MLbias 1.0 – Correct Machine Learning Bias

MLbias 1.0

:: DESCRIPTION

MLbias is an R package to correct for machine learning bias when many classifiers are compared and the best is selected

::DEVELOPER

George C. Tseng 

:: SCREENSHOTS

N/A

:: REQUIREMENTS

:: DOWNLOAD

 MLbias

:: MORE INFORMATION

Citation:

Bias correction for selecting the minimal-error classifier from many machine learning models.
Ding Y, Tang S, Liao SG, Jia J, Oesterreich S, Lin Y, Tseng GC.
Bioinformatics. 2014 Aug 1. pii: btu520.

Sampbias – Sampling Bias in Species Distribution Records

Sampbias

:: DESCRIPTION

Sampbias is a method and tool to 1) visualize the distribution of occurrence records and species in any user-provided dataset, 2) quantify the biasing effect of geographic features related to human accessibility, such as proximity to cities, rivers or roads, and 3) create publication-level graphs of these biasing effects in space.

::DEVELOPER

Antonelli Lab

:: SCREENSHOTS

N/a

:: REQUIREMENTS

  • Linux /  MacOsX
  • R

:: DOWNLOAD

Sampbias

:: MORE INFORMATION