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3
02. ?? ??(ankus)
TableofContents
10
2.1 ankus
?????????
???????
???????????
??????????
????????
?????
???????????????
? ?? ???? ??? ??
? ???????????????
????????
? ?UI ??????????????
? ????????????????
ankus????????????
??????????/?????
???????????????
?????????.
ankus?mahout???????
??/?????????????
???????????oozie,
ambari? ???????????
????????????????
???????????????
??.
11
? ??????????????/???????????/????????,???????????????
?SNS ??????,???????????????.
ankus????????????
??????????????
S/W ?????????????
?.
????????????????,
?????/????,??????/
??????,?????????
???????????????
?????????????.
ankus framework
Hadoop System
Oprerating System
Hardware and Network Infra structure
ankus
Visualization UI module
Personalization / Recommendation NLP/SNS Analysis
Data Mining and Machine Learning
Statistics and
Preprocessing
Statistics and
Preprocessing
2.2 ankusArchitecture
12
DATA ????????
2.3????_??????????
???????????????
???????1????????
???????????????
????.
Numeric Statistics
?????????
?????????
??,??,??,????,??¡¤???
??????????
???????????????
??
???????????????
??
Nominal Statistics
?????????
?????(????
??)????
Normalization
????????
?????(Min/Max
??)??
Certainty Factor
based Sum
????????
????????
?
???????????????
??????
13
2.3????_??????/???? ??
??????/??????????
?????????/??????
?/??????????????
???????.
DATA ????
Boolean Similarity
/Correlation
?????????
???????/??
??
??????? u?w?????
??????,?????,????
???????
?????u?w???????
????,?????,?????,
??????????????
¡°string¡±?¡°stream¡±??????
????,???????????
Numeric
Similarity
/Correlation
????????
??????/??
??
String Similarity
????????
????????
????
14
2.3????_??????/???? ??
??????/??????????
?????????/??????
?/??????????????
???????.
DATA ????
ID3Classification
ID3?????
?????
ID3 ??????????????????
?????,?????????,??????
?????
K-Means ??????????,??????
?,?????????????????
EM ?????? ????,???????,??
????????????????
K-MeansClustering
K-means????
EMClustering
EM(expectation-
maximization)
????
????
15
2.3????_???????
??????,?????????
???????????????
???????????????
??.
DATA ????????
Content based
Similarity
???????(content-
based collaborative
filtering)?????
??????????
?????????????
??????????
CF based Similarity
?????collaborative
filtering)?????/??
??????
User based
Recommendation
????????
????
Item based
Recommendation
????????
????
??????????
16
2.3????¨C??:??????????
ankus????????????
????????????????
????????,HDFS?????
???????????/????
???????????.
????????????????
? ????????????????????????????,????
?????????
? ???????????????????????
? ????????/?????????????
??? ?? ??? ?? HDFS ?? ????
? ?????????????UI/UX???HDFS??????????
? ????,??,??,???,????,??????
?? ?? ??? ?? ??/?? ????
? ?????????/????????????????????
? ???????????,????,????????
? ?????????????????????
17
ankus mahout
????
? ????????????????????
???????
? ??????????????Sequence ??
???????
??
? ????????????????????
?????
? ???????????????????
? ??????????????????????
????????????????????
?????
? ?GUI ????????????????? ? ??/????????CLI???????
ankus? ??? K-means ?? ? mahout? ??? K-means ?? ?
ankus?mahout?????,??
????????????????
????????????????
??????????????,??
???????????????
???.
2.4ankusvsmahout
18
????????
?????????
???????????
?????
2.5????????
????GUI ?????
????ankus????
???????????
???.
???????????
?????,?????
???????????
??????????.
???????????
????????? ??
??????.
¡ð¡ð??????????????
?A??????????????
???????,ankus?????
???????? ??????
????????.
????
19
2.6????
??????? ?????? ????
ankus ???????????
?????.
? Java 7.0 ??
? Hadoop 1.0.3 ??
? MySQL 5.5 ??
? Tomcat 7.0 ??
? Linux OS
ankus??????????????.
? Open Source License
???????????????????
????? ?????????apache 2.0,
GPL v3???SW ???????????
?.
? Commercial License
?????????????/??????
???????????????????.?
???????????????????
??SW????????????????
??????????. ankus framework?
??????????SW????????/
????????????????????
????Commercial License??????
???.
?????????????????????????.
? ankus ??????
??SW?ankus???????,??????,??????,?????
????????????.
http://www.openankus.org
? ankus ????????
http://github.com/suhyunjeon/ankus
http://sourceforge.net/projects/ankus
? ankus ????????????????????????.
http://www.facebook.com/groups/openankus
http://goo.gl/d8nP81 (??????????)
? ?????
???????????
http://goo.gl/U9NgcY
? ?????(collaborative filtering) ?????
http://goo.gl/mV7XeY
? ???
ankus@openankus.org
20
2.7????
???? ????? ??? ????? ?? ¡®???£§
??? ????? ???? ?? ??? ??? ?? ?? ???? ????
???? ????.
???? IT? ?? ??? ???? ????? ?? ??? ???? ???
????, BCI, Application ? ??? ?? ?? ??? ?? ????? ???
?? ? ?? ??? ????? IT? ??? Total Service? ???? ???
? ???? ??? ????.
??, ??? ?? ??? ???? SmartSolution, Smart Service, SI ???
Smart? ??? ?? ?? ??? ?? ???? ??? ?? ????.
???? ???? ????? ??? ??? ??? ?? ??? ?????.
?? ? ???? ????
???:1998? 9?
???:??? ????
????:???
???:200?
????:SmartSolution/
SmartService/ SI
????
??
??? ?? ????21?, 22 ?
???4?
???????
??? ??? ??? ??? 1029
U-Tower 2809? ???? ???
????
21
?????
http://www.openankus.org
ankus@openankus.org

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