 90 26 S150 8 180 34 S240 54 300 20 S360 6 400 30" stroke="#1F4FFF" stroke-width="2.6" stroke-opacity=".34"/><path d="M0 42 C30 22 60 58 90 36 S150 18 180 44 S240 60 300 30 S360 14 400 42" stroke="#00A6A6" stroke-width="2.2" stroke-opacity=".24"/><path d="M0 54 C30 34 60 66 90 48 S150 30 180 56 S240 68 300 40 S360 24 400 54" stroke="#8EC5FF" stroke-width="1.8" stroke-opacity=".18"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>MSSA</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Multivariate SSA</p> |
| <div class="method-card-footer"> |
| <span class="method-badge badge-multi">multivariate</span> |
| <span class="method-badge">flagship</span> |
| </div> |
| </div> |
| </a> |
|
|
| </div> |
|
|
| <h2 id="wrapper-methods">Wrapper Methods</h2> |
| <div class="method-card-grid"> |
|
|
| <a class="method-card" href="../gallery/stl/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 50 C40 48 80 44 120 42 S200 36 280 30 S360 26 400 22" stroke="#1F4FFF" stroke-width="2.8" stroke-opacity=".34"/><path d="M0 36 C14 20 28 52 42 28 S70 16 84 36 S112 54 126 30 S154 18 168 38 S196 56 400 32" stroke="#2D67FF" stroke-width="2.2" stroke-opacity=".24"/><path d="M0 60 C60 58 140 56 200 52 S300 48 400 44" stroke="#9AA8C7" stroke-width="1.8" stroke-opacity=".16"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>STL</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Statsmodels STL wrapper</p> |
| <div class="method-card-footer"> |
| <span class="method-badge ">univariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/mstl/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 50 C40 48 80 44 120 42 S200 36 280 30 S360 26 400 22" stroke="#1F4FFF" stroke-width="2.8" stroke-opacity=".34"/><path d="M0 36 C14 20 28 52 42 28 S70 16 84 36 S112 54 126 30 S154 18 168 38 S196 56 400 32" stroke="#2D67FF" stroke-width="2.2" stroke-opacity=".24"/><path d="M0 60 C60 58 140 56 200 52 S300 48 400 44" stroke="#9AA8C7" stroke-width="1.8" stroke-opacity=".16"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>MSTL</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Statsmodels MSTL wrapper</p> |
| <div class="method-card-footer"> |
| <span class="method-badge ">univariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/robust-stl/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 50 C40 48 80 44 120 42 S200 36 280 30 S360 26 400 22" stroke="#1F4FFF" stroke-width="2.8" stroke-opacity=".34"/><path d="M0 36 C14 20 28 52 42 28 S70 16 84 36 S112 54 126 30 S154 18 168 38 S196 56 400 32" stroke="#2D67FF" stroke-width="2.2" stroke-opacity=".24"/><path d="M0 60 C60 58 140 56 200 52 S300 48 400 44" stroke="#9AA8C7" stroke-width="1.8" stroke-opacity=".16"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>ROBUST_STL</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Robust STL wrapper</p> |
| <div class="method-card-footer"> |
| <span class="method-badge ">univariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| </div> |
|
|
| <h2 id="empirical-adaptive-methods">Empirical & Adaptive Methods</h2> |
| <div class="method-card-grid"> |
|
|
| <a class="method-card" href="../gallery/emd/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 36 C12 18 24 54 36 28 S60 8 72 42 S96 58 108 22 S132 6 144 40 S168 56 180 20 S204 8 400 36" stroke="#1F4FFF" stroke-width="2.4" stroke-opacity=".32"/><path d="M0 40 C20 28 40 52 60 36 S100 24 120 44 S160 56 180 32 S220 20 400 40" stroke="#00A6A6" stroke-width="2" stroke-opacity=".22"/><path d="M0 50 C30 46 60 54 90 48 S150 44 180 50 S240 54 270 46 S330 44 400 50" stroke="#9AA8C7" stroke-width="1.6" stroke-opacity=".14"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>EMD</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Empirical mode decomposition</p> |
| <div class="method-card-footer"> |
| <span class="method-badge ">univariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/ceemdan/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 36 C12 18 24 54 36 28 S60 8 72 42 S96 58 108 22 S132 6 144 40 S168 56 180 20 S204 8 400 36" stroke="#1F4FFF" stroke-width="2.4" stroke-opacity=".32"/><path d="M0 40 C20 28 40 52 60 36 S100 24 120 44 S160 56 180 32 S220 20 400 40" stroke="#00A6A6" stroke-width="2" stroke-opacity=".22"/><path d="M0 50 C30 46 60 54 90 48 S150 44 180 50 S240 54 270 46 S330 44 400 50" stroke="#9AA8C7" stroke-width="1.6" stroke-opacity=".14"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>CEEMDAN</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Noise-assisted EMD</p> |
| <div class="method-card-footer"> |
| <span class="method-badge ">univariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/vmd/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 36 C30 12 60 58 90 30 S150 14 180 38 S240 60 300 24 S360 10 400 36" stroke="#1F4FFF" stroke-width="2.6" stroke-opacity=".34"/><path d="M0 48 C80 44 160 36 240 28 S340 18 400 16" stroke="#00A6A6" stroke-width="2.2" stroke-opacity=".22"/><path d="M0 56 C20 48 40 62 60 54 S100 46 120 54 S160 62 180 54 S220 46 240 54 S300 62 400 50" stroke="#9AA8C7" stroke-width="1.8" stroke-opacity=".16"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>VMD</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Variational mode decomposition</p> |
| <div class="method-card-footer"> |
| <span class="method-badge ">univariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/wavelet/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 36 C30 12 60 58 90 30 S150 14 180 38 S240 60 300 24 S360 10 400 36" stroke="#1F4FFF" stroke-width="2.6" stroke-opacity=".34"/><path d="M0 48 C80 44 160 36 240 28 S340 18 400 16" stroke="#00A6A6" stroke-width="2.2" stroke-opacity=".22"/><path d="M0 56 C20 48 40 62 60 54 S100 46 120 54 S160 62 180 54 S220 46 240 54 S300 62 400 50" stroke="#9AA8C7" stroke-width="1.8" stroke-opacity=".16"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>WAVELET</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Wavelet decomposition</p> |
| <div class="method-card-footer"> |
| <span class="method-badge ">univariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/ma-baseline/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 50 C40 48 80 44 120 42 S200 36 280 30 S360 26 400 22" stroke="#1F4FFF" stroke-width="2.8" stroke-opacity=".34"/><path d="M0 36 C14 20 28 52 42 28 S70 16 84 36 S112 54 126 30 S154 18 168 38 S196 56 400 32" stroke="#2D67FF" stroke-width="2.2" stroke-opacity=".24"/><path d="M0 60 C60 58 140 56 200 52 S300 48 400 44" stroke="#9AA8C7" stroke-width="1.8" stroke-opacity=".16"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>MA_BASELINE</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Moving-average baseline</p> |
| <div class="method-card-footer"> |
| <span class="method-badge ">univariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| </div> |
|
|
| <h2 id="multivariate-experimental">Multivariate & Experimental</h2> |
| <div class="method-card-grid"> |
|
|
| <a class="method-card" href="../gallery/mvmd/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 30 C30 10 60 50 90 26 S150 8 180 34 S240 54 300 20 S360 6 400 30" stroke="#1F4FFF" stroke-width="2.6" stroke-opacity=".34"/><path d="M0 42 C30 22 60 58 90 36 S150 18 180 44 S240 60 300 30 S360 14 400 42" stroke="#00A6A6" stroke-width="2.2" stroke-opacity=".24"/><path d="M0 54 C30 34 60 66 90 48 S150 30 180 56 S240 68 300 40 S360 24 400 54" stroke="#8EC5FF" stroke-width="1.8" stroke-opacity=".18"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>MVMD</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Optional multivariate VMD backend</p> |
| <div class="method-card-footer"> |
| <span class="method-badge badge-multi">multivariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/memd/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 30 C30 10 60 50 90 26 S150 8 180 34 S240 54 300 20 S360 6 400 30" stroke="#1F4FFF" stroke-width="2.6" stroke-opacity=".34"/><path d="M0 42 C30 22 60 58 90 36 S150 18 180 44 S240 60 300 30 S360 14 400 42" stroke="#00A6A6" stroke-width="2.2" stroke-opacity=".24"/><path d="M0 54 C30 34 60 66 90 48 S150 30 180 56 S240 68 300 40 S360 24 400 54" stroke="#8EC5FF" stroke-width="1.8" stroke-opacity=".18"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>MEMD</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Optional multivariate EMD backend</p> |
| <div class="method-card-footer"> |
| <span class="method-badge badge-multi">multivariate</span> |
| </div> |
| </div> |
| </a> |
|
|
| <a class="method-card" href="../gallery/gabor-cluster/"> |
| <div class="method-card-art"> |
| <svg viewBox="0 0 400 72" xmlns="http://www.w3.org/2000/svg"><g fill="none" stroke-linecap="round"><path d="M0 36 C40 36 80 20 120 36 S200 52 240 36 S320 20 400 36" stroke="#9AA8C7" stroke-width="2" stroke-opacity=".20"/><circle cx="100" cy="30" r="3" fill="#1F4FFF" fill-opacity=".3"/><circle cx="200" cy="42" r="3" fill="#1F4FFF" fill-opacity=".3"/><circle cx="300" cy="28" r="3" fill="#1F4FFF" fill-opacity=".3"/></g></svg> |
| </div> |
| <div class="method-card-body"> |
| <div class="method-card-header"> |
| <h3>GABOR_CLUSTER</h3> |
| <span class="method-card-arrow">→</span> |
| </div> |
| <p>Experimental Gabor clustering path</p> |
| <div class="method-card-footer"> |
| <span class="method-badge badge-skip">experimental</span> |
| </div> |
| </div> |
| </a> |
|
|
| </div> |
|
|
| <hr /> |
| <div class="gallery-summary-section"> |
|
|
| ## Summary |
|
|
| | Method | Status | Input mode | Trend shape | Residual RMSE | |
| |---|---|---|---|---:| |
| | `SSA` | ran | `univariate` | `(96,)` | 0.00000000 | |
| | `STD` | ran | `channelwise` | `(96,)` | 0.00000000 | |
| | `STDR` | ran | `channelwise` | `(96,)` | 0.00000000 | |
| | `MSSA` | ran | `multivariate` | `(96, 3)` | 0.00000000 | |
| | `STL` | ran | `univariate` | `(96,)` | 0.00000000 | |
| | `MSTL` | ran | `univariate` | `(96,)` | 0.00000000 | |
| | `ROBUST_STL` | ran | `univariate` | `(96,)` | 0.00000000 | |
| | `EMD` | ran | `univariate` | `(96,)` | 0.00000000 | |
| | `CEEMDAN` | ran | `univariate` | `(96,)` | 0.00000000 | |
| | `VMD` | ran | `univariate` | `(96,)` | 0.03421948 | |
| | `WAVELET` | ran | `univariate` | `(96,)` | 0.00000000 | |
| | `MA_BASELINE` | ran | `univariate` | `(96,)` | 0.00000000 | |
| | `MVMD` | ran | `multivariate` | `(96, 3)` | 0.08323657 | |
| | `MEMD` | ran | `multivariate` | `(96, 3)` | 0.00000000 | |
| | `GABOR_CLUSTER` | skipped | `univariate` | `` | n/a | |
|
|
| Total running time of the gallery script: 4.716 seconds. |
|
|
| Methods run: 14; skipped with explicit reason: 1. |
|
|
| </div> |
|
|
| <p><a id="download-gallery"></a></p> |
| <h2 id="downloads">Downloads</h2> |
| <div class="download-grid"> |
| <a class="download-card" href="../assets/generated/notebooks/method-gallery/de_time_method_gallery.ipynb">Download Jupyter notebook: <code>de_time_method_gallery.ipynb</code></a> |
| <a class="download-card" href="../assets/generated/notebooks/method-gallery/de_time_method_gallery.py">Download Python source code: <code>de_time_method_gallery.py</code></a> |
| <a class="download-card" href="../assets/generated/notebooks/method-gallery/de_time_method_gallery.zip">Download zipped example: <code>de_time_method_gallery.zip</code></a> |
| </div> |
|
|
| <p>The GitHub-rendered notebook is also available at |
| <a href="https://github.com/systems-mechanobiology/DeTime/blob/main/examples/notebooks/de_time_method_gallery.ipynb">examples/notebooks/de_time_method_gallery.ipynb</a>.</p></div> |
| </div> |
| </div> |
|
|
| <footer class="col-md-12"> |
| <hr> |
| <p>Documentation built with <a href="https://www.mkdocs.org/">MkDocs</a>.</p> |
| </footer> |
| <script src="../js/bootstrap.bundle.min.js"></script> |
| <script> |
| var base_url = "..", |
| shortcuts = {"help": 191, "next": 78, "previous": 80, "search": 83}; |
| </script> |
| <script src="../js/base.js"></script> |
| <script src="../search/main.js"></script> |
|
|
| <div class="modal" id="mkdocs_search_modal" tabindex="-1" role="dialog" aria-labelledby="searchModalLabel" aria-hidden="true"> |
| <div class="modal-dialog modal-lg"> |
| <div class="modal-content"> |
| <div class="modal-header"> |
| <h4 class="modal-title" id="searchModalLabel">Search</h4> |
| <button type="button" class="btn-close" data-bs-dismiss="modal" aria-label="Close"></button> |
| </div> |
| <div class="modal-body"> |
| <p>From here you can search these documents. Enter your search terms below.</p> |
| <form> |
| <div class="form-group"> |
| <input type="search" class="form-control" placeholder="Search..." id="mkdocs-search-query" title="Type search term here"> |
| </div> |
| </form> |
| <div id="mkdocs-search-results" data-no-results-text="No results found"></div> |
| </div> |
| <div class="modal-footer"> |
| </div> |
| </div> |
| </div> |
| </div><div class="modal" id="mkdocs_keyboard_modal" tabindex="-1" role="dialog" aria-labelledby="keyboardModalLabel" aria-hidden="true"> |
| <div class="modal-dialog"> |
| <div class="modal-content"> |
| <div class="modal-header"> |
| <h4 class="modal-title" id="keyboardModalLabel">Keyboard Shortcuts</h4> |
| <button type="button" class="btn-close" data-bs-dismiss="modal" aria-label="Close"></button> |
| </div> |
| <div class="modal-body"> |
| <table class="table"> |
| <thead> |
| <tr> |
| <th style="width: 20%;">Keys</th> |
| <th>Action</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td class="help shortcut"><kbd>?</kbd></td> |
| <td>Open this help</td> |
| </tr> |
| <tr> |
| <td class="next shortcut"><kbd>n</kbd></td> |
| <td>Next page</td> |
| </tr> |
| <tr> |
| <td class="prev shortcut"><kbd>p</kbd></td> |
| <td>Previous page</td> |
| </tr> |
| <tr> |
| <td class="search shortcut"><kbd>s</kbd></td> |
| <td>Search</td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <div class="modal-footer"> |
| </div> |
| </div> |
| </div> |
| </div> |
|
|
| </body> |
| </html> |
|
|
