Carnegie Mellon University
15-826 Fall 2019 - Christos Faloutsos
Course schedule


PPS foils: here

.

Day

Topic (tentative)

Due date (FIRM)

1

09/02

Labor day - no class


.


Introduction; (reminder: B-trees; and  hashing)


2

09/09

SAMs-1: Intro, Kd-trees

hw1 out; solutions

.


SAMs-2: z-ordering


3

09/16

SAMs-3: R-trees and metric trees; Project instructions

hw1 due; project starts

.


Fractals-1: introduction

hw2 out; and solutions

4

09/23

Project lecture 1: graph mining - patterns

.


Project lecture 2: graph mining - anomaly detection

hw2 due

5

09/30

Fractals 2: examples; Fractals 3: proofs & dim. curse revisited


.


Power laws; Text-1: full scanning

Phase1: proposals due

6

10/07

Text-2: inversion, signature files;

hw3 out; and solutions

.


Text-3: clustering; Text-4: LSI


7

10/14

 SVD-1: definitions;        and Review lecture


.


MIDTERM

MIDTERM

8

10/21 SVD-2: applications - visualization

hw3  due

.


SVD-3: properties - HITS - pagerank


9

10/28

SVD-4: tensors; SVD-5: Variations-ICA


.


DSP - Fourier

Phase2: progress report due

10

11/04

DSP - wavelets

[last day to drop]

.


Multimedia databases

hw4 out; and solutions

11

11/11

Multimedia databases - continued


.


compression -  JPEG/MPEG/fractal

hw4 due

12

11/18

Time Series and forecasting


.


Graph mining - p1: patterns (same as project lecture 1)


13

11/25

Graph mining - p2: generators & tools

Phase3: final reports due

.


Thanksgiving - no class


14
12/02
Graph mining - p3: belief prop.;  p4: virus prop.

.

Assoc. Rules; Conclusions - Review lecture ; bonus lecture

.

12/06

Poster (1-4pm)

[Last day of classes]


Last modified Dec. 9, 2019, by Christos Faloutsos