There are 4 repositories under data-reduction topic.
特征提取/数据降维:PCA、LDA、MDS、LLE、TSNE等降维算法的python实现
:bar_chart: Computation and processing of models' parameters
A GPU accelerated error-bounded lossy compression for scientific data.
A fast and flexible framework for data reduction in R
Automated SpectroPhotometric Image REDuction (ASPIRED)
https://dodiku.github.io/audio_noise_clustering/results/ ==> An experiment with a variety of clustering (and clustering-like) techniques to reduce noise on an audio speech recording.
Irena, Nika, and Indra SAXS Igor code by Jan Ilavsky
Converts trello data into fast read information
Pipeline to reduce echelle data (taken with a single or bifurcated fiber input)
A Snakemake workflow for Fermi-LAT data reduction
Gemini Planet Imager Data Reduction Pipeline
👾 𝗜𝗻𝘁𝗲𝗿𝘀𝘁𝗲𝗹𝗹𝗮𝗿 𝗗𝘂𝘀𝘁 𝗱𝗮𝘁𝗮 𝗿𝗲𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗮𝗻𝗱 𝗮𝗻𝗮𝗹𝘆𝘀𝗶𝘀 𝗼𝗯𝘁𝗮𝗶𝗻𝗲𝗱 𝗳𝗿𝗼𝗺 𝘁𝗵𝗲 𝗦𝘁𝗼𝗻𝘆 𝗕𝗿𝗼𝗼𝗸 𝗠𝘁. 𝗧𝗲𝗹𝗲𝘀𝗰𝗼𝗽𝗲
A prediction-based data reduction method that exploits LMS adaptive filters in the Internet of Things
👾 𝗱𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻 𝗼𝗳 𝗲𝘅𝗼𝗹𝗶𝗳𝗲 𝗶𝘀 𝗼𝗻𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗺𝗼𝘀𝘁 𝗶𝗺𝗽𝗼𝗿𝘁𝗮𝗻𝘁 𝗴𝗼𝗮𝗹𝘀 𝗳𝗼𝗿 𝗳𝘂𝘁𝘂𝗿𝗲 𝘀𝗽𝗮𝗰𝗲 𝗺𝗶𝘀𝘀𝗶𝗼𝗻𝘀 - 𝗶𝗺𝗮𝗴𝗲𝘀 𝘁𝗮𝗸𝗲𝗻 𝗳𝗿𝗼𝗺 𝘁𝗵𝗲 𝗺𝗼𝗼𝗻 𝗮𝘁 𝘁𝗵𝗲 𝗠𝘁. 𝗦𝘁𝗼𝗻𝘆 𝗕𝗿𝗼𝗼𝗸
Tool package for neutron time of flight analysis
QuinCe is an online tool for processing and quality control of data from scientific instruments, with a primary focus on oceanic data.
DRESSCode (Data Reduction of Extended SWIFT Sources Code)
An implementation of SZ lossy compression in Vivado HLS for Xilinx FPGAs.
The ASTROnomical POlarimetry and Photometry pipeline
This is the accompanying code repository for the AISTATS 2022 publication p-Generalized Probit Regression and Scalable Maximum Likelihood Estimation via Sketching and Coresets by Alexander Munteanu, Simon Omlor and Christian Peters.
A Python implementation of RSLDA (paper "Robust Sparse Linear Discriminant Analysis").
An R package for processing telemetry observation data.
The code for prototype selection and instance ranking using matrix decomposition and subspace learning
Algorithms for Data Science
:construction: ML algorithms, employing different approaches
Portable Accelerator Implementation of SZ Lossy Compressor for Scientific Data Using Kokkos