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KEEL-dataset - data set description
dataset/images/kddcup-buffer_overflow_vs_back.jpg



This section describes main characteristics of the kddcup-buffer_overflow_vs_back data set and its attributes:

General information

KDD Cup (Imbalanced: buffer_overflow vs back) data set
TypeImbalancedOriginReal world
Features 41(Real / Integer / Nominal)(26 / 0 / 15)
Instances2233 IR73.43
% Positive instances1.34% Negative instances98.66
Missing values?No

Attribute description

AttributeDomainAttributeDomainAttributeDomain
Atr-0[0.0,58329.0]Atr-14{0, 1, 2}Atr-28[0.0,1.0]
Atr-1{icmp, tcp, udp}Atr-15[0.0,993.0]Atr-29[0.0,1.0]
Atr-2{auth, bgp, courier, csnet_ns, ctf, daytime, discard, domain, domain_u, echo, eco_i, ecr_i, efs, exec, finger, ftp, ftp_data, gopher, hostnames, http, http_443, imap4, IRC, iso_tsap, klogin, kshell, ldap, link, login, mtp, name, netbios_dgm, netbios_ns, nAtr-16[0.0,28.0]Atr-30[0.0,1.0]
Atr-3{OTH, REJ, RSTO, RSTOS0, RSTR, S0, S1, S2, S3, SF, SH}Atr-17{0, 1, 2}Atr-31[0.0,255.0]
Atr-4[0.0,6.9337564E8]Atr-18{0, 1, 2, 3, 4, 6, 8}Atr-32[0.0,255.0]
Atr-5[0.0,5155468.0]Atr-19{0}Atr-33[0.0,1.0]
Atr-6{0, 1}Atr-20{0}Atr-34[0.0,1.0]
Atr-7{0, 1, 3}Atr-21{0, 1}Atr-35[0.0,1.0]
Atr-8{0, 1, 2, 3}Atr-22[0.0,511.0]Atr-36[0.0,1.0]
Atr-9[0.0,30.0]Atr-23[0.0,511.0]Atr-37[0.0,1.0]
Atr-10{0, 1, 2, 3, 4, 5}Atr-24[0.0,1.0]Atr-38[0.0,1.0]
Atr-11{0, 1}Atr-25[0.0,1.0]Atr-39[0.0,1.0]
Atr-12[0.0,884.0]Atr-26[0.0,1.0]Atr-40[0.0,1.0]
Atr-13{0, 1}Atr-27[0.0,1.0]Class{positive, negative}

Additional information

An imbalanced version of the KDD Cup data set, where the possitive examples belong to the class buffer_overflow and the negative examples belong to the class back.




In this section you can download some files related to the kddcup-buffer_overflow_vs_back data set:

  • The complete data set already formatted in KEEL format can be downloaded from herezip.gif.
  • A copy of the data set already partitioned by means of a 5-folds cross validation procedure can be downloaded from herezip.gif.
  • The header file associated to this data set can be downloaded from heretxt.png.


 
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