This is the companion website for the following book.
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press. 2008.
The book is based on a course we have been teaching in various forms at Stanford University and at the University of Stuttgart. The latest incarnations are here and here.
We'd be pleased to get feedback about how this book works out as a textbook,
what is missing, or covered in too much detail, or what is simply
wrong. Please send any feedback or comments to:
Slides. Some ppt slide sets are seriously out of sync with the corresponding chapters. Use at your own risk. The latex slides are up to date, but in a state of transition from ppt to tex.
Problem sets. A set of problem sets with solutions is available to instructors from first-name-of-third-author@hotmail.com.
Last update: August 12, 2007.
| book chapter(s) | resources | |||
| All chapters | pdf (black&white printers) | |||
| pdf (online viewing, color printers) | ||||
| Front matter (incl. table of notations) | ||||
| 01 | Information retrieval using the Boolean model | slides | ||
| 02 | The dictionary & postings lists | slides | ||
| 03 | Tolerant retrieval | slides | ||
| 04 | Index construction | slides | ||
| 05 | Index compression | slides | ||
| 06 | Scoring & term weighting | slides | ||
| 07 | Vector space retrieval | slides | ||
| 08 | Evaluation in information retrieval | slides | ||
| 09 | Relevance feedback & query expansion | slides | ||
| 10 | XML retrieval | slides | ||
| 11 | Probabilistic information retrieval | slides | ||
| 12 | Language models for information retrieval | slides | ||
| 13 | Text classification & Naive Bayes | slides | ||
| 14 | Vector space classification | slides | ||
| 15 | Support vector machines & kernel functions | slides | ||
| 16 | Flat clustering | slides | html | |
| 17 | Hierarchical clustering | slides | ||
| 18 | Dimensionality reduction & Latent Semantic Indexing | slides | ||
| 19 | Web search basics I | slides | ||
| Web search basics II | slides | |||
| 20 | Web crawling and indexes | slides | ||
| 21 | Link analysis | slides | ||
| Bibliography & Index | ||||
| bibtex file | bib |