Ask HN: Best Text Mining Resources
I plan a deeper dive into text mining this year, and am looking for some suggestions on what resources are best. A friend suggested Text Mining by Weiss, et al http://www.springer.com/computer/database+management+%26+information+retrieval/book/978-0-387-95433-2
What would you suggest?
8 comments
[ 2.7 ms ] story [ 29.3 ms ] thread- Data Mining Book by Jiawei Han et al
- Managing Gigabytes by Witten et al
- Hypertext Mining book by Chakrabarti
Information Retrieval (Manning)
Text Compression (Bell)
Natural Language Processing (Manning)
Natural Language Understanding (Allen)
Speech and Language Processing (Jurafsky)
The Text Mining Handbook (Sanger)
Statistical Machine Translation (Koehn)
Data-Intensive Text Processing with MapReduce (Lin)
Algorithms on strings (Gusfield)
Jewels of Stringology (Crochemore)
Regular Expressions (Friedl), also: http://swtch.com/~rsc/regexp/regexp1.html and automata theory (Hopcroft)
Practical Text Mining with Perl (Bilisoly)
Natural Language Processing with Python (Bird)
Computational Linguistics (Hausser)
Syntactic structures (Chomsky)
also check out these links: http://measuringmeasures.blogspot.com/2010/01/learning-about...
http://measuringmeasures.com/blog/2010/3/12/learning-about-m...
http://www.cs.technion.ac.il/~gabr/resources/resources.html
Mining The Talk: http://www.amazon.com/Mining-Talk-Unlocking-Unstructured-Inf...
Text Mining Application Programming: http://www.amazon.com/Text-Mining-Application-Programming/dp...
Introduction to Information Retrieval (available freely online): http://nlp.stanford.edu/IR-book/information-retrieval-book.h...
First two lectures are great introduction to this topic and third is also related, but not necessary.
If you want to dive deeper to more advanced stuff I will recommend to look to the conditional random fields, which is kind of state of art of this field right now.
Great tutorial: http://www.cs.umass.edu/~mccallum/papers/crf-tutorial.pdf Wiki entry: http://en.wikipedia.org/wiki/Conditional_random_field