Data Mining
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Data Mining
The complete set of data-mining notes from 2000 may be downloaded in Postscript (2000) or PDF (2000). Sections of this document may also be downloaded by topic, below.| Topic | Slides | PDF of Slides | Notes in PS | Notes in PDF |
|---|---|---|---|---|
| Overview of Data Mining | PPT (2005) | PDF (2005) | Postscript (2000) | PDF (2000) |
| Association-Rules, A-Priori Algorithm | PPT (2005) | PDF (2005) | Postscript (2000) | PDF (2000) |
| Other Frequent-Pair Algorithms | PPT (2005) | PDF (2005) | ||
| Correlated Items | PPT (2005) | PDF (2005) | Postscript (2000) | PDF (2000) |
| Query Flocks | Postscript (2000) | PDF (2000) | ||
| PageRank, Hubs-and-Authorities | PPT (2005) | PDF (2005) | Postscript (2000) | PDF (2000) |
| Web Mining | Postscript (2000) | PDF (2000) | ||
| Stream Mining, Part I | PPT (2005) | PDF (2005) | ||
| Stream Mining, Part II | PPT (2005) | PDF (2005) | ||
| Stream Mining, Part III | PPT (2005) | PDF (2005) | ||
| Clustering, Part I | PPT (2005) | PDF (2005) | Postscript (2000) | PDF (2000) |
| Clustering, Part II | PPT (2003) | PDF (2003) | Postscript (2000) | PDF (2000) |
| Clustering Part III --- Stream Clustering | PPT (2005) | PDF (2005) | ||
| Matching Sequences | Postscript (2000) | PDF (2000) | ||
| Mining Event Sequences | Postscript (2000) | PDF (2000) |
Theory of Dependencies
- Functional Dependencies, BCNF, 3NF Postscript (2001) PDF (2001)
- Multivalued and More General Dependencies Postscript (2001) PDF (2001)
Logic as a Database Language
- Introduction to Datalog, Stratified Negation PPT (2003) PDF (2003) Postscript (2001) PDF (2001)
- More detailed notes from 1999: Postscript PDF
- Locally stratified models, Stable and Well-Founded Models PPT (2003) PDF (2003)
- More detailed notes from 2001:
- Locally stratified, Stable models: Postscript PDF
- Well-founded models, Modularly stratified models: Postscript PDF
Conjunctive Queries
- Conjunctive Queries and Their Containment PPT (2003) PDF (2003) Postscript (2001) PDF (2001)
- Conjunctive Queries With Negation and Arithmetic PPT (2003) PDF (2003) Postscript (2001) PDF (2001)
Information Integration Systems
- More detailed notes from 2001:
- Answering Queries from Views PPT (2003) PDF (2003) Postscript (2001) PDF (2001)
- The bucket Algorithm for Answering Queries Using Views PPT (2003) PDF (2003) Postscript (2001) PDF (2001)
- Inverse Rules Algorithm PPT (2003) PDF (2003) Postscript (2001) PDF (2001)
- Additional notes from 1999:
Magic-sets and Deductive Database Systems
- Introduction to magic-Sets, Rule-Goal Graphs Postscript (2001) PDF (2001)
- Rule-goal Trees and ``Optimal'' Evaluation of Rules Postscript (2001) PDF (2001)
- The Magic-Sets Algorithm Postscript (2001) PDF (2001)
Notes on Deductive Database Systems from 1994 and 1996:
- NAIL, Hilog, from 1996.
- More extensive NAIL coverage from 1994:
- CORAL, DEL/Validity.
Hypergraphs
- Acyclic Hypergraphs Postscript (2001) PDF (2001)
- Computing Acyclic Joins; Yannakakis' Algorithm Postscript (2001) PDF (2001)
- Universal Relations Postscript (2001) PDF (2001)
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