IIR: Introduction to Information Retrieval.
Christopher
D. Manning,
Prabhakar
Raghavan
and
Hinrich
Schütze.
Cambridge
University Press, 2008.
Web publication at
http://informationretrieval.org
Slides
You will need these style
files to compile the latex sources.
IIR 01 Boolean retrieval: slide presentation, slides for printing, slide source
IIR 02 The term vocabulary & postings lists: slide presentation, slides for printing, slide source
IIR 03 Dictionaries and tolerant retrieval: slide presentation, slides for printing, slide source
IIR 04 Index construction: slide presentation, slides for printing, slide source
IIR 05 Index compression: slide presentation, slides for printing, slide source
IIR 06 Scoring, weighting, vector spaces: slide presentation, slides for printing, slide source
IIR 07 Computing scores in a complete search system: slide presentation, slides for printing, slide source
IIR 08 Evaluation & result summaries: slide presentation, slides for printing, slide source
IIR 09 Relevance feedback & query expansion: slide presentation, slides for printing, slide source
IIR 10 XML retrieval: slide presentation, slides for printing, slide source
IIR 11 Probabilistic IR: slide presentation, slides for printing, slide source
IIR 12 Language models: slide presentation, slides for printing, slide source
IIR 13 Text classification & Naive Bayes: slide presentation, slides for printing, slide source
IIR 14 Vector space classification: slide presentation, slides for printing, slide source
IIR 15-1 Support vector machines: slide presentation, slides for printing, slide source
IIR 15-2 Learning to rank: slide presentation, slides for printing, slide source
IIR 16 Flat clustering: slide presentation, slides for printing, slide source
IIR 17 Hierarchical clustering: slide presentation, slides for printing, slide source
IIR 18 Latent semantic indexing: slide presentation, slides for printing, slide source
IIR 19 Web search: slide presentation, slides for printing, slide source
IIR 20 Crawling: slide presentation, slides for printing, slide source
IIR 21 Link analysis: slide presentation, slides for printing, slide source
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| assignment 6 | solutions |
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| date | topic | chapter | slides for ... | resources | ||
| IIR 11 | 2011/05/23 | Probabilistic information retrieval | pdf html | students instructors | ||
| solution to in-class problem | ||||||
| date | topic | chapter | slides for ... | resources | ||
| IIR 15-2 | 2011/06/28 | Learning to rank (LTR) | pdf html | students instructors | ||
| Learning to rank references | ||||||
| Microsoft LTR datasets | ||||||
| date | topic | chapter | slides for ... | resources | ||
| IIR 18 | 2011/07/12 | Latent semantic indexing | pdf html | students instructors | ||
| Original LSI paper | ||||||
| Probabilistic LSI | ||||||
| Dimensions of meaning: LSI for words | ||||||
| date | topic | chapter | slides for ... | resources | ||
| IIR 04 | 2010/05/04 | Index construction | pdf html | students instructors | ||
| MapReduce paper | ||||||
| SPIMI paper | ||||||
| Google data center tour | ||||||
| date | topic | chapter | slides for ... | resources | ||
| IIR 05 | 2010/05/10 | Index compression | pdf html | students instructors | ||
| variable byte codes | ||||||
| word-aligned binary codes | ||||||
| pos/freq compression | ||||||
| date | topic | chapter | slides for ... | resources | ||
| 2010/07/05 | Cross-Language IR | students instructors | latex source | |||
| date | topic | chapter | slides for ... | resources | ||
| IIR 10 | 2010/07/12 | XML retrieval | pdf html | students instructors | ||
| date | topic | chapter | slides for ... | resources | ||
| IIR 14 | 2010/06/28 | Vector space classification | pdf html | students instructors | ||
| perceptron example | ||||||
| TC overview by Sebastiani | ||||||
| FSNLP (decision trees, perceptrons) | ||||||
| The elements of statistical learning | ||||||
| date | topic | chapter | slides for ... | resources | ||
| IIR 20 | 2009/07/14 | Crawling | pdf html | students instructors | ||
| Mercator web crawler | ||||||
| robots.txt standard | ||||||
| Google data centers |
