Data Set Information:

这是肿瘤学研究所提供的三个领域之一，在机器学习文献中反复出现。（另见乳腺癌和原发肿瘤。）

Attribute Information:

--- NOTE: All attribute values in the database have been entered as numeric values corresponding to their index in the list of attribute values for that attribute domain as given below.
1.类别：正常发现、转移、恶性淋巴结、纤维化
2.淋巴管：正常、弓形、变形、移位
3.艾菲尔街区：不，是的
4.淋巴结清。c:不，是的
5.淋巴结清。s:不，是的
6.旁路：不，是的
7.渗出物：不，是的
8.再生：不，是的
9早期接受：不，是的
10lym.Demin:0-3
11lym.enlar节点：1-4
12lym的变化：豆、椭圆形、圆形
13淋巴结缺损：无，腔隙性，lac。边际，拉丁美洲。中心的
14淋巴结改变：无，腔隙性，lac。保证金，拉丁美洲和加勒比海。中心的
15结构变化：无、粒状、滴状、粗糙、稀释、网状、剥离、模糊、，
16特殊形式：不，圣杯，小泡
17医生：不，是的
18排除否：否，是
19中的节点数：0-9、10-19、20-29、30-39、40-49、50-59、60-69、>=70

Relevant Papers:

Cestnik,G., Konenenko,I, & Bratko,I. (1987). Assistant-86: A Knowledge-Elicitation Tool for Sophisticated Users.  In I.Bratko & N.Lavrac (Eds.) Progress in Machine Learning, 31-45, Sigma Press.
[Web link]

Clark,P. & Niblett,T. (1987). Induction in Noisy Domains.  In I.Bratko & N.Lavrac (Eds.) Progress in Machine Learning, 11-30, Sigma Press.
[Web link]

Michalski,R., Mozetic,I. Hong,J., & Lavrac,N. (1986).  The Multi-Purpose Incremental Learning System AQ15 and its Testing Applications to Three Medical Domains.  In Proceedings of the Fifth National Conference on Artificial Intelligence, 1041-1045. Philadelphia, PA: Morgan Kaufmann.
[Web link]

Papers That Cite This Data Set¹:

Marcus Hutter and Marco Zaffalon. Distribution of Mutual Information from Complete and Incomplete Data. CoRR, csLG/0403025. 2004.  [View Context].

Marco Zaffalon and Marcus Hutter. Robust Feature Selection by Mutual Information Distributions. CoRR, csAI/0206006. 2002.  [View Context].

Michael G. Madden. evaluation of the Performance of the Markov Blanket Bayesian Classifier Algorithm. CoRR, csLG/0211003. 2002.  [View Context].

Thomas G. Dietterich. An Experimental Comparison of Three Methods for Constructing Ensembles of Decision Trees: Bagging, Boosting, and Randomization. Machine Learning, 40. 2000.

Donors:

1. Igor Kononenko,
University E.Kardelj
Faculty for electrical engineering
Trzaska 25
61000 Ljubljana (tel.: (38)(+61) 265-161

2. Bojan Cestnik
Jozef Stefan Institute
Jamova 39
61000 Ljubljana
Yugoslavia (tel.: (38)(+61) 214-399 ext.287)