CSCI-4390/6390 Data Mining
Fall 2008
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Instructor: |
Mohammed J. Zaki |
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Office: |
Lally 307 |
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Phone: |
x6340 |
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Email: |
zaki.AT_.cs._rpi_.edu |
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Class Hours: |
Amos Eaton 216, MR 10:00-11:50am |
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Office Hours: |
MR 12-1pm or by Appointment |
Class Topics
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MONDAYS |
THURSDAYS |
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Aug 25 – NO CLASS |
Aug 28 – Data Mining Overview |
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Sep 1 – NO CLASS (labor day) |
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Sep 8 – EDA: Categorical Attributes |
Sep 11 – EDA: High Dimensional Data |
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Sep 15 – EDA: Dimensionality Reduction |
Sep 18 – EDA: PCA |
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Sep 22 – CS Day Lectures on Data Mining |
Sep 25 – EDA: SVM |
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Sep 29 – EDA: SVM |
Oct 2 – EXAM I |
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Oct 6– FPM: Itemset Mining |
Oct 9 – FPM: Itemset Summaries |
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Oct 14 – (Tuesday) FPM: Sequence Mining |
Oct 16 – FPM: Graph Mining |
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Oct 20 – CLUS: Partitional |
Oct 23 – CLUS: Density-based |
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Oct 27 – CLUS: Spectral |
Oct 30 – EXAM II |
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Nov 3 – CLUS: Subspace |
Nov 6 – CLUS: Graph-based |
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Nov 10 – Classification (CLAS): Partition-based |
Nov 13 – CLAS: Probabilistic |
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Nov 17 – CLAS: Linear Discriminant Analysis |
Nov 20 – CLAS: Support Vector Machines |
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Nov 24 – Exam III |
Nov 27 – NO CLASS (Thanksgiving Break) |
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Dec 1 – SVMs |
Dec 4 – CLAS: Kernel Methods |