Archive · dataset · 2025
Mariana
Listed in NASA Data Portal
The Mariana source code has been open sourced.
Description
Download the tar file Mariana.tgz below. I would love feedback.
Mariana is an auto-classifier algorithm that efficiently optimizes hyperparameters for Support Vector Machines. Mariana is an algorithm that efficiently optimizes the hyperparameters for Support Vector Machines for regression and classification. It currently uses Simulated Annealing for optimization but can be extended to use a variety of stochastic optimization techniques including, Markov Chain Monte Carlo, Sequential Monte Carlo, and Genetic Algorithms.
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Mariana can be applied to the text portion of reports, determining the likely categories that each report falls into, and calculating a confidence for each classification. Mariana¹s innovation is it automates the search for the optimum hyperparameters. It does so by randomly selecting a set of hyperparameters.
Next it builds a model from the training data and tests the model's performance using the validation set. That performance is compared to previous performances, and if the current set of hyperparameters are better than the previous one, then it records the hyperparameters. This process is repeated until there are no noticeable improvements in performance or at a predefined stopping point.
Links
Get the data
- Mariana_v0.8b_par.tgz c3.nasa.gov/dashlink/static/media/algorithm/Mariana_v0.8b_par.tgz ↗
download · from data nasa gov
- Mariana_2.tgz c3.nasa.gov/dashlink/static/media/algorithm/Mariana_2.tgz ↗
download · from data nasa gov
- Mariana_v0.8a.zip c3.nasa.gov/dashlink/static/media/algorithm/Mariana_v0.8a.zip ↗
download · from data nasa gov
- Mariana_v0.8c_par.zip c3.nasa.gov/dashlink/static/media/algorithm/Mariana_v0.8c_par.zip ↗
download · from data nasa gov
- Mariana_v0.8a_par.tgz c3.nasa.gov/dashlink/static/media/algorithm/Mariana_v0.8a_par.tgz ↗
download · from data nasa gov
Where it is published
- NASA Data Portal dataset page data.nasa.gov/dataset/mariana ↗
landing page · from data nasa gov
Catalogue records · 1
- CKAN API data.nasa.gov/api/3/action/package_show?id=ef2d395f-35a2-4f96-b8a5-e2f7abf95… ↗
metadata API · from data nasa gov
Topics
- Inferred from text
- Text 75%
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| NASA Data Portal | ef2d395f-35a2-4f96-b8a5-e2f7abf95a9b | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[modality].local:modality:text | enrichment · data nasa gov | keyword-concept-rules@1.0.0 | title+description (75%) |
| created_date | source · data nasa gov | connector:data_nasa_gov@1.0.0 | |
| description | source · data nasa gov | connector:data_nasa_gov@1.0.0 | /notes |
| license_text | source · data nasa gov | connector:data_nasa_gov@1.0.0 | |
| publication_date | source · data nasa gov | connector:data_nasa_gov@1.0.0 | |
| title | source · data nasa gov | connector:data_nasa_gov@1.0.0 | /title |
| updated_date | source · data nasa gov | connector:data_nasa_gov@1.0.0 |