지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국지능시스템학회 INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS Vol.8 No.1
- 발행연도
- 2008.3
- 수록면
- 1 - 5 (5page)
이용수
초록· 키워드
오류제보하기
Generally the analytical tools of data mining have two learning types which are supervised and unsupervised learning algorithms. Classification and prediction are main analysis tools for supervised learning. In this paper, we perform a comparison study of classification algorithms in data mining. We make comparative studies between popular classification algorithms which are LDA, QDA, kernel method, K-nearest neighbor, naive Bayesian, SVM, and CART. Also, we use almost all classification data sets of UCI machine learning repository for our experiments. According to our results, we are able to select proper algorithms for given classification data sets.
목차
Abstract
1. Introduction
2. Research Background
3. Empirical Comparisons of Classification Algorithms
4. Experimental Results
5. Conclusions
References
참고문헌 (14)
참고문헌 신청
1. [단행본] - L. Breiman / 1984 / Classification and Regression Trees / Wadsworth Inc.
2. [단행본] - V.Cherkassky / 1998 / Learning From Data Concepts, Theory, and Methods / John Wiley & Sons
3. [단행본] - T. Hastie / 2001 / The Elements of Statistical Learning: Data mining, Inference, and Prediction / Springer
4. [단행본] - R. A. Johnson / 1992 / Applied Multivariate Statistical Analysis / Prentice Hall
5. [단행본] - P.Giudici / 2003 / Applied Data Mining / Wiley
2. [단행본] - V.Cherkassky / 1998 / Learning From Data Concepts, Theory, and Methods / John Wiley & Sons
3. [단행본] - T. Hastie / 2001 / The Elements of Statistical Learning: Data mining, Inference, and Prediction / Springer
4. [단행본] - R. A. Johnson / 1992 / Applied Multivariate Statistical Analysis / Prentice Hall
5. [단행본] - P.Giudici / 2003 / Applied Data Mining / Wiley
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Genetic Algorithm Application to Machine Learning
한국지능시스템학회 논문지
2001 .12
-
Data Mining for the k-Nearest Neighbors Classification Algorithm Based on a Machine Learning
한국정보통신학회 종합학술대회 논문집
2019 .10
-
게놈 분석을 위한 데이터마이닝 활용 최적 다중 분류 시스템 구현
한국컴퓨터정보학회논문지
2018 .12
-
Advanced Data Mining Algorithms
대한산업공학회 춘계공동학술대회 논문집
2011 .05
-
Performance Comparison of Decision Trees of J48 and Reduced-Error Pruning
International journal of advanced smart convergence
2016 .01
-
A Comparative Study of Medical Data Classification Methods Based on Decision Tree and System Reconstruction Analysis
Industrial Engineering & Management Systems
2005 .06
-
Supervised Learning for Object Classification from Image and RFID Data
제어로봇시스템학회 국제학술대회 논문집
2006 .10
-
투영을 이용한 pattern classification algorithm에 관한 연구 ( A study on pattern classification algorithm based on projection )
대한전자공학회 학술대회
1987 .11
-
Patent Classification Using Text Mining
대한산업공학회 추계학술대회 논문집
2012 .11
-
Stream-based Biomedical Classification Algorithms for Analyzing Biosignals
JIPS(Journal of Information Processing Systems)
2011 .01
-
An Improved 2-D Moment Algorithm for Pattern Classification
한국산업정보학회논문지
1999 .06
-
A New Pattern Classification Algorithm for Two-Dimensional Objects
대한전자공학회 학술대회
1990 .01
-
A New Pattern Classification Algorithm for Two-dimensional Objects
제어로봇시스템학회 국내학술대회 논문집
1990 .10
-
The Future of Data Mining
한국지능정보시스템학회 학술대회논문집
1998 .12
-
범주형 자료에 대한 데이터 마이닝 분류기법 성능 비교
산업공학 (IE interfaces)
1999 .12
-
Unsupervised feature learning for classification
한국컴퓨터정보학회 학술발표논문집
2016 .07
-
머신러닝 알고리즘 분석 및 비교를 통한 Big-5 기반 성격 분석 연구
한국인터넷방송통신학회 논문지
2019 .01
-
Contribution to Improve Database Classification Algorithms for Multi-Database Mining
JIPS(Journal of Information Processing Systems)
2018 .01
이 논문의 저자 정보
이 논문과 함께 이용한 논문
SF 영화에 등장하는 인공지능 로봇의 분류체계
신선아
,
정지훈
한국HCI학회 학술대회
2016
.01
Context Aware System based on Bayesian Network driven Context Reasoning and Ontology Context Modeling
Kwang-Eun Ko
,
Kwee-Bo Sim
INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS
2008
.12
Evaluation of User Profile Construction Method by Fuzzy Inference
Byeong Man Kim
,
Sun-Ok Rho
,
Sang Yeop Oh
외 2명
INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS
2008
.09
INFORMATION FOR AUTHORS etc.
편집부
INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS
2007
.03
Movement Pattern Recognition of Medaka for an Insecticide : A Comparison of Decision Tree and Neural Network
Yountae Kim
,
Daehoon Pa
,
k
외 1명
INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS
2007
.03
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-ECN-0101-2009-028-015010474