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sparkdensitytree-examples

Notebooks showcasing results using sparkDensityTree

https://github.com/lamastex/sparkdensitytree-examples

Science Score: 44.0%

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    Low similarity (5.0%) to scientific vocabulary
Last synced: 10 months ago · JSON representation ·

Repository

Notebooks showcasing results using sparkDensityTree

Basic Info
  • Host: GitHub
  • Owner: lamastex
  • License: apache-2.0
  • Language: HTML
  • Default Branch: main
  • Size: 1.4 MB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 2
  • Open Issues: 0
  • Releases: 0
Created about 4 years ago · Last pushed almost 3 years ago
Metadata Files
Readme License Citation

README.md

SparkDensityTree-examples

Johannes Graner, Raazesh Sainudiin and Axel Sandstedt

2022, 2023 Uppsala Sweden

Notebooks showcasing results using sparkDensityTree

Introduction and Usage Notebooks

This project was supported by Combient Mix AB through 2023 summer internship in Data Engineering Sciences to Axel Sandstedt.

For an introduction and a guide to the latest version of the estimator, see notebooks

  • ...
  • ...

Support

  • This work was initiated with support from project CORCON: Correctness by Construction, Seventh Framework Programme of the European Union, Marie Curie Actions-People, International Research Staff Exchange Scheme (IRSES) with counter-part funding from the Royal Society of New Zealand.
  • Combient Competence Centre for Data Engineering Sciences.
  • This research was partially supported by the Wallenberg AI, Autonomous Systems and Software Program funded by Knut and Alice Wallenberg Foundation and Databricks University Alliance with infrastructure credits from AWS.

Owner

  • Name: Raazesh Sainudiin
  • Login: lamastex
  • Kind: user
  • Location: Uppsala, Sweden
  • Company: lamastex.org

I work at the interface of mathematics, computing and statistics. This inter-disciplinary research aims broadly to use computers to solve real-world problems.

Citation (CITATION.cff) 

# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!

cff-version: 1.2.0
title: "SparkDensityTree-examples: User-guide with examples for SparkDensityTree library"
message: >-
  If you use this software, please cite it using the
  metadata from this file.
type: software
authors:
  - given-names: Axel
    email: axel.sandstedt97@protonmail.com
    family-names: Sandstedt
  - given-names: Johannes
    email: johannes.graner@gmail.com
    family-names: Graner
  - given-names: Tilo
    email: tilo@noteventi.me
    family-names: Wiklund
  - given-names: Raazesh
    email: raazesh.sainudiin@gmail.com
    family-names: Sainudiin
    orcid: 'https://orcid.org/0000-0003-3265-5565'
repository-code: 'https://github.com/lamastex/SparkDensityTree-examples'
abstract: >-
  This is the user-guide with examples for the library based on Scala and Apache Spark for scalable 
  density estimation, anomaly detection and conditional density regression with 
  universal performance guarantees using distributed sparse binary trees. 
  The order of authorship is reverse chronological.
keywords:
  - nonparametric density estimation
  - nonparametric anomaly detection
  - conditional density regression
  - sparse binary tree arithmetic
  - Apache Spark
  - Scala
license: Apache-2.0
version: '1.0'
date-released: '2023-09-05'

GitHub Events

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Last synced: about 1 year ago

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  • Total Commits: 18
  • Total Committers: 3
  • Avg Commits per committer: 6.0
  • Development Distribution Score (DDS): 0.333
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Axel Sandstedt A****7@p****m 12
Raazesh Sainudiin r****n@g****m 5
JohannesGraner j****r@g****m 1

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Last synced: about 1 year ago

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  • Total issues: 0
  • Total pull requests: 4
  • Average time to close issues: N/A
  • Average time to close pull requests: 3 days
  • Total issue authors: 0
  • Total pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 4
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
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  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
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  • KarlAxelSandstedt (4)
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