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to discuss: main points of xgboost paper on arxiv

Open szilard opened this issue 8 years ago • 7 comments

https://arxiv.org/abs/1603.02754

szilard avatar May 31 '16 16:05 szilard

Eq. 6 or Algo 1: what's the default gamma and lambda and how to change it? ( https://github.com/dmlc/xgboost/blob/master/doc/parameter.md )

How different is this from standard gradient boosting?

szilard avatar May 31 '16 22:05 szilard

3.4 Sparsity-aware Split Finding versus NEWS file: Changes in R library: switched from 0 to NA for missing values.

szilard avatar May 31 '16 22:05 szilard

(4.1) Data in each block is stored in the compressed column (CSC) format, with each column sorted by the corresponding feature value.

szilard avatar May 31 '16 22:05 szilard

cache-aware prefetching

szilard avatar May 31 '16 22:05 szilard

not in the paper, but anyways: Allreduce runtime called Rabit; Distributed XGBoost YARN on AWS; JVM/Spark

szilard avatar May 31 '16 22:05 szilard

on disk: https://xgboost.readthedocs.io/en/latest/how_to/external_memory.html

szilard avatar Jun 01 '16 06:06 szilard

4.1 Column Block (data structure for parallel learning)

lihang00 avatar Jun 02 '16 06:06 lihang00