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Title: GitHub - DSBA-Lab/multivariate-data-analysis: Multivariate data analysis @Korea University (Undergraduate)

Open Graph Title: GitHub - DSBA-Lab/multivariate-data-analysis: Multivariate data analysis @Korea University (Undergraduate)

X Title: GitHub - DSBA-Lab/multivariate-data-analysis: Multivariate data analysis @Korea University (Undergraduate)

Description: Multivariate data analysis @Korea University (Undergraduate) - DSBA-Lab/multivariate-data-analysis

Open Graph Description: Multivariate data analysis @Korea University (Undergraduate) - DSBA-Lab/multivariate-data-analysis

X Description: Multivariate data analysis @Korea University (Undergraduate) - DSBA-Lab/multivariate-data-analysis

Mail addresses
dsba.koreauniv@gmail.com
hyeongwon_kang@korea.ac.kr
subin-kim@korea.ac.kr
dsba.koreauniv@gmail.com
jeongseob_kim@korea.ac.kr
jaehyuk_heo@korea.ac.kr
dsba.koreauniv@gmail.com
hoonsang_yoon@korea.ac.kr
jina_kim@korea.ac.kr
dsba.koreauniv@gmail.com
jina_kim@korea.ac.kr
hoonsang_yoon@korea.ac.kr
dsba.koreauniv@gmail.com
euisuk_chung@korea.ac.kr
kyoosung_so@korea.ac.kr
dsba.koreauniv@gmail.com
kimsy701@korea.ac.kr
myeongsup_kim@korea.ac.kr
dsba.koreauniv@gmail.com
dsba.koreauniv@gmail.com

Opengraph URL: https://github.com/DSBA-Lab/multivariate-data-analysis

X: @github

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https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/commits/master/
01 Introductionhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/01%20Introduction
01 Introductionhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/01%20Introduction
02 Multiple Linear Regressionhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/02%20Multiple%20Linear%20Regression
02 Multiple Linear Regressionhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/02%20Multiple%20Linear%20Regression
03 Logistic Regressionhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/03%20Logistic%20Regression
03 Logistic Regressionhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/03%20Logistic%20Regression
04 Dimensionality Reductionhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/04%20Dimensionality%20Reduction
04 Dimensionality Reductionhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/04%20Dimensionality%20Reduction
05 Decision Treehttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/05%20Decision%20Tree
05 Decision Treehttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/05%20Decision%20Tree
06 Artificial Neural Networkhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/06%20Artificial%20Neural%20Network
06 Artificial Neural Networkhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/06%20Artificial%20Neural%20Network
07 Ensemble Learninghttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/07%20Ensemble%20Learning
07 Ensemble Learninghttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/07%20Ensemble%20Learning
08 Association Rule Mininghttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/08%20Association%20Rule%20Mining
08 Association Rule Mininghttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/08%20Association%20Rule%20Mining
09 Clusteringhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/09%20Clustering
09 Clusteringhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/09%20Clustering
Assignmentshttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/Assignments
Assignmentshttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/tree/master/Assignments
2021_1_Multivariate Data Analysis.pdfhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/blob/master/2021_1_Multivariate%20Data%20Analysis.pdf
2021_1_Multivariate Data Analysis.pdfhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/blob/master/2021_1_Multivariate%20Data%20Analysis.pdf
README.mdhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis/blob/master/README.md
READMEhttps://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis
https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#multivariate-data-analysis
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downloadhttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/2021_1_Multivariate%20Data%20Analysis.pdf
https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#assignments
downloadhttps://www.dropbox.com/s/esxj00ymndwy7rx/Assignment%201_Mutiple%20Linear%20Regression.pdf?dl=0
downloadhttps://www.dropbox.com/s/gdltxdy9645ivkm/Assignment%201%20Score.xlsx?dl=0
downloadhttps://www.dropbox.com/s/qx2k5izkxa7of83/Assignment%202_Logistic%20Regression.pdf?dl=0
downloadhttps://www.dropbox.com/s/tnhmiwz9578mzhg/Assignment%202%20Score.xlsx?dl=0
downloadhttps://www.dropbox.com/s/qlvrdcjqbfj8xho/Assignment%203_Dimensionality%20Reduction.pdf?dl=0
downloadhttps://www.dropbox.com/s/fegg68lwhjpn75r/Assignment%203%20Score.xlsx?dl=0
downloadhttps://www.dropbox.com/s/e2m6y1gzff85dce/Assignment%204_Decision%20Tree.pdf?dl=0
downloadhttps://www.dropbox.com/s/i8r3fovax52dk3o/Assignment%204%20Score.xlsx?dl=0
downloadhttps://www.dropbox.com/s/fs54giyvc7c7v17/Assignment%205_ANN.pdf?dl=0
downloadhttps://www.dropbox.com/s/3kohygzcv3zayvl/Assignment%205%20Score.xlsx?dl=0
downloadhttps://www.dropbox.com/s/27l2n01xa61dv53/Assignment%206_Ensemble.pdf?dl=0
downloadhttps://www.dropbox.com/s/q94v32kn28dnmei/Earthquake_Damage.zip?dl=0
downloadhttps://www.dropbox.com/s/el6g183r9b5npvm/Assignment%206%20Score.xlsx?dl=0
downloadhttps://www.dropbox.com/s/kvsf1r75mbpztgv/Assignment%207_Association%20Rule%20Mining.docx?dl=0
downloadhttps://www.dropbox.com/s/9fa8i4jy5ml4jy7/big_student_clear_third_version.zip?dl=0
downloadhttps://www.dropbox.com/s/zzhbjiieok6t2du/Assignment%208_Clustering.pdf?dl=0
https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#module-1-orientation
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/01%20Introduction/01_Introduction%20to%20Multivariate%20Data%20Analysis_upload.pdf
Video_Korhttps://www.youtube.com/watch?v=o9uEVxzFeR0
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https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#module-2-multiple-linear-regression
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/02%20Multiple%20Linear%20Regression/02_Multiple%20Linear%20Regression.pdf
Video_Korhttps://www.youtube.com/watch?v=NknX91JdVA0&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=6
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https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#module-3-logistic-regression
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/03%20Logistic%20Regression/03_Logistic%20Regression.pdf
Video_Korhttps://www.youtube.com/watch?v=PsVyx6erzrU&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=9
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https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#module-4-dimensionality-reduction
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/04%20Dimensionality%20Reduction/04_Dimensionality%20Reduction.pdf
Video_Korhttps://www.youtube.com/watch?v=2aTdOGJg7ys&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=14
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Video_Korhttps://www.youtube.com/watch?v=RAfHtOjpSUg&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=16
R Script & Datasethttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/04%20Dimensionality%20Reduction/04%20Dimensionality%20Reduction_R%20Script%20and%20Dataset.zip
https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#module-5-decision-tree
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/05%20Decision%20Tree/05_Decision%20Tree_Theory.pdf
Video_Korhttps://www.youtube.com/watch?v=w6eCV1GzsLs&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=18
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Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/05%20Decision%20Tree/05_Decision%20Tree_R_Exercise_Classification_Tree.pdf
R Script & Datasethttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/05%20Decision%20Tree/R%20Exercise_Classification%20Tree.zip
Video_Korhttps://www.youtube.com/watch?v=Im7zHBp_kZg&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=20
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/05%20Decision%20Tree/05_Decision%20Tree_R_Exercise_Regression_Tree.pdf
R Script & Datasethttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/05%20Decision%20Tree/R%20Exercise_Regression%20Tree.zip
https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#module-6-artificial-neural-network
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/06%20Artificial%20Neural%20Network/06_Artificial%20Neural%20Networks.pdf
Video_Korhttps://www.youtube.com/watch?v=s0ObHKy_MYk&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=21
Video_Korhttps://www.youtube.com/watch?v=YitouyZ-S94&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=22
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R Script & Datasethttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/06%20Artificial%20Neural%20Network/R_Exercise_ANN.zip
https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#module-7-ensemble-learning
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/07%20Ensemble%20Learning/07-1_Ensemble%20Learning_Overview.pdf
Video_Korhttps://www.youtube.com/watch?v=Y8xfvgKc_KM&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=24
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/07%20Ensemble%20Learning/07-2_Ensemble%20Learning_Bagging.pdf
Video_Korhttps://www.youtube.com/watch?v=giIaZDXu2No&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=26&t=0s
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/07%20Ensemble%20Learning/07-3_Ensemble%20Learning_Random%20Forests.pdf
Video_Korhttps://www.youtube.com/watch?v=wB0ELX15kN8&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=26
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/07%20Ensemble%20Learning/07-4_Ensemble%20Learning_AdaBoost.pdf
Video_Korhttps://www.youtube.com/watch?v=Y2rsmO6Nr4I&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=27
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/07%20Ensemble%20Learning/07-5_Ensemble%20Learning_Gradient%20Boosting%20Machine.pdf
Video_Korhttps://www.youtube.com/watch?v=1qnZ6JKZTNI&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=28
Video_Korhttps://www.youtube.com/watch?v=mvQz0hURJPA&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=29
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/07%20Ensemble%20Learning/R%20Exercise_Ensemble%20Classification.pdf
R Script & Datasethttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/07%20Ensemble%20Learning/R%20Exercise_Ensemble%20Classification.zip
Video_Korhttps://www.youtube.com/watch?v=QLE61MmGrlo&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=30
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/07%20Ensemble%20Learning/R%20Exercise_Ensemble%20Regression.pdf
R Script & Datasethttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/07%20Ensemble%20Learning/R%20Exercise_Ensemble%20Regression.zip
https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#module-8-association-rule-mining
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/tree/master/08%20Association%20Rule%20Mining
Video_Korhttps://www.youtube.com/watch?v=Y1ZphMeDjPA&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=31
Video_Korhttps://www.youtube.com/watch?v=ul_W7AnYqKk
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/08%20Association%20Rule%20Mining/R%20Exercise_ARM.pdf
R Script & Datasethttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/08%20Association%20Rule%20Mining/R%20Exercise_ARM.zip
https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#module-9-clustering
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/09%20Clustering/09-1_Clustering_Overview.pdf
Video_Korhttps://www.youtube.com/watch?v=k885zMo0jQs&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=33
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/09%20Clustering/09-2_K-Means%20Clustering.pdf
Video_Korhttps://www.youtube.com/watch?v=QJB6eClNQVI&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=34
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/09%20Clustering/09-3_Hierarchical%20Clustering.pdf
Video_Korhttps://www.youtube.com/watch?v=sMMbAgKVwAk&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=35
Lecture_Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/09%20Clustering/09-4_DBSCAN.pdf
Video_Korhttps://www.youtube.com/watch?v=O_EigN9iF6E&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=36
Video_Korhttps://www.youtube.com/watch?v=mZZr39ywicY&list=PLetSlH8YjIfWKLpMp-r6enJvnk6L93wz2&index=37
Lecture Slidehttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/09%20Clustering/R%20Exercise_Clustering.zip
R Script & Datasethttps://github.com/pilsung-kang/multivariate-data-analysis/blob/master/09%20Clustering/R%20Exercise_Clustering.zip
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Readme https://patch-diff.githubusercontent.com/DSBA-Lab/multivariate-data-analysis#readme-ov-file
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