Tuesday, September 05, 2017

Python Spark ML(三):Decision Tree Survey

Python Spark ML(三):Decision Tree Survey

2017/09/05

本次作業,是自行在網路上找尋決策樹相關的資源(並閱讀)。

為避免光說不練,我從 Wiki 出發,之後在 Google 上爬了一下,主要找繁體中文的資料。有簡介 [1]-[9]、論文 [10], [11],以及代碼 [12]-[20]。代碼部分主要是 Python,部分是 R [18]-[20]。

這些資料,個人覺得並不夠,但是大概可以讓這個活動在此階段「膠著」好一陣子了!

作業一樣請回應到 Python Taiwan 本貼文下方即可。
https://www.facebook.com/groups/pythontw/permalink/10156848795518438/

-----


Fig. 1. Traditionally, decision trees have been created manually [3].

-----

References

簡介:

[1] 決策樹 - 維基百科,自由的百科全書
https://zh.wikipedia.org/wiki/%E5%86%B3%E7%AD%96%E6%A0%91 

[2] 決策樹學習 - 維基百科,自由的百科全書
https://zh.wikipedia.org/wiki/%E5%86%B3%E7%AD%96%E6%A0%91%E5%AD%A6%E4%B9%A0

[3] Decision tree - Wikipedia
https://en.wikipedia.org/wiki/Decision_tree 

[4]決策樹 Decision trees – CH.Tseng
https://chtseng.wordpress.com/2017/02/10/%E6%B1%BA%E7%AD%96%E6%A8%B9-decision-trees/

[5] AI - Ch14 機器學習(2), 決策樹 Decision Tree _ Mr. Opengate
http://mropengate.blogspot.tw/2015/06/ai-ch13-2-decision-tree.html

[6] 活學活用決策樹
http://www.sasresource.com/faq_6_30.html 

[7] 輕鬆建好信用卡升等模型(決策樹與迴歸模型)
http://www.sasresource.com/faq_6_28.html 

[8] 機器學習中決策樹的原理與算法 - EasyAI關注AI科技
http://ai.easyapi.com/blog/view/1069

[9] 决策树算法介绍及应用
http://mp.weixin.qq.com/s?__biz=MjM5ODIzNDQ3Mw==&mid=208653419&idx=2&sn=7a9bb3f7350ea43cf4144b5497679521#rd

-----

論文:

[10] Safavian, S. Rasoul, and David Landgrebe. "A survey of decision tree classifier methodology." IEEE transactions on systems, man, and cybernetics 21.3 (1991): 660-674.
https://pdfs.semanticscholar.org/f00f/6b381f459bc9091ce55bee9530492be2b70e.pdf
https://engineering.purdue.edu/~landgreb/SMC91.pdf

[11] Menzies, Tim, and Ying Hu. "Data mining for very busy people." Computer 36.11 (2003): 22-29.

-----

代碼:

[12] 從決策樹到隨機森林:樹型算法的原理與實現_機器之心 _ 微文庫-微信公眾號文章
https://weiwenku.net/d/101752231

[13] 数据挖掘中 决策树算法实现——Bash - liuzhiqiangruc - ITeye博客
http://liuzhiqiangruc.iteye.com/blog/1601922

[14] ONLamp.com  Building Decision Trees in Python
https://web.archive.org/web/20110807035706/http://onlamp.com/lpt/a/6464 

[15] 決策樹 Decision_trees · Machine Learning  Python 機器學習:使­用Pytho­n
https://machine-learning-python.kspax.io/Decision_trees/Decision_trees.html

[16] 決策樹 Decision Tree(二)-應用案例 « ihong學習筆記
http://ihong-blog.logdown.com/posts/445525-decision-tree-decision-tree-b-applications

[17] 程式扎記  [ML in DH] Decision Tree (決策樹)
https://puremonkey2010.blogspot.tw/2014/05/ml-in-dh-decision-tree.html 

[18] Data Mining Algorithms In R_Classification_Decision Trees - Wikibooks, open books for an open world
https://en.wikibooks.org/wiki/Data_Mining_Algorithms_In_R/Classification/Decision_Trees

[19] [R] 機器學習 Machine Learning --決策樹(rpart套件) @ Jialin   痞客邦 PIXNET
http://jialin128.pixnet.net/blog/post/33311151-[r]-%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92--%E6%B1%BA%E7%AD%96%E6%A8%B9%EF%BC%88rpart%E5%A5%97%E4%BB%B6%EF%BC%89 

[20] R_programming - (8)決策樹(Decision Tree)
https://rstudio-pubs-static.s3.amazonaws.com/275285_90aaf9a2a64d43a5846a86dbcde8eba9.html

No comments: