On: Introduction to Information Retrieval

[jwr]

Not a direct alternative, but "Foundations of Statistical Natural Language Processing" by Manning and Schuetze is of significantly higher quality, and explains many of the concepts you will need for information retrieval.

Also, "Speech and Language Processing" by Jurafsky and Martin is an excellent book.