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Research Papers on Classifiers and Regression Models

## In this article, I am going to write on two most important research papers which are related to comparison of list of classification and regression techniques. If you are interested in learning several supervised techniques then you must refer following two papers.

## These research findings are very useful for machine learning fans. Paper 1st is on comparison of classification techniques and 2nd is about comparison of large collection of popular regression techniques. I also given URLs of these papers for download. Besides, you can easily access our 77 regression models.

## Paper 1: Do we need hundreds of classifiers to solve real world classification problems?

## This research paper focuses on 179 classifiers over 121 datasets from 17 machine learning families.

## Figure 1 - Machine Learning Classification Families |

## Classification techniques are implemented in R, Weka, Matlab and C. According to the study, random forest classifier is the most likely to be the best classifier. Download this paper from link https://bit.ly/1yAuJa9

## Paper 2: An extensive experimental survey of regression methods.

Paper second is on machine learning regression techniques, published in
neural network. It explains and compares 77 the most important models which
belong to 19 machine learning families. Techniques are evaluated on 83 UCI regression datasets. Most of the techniques are implemented in R. I also mentioned list of Regression
Techniques with their R package and references in my earlier article. Figure 2 shows 19 regression families.

Our code of 77 regression models is now available. Download it from https://bit.ly/2Y9LyI5

And downloaded code you can try for your regression problem.

Kindly follow my blog and stay tuned for more advanced post on dataset splitting.

Thank you!

Thank you!

Hello, I tried to download the regression paper but I got a broken link! :-(

ReplyDeletePlease try this: https://www.researchgate.net/publication/329838361_An_extensive_experimental_survey_of_regression_methods

Delete

ReplyDeleteIt was great experience after reading this. thanks for sharing such good stuff with us.

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