4 ms·
Ask HN: Recommend a book on Machine Learning and/or Graph Theory?
Hey HN'ers.
A couple of us are part-way through developing our next app (http://pageradius.com/), and the more we get into it, the deeper we're getting into machine learning and graph theory (including frequent itemsets, association rules, bayesian classification, clustering, and so on).
We've scoured the web for as much info as we can and are making pretty good progress, but really want to get stuck into a solid, well-edited book that explains these concepts clearly - we're really loving these subjects.
Any recommendations?
Thanks!
- mindcrime 15y agoIt isn't published yet, but you can get the early access (MEAP) of Machine Learning in Action from Manning: http://www.manning.com/pharrington/ http://www.manning.com/pharrington/ A good basic graph theory book is: http://www.amazon.com/Introductory-Graph-Theory-Gary-Chartrand/dp/0486247759/ref=sr_1_1?s=books&ie=UTF8&qid=1314381624&sr=1-1 http://www.amazon.com/Introductory-Graph-Theory-Gary-Chartra... Depending on exactly what you're trying to do, you might also find some value in something like: http://www.amazon.com/Network-Science-Applications-Ted-Lewis/dp/0470331887/ref=sr_1_2?s=books&ie=UTF8&qid=1314381704&sr=1-2 http://www.amazon.com/Network-Science-Applications-Ted-Lewis...
- spxdcz 15y agoI realise somebody asked a similar question about Graph Theory books already - http://news.ycombinator.com/item?id=865749 http://news.ycombinator.com/item?id=865749 - but that discussion is two years old, and I was hoping there'd be something newer by now! Also, I've found this free online (downloadable) book on Graph Theory to be really useful: http://code.google.com/p/graph-theory-algorithms-book/ http://code.google.com/p/graph-theory-algorithms-book/
- bradleyy 15y agoHilary Mason's machine learning video is good: http://oreilly.com/catalog/0636920017493 http://oreilly.com/catalog/0636920017493 It's more of a primer, but it seems like most of the other material assumes that you're already a practitioner. It does have enough depth to actually be somewhat proficient after watching it.
- apsurd 15y agoDisclaimer: I'm a total n00b on this topic. I'm trying to learn how to classify items as related within a dataset. I know http://directedge.com http://directedge.com does this (funded by yc, run by #wheels) so I had a look at their articles which are a helpful beginners intro. http://directededge.com/tech.html http://directededge.com/tech.html In one of the articles #wheels recommends http://oreilly.com/catalog/9780596529321 http://oreilly.com/catalog/9780596529321 so I'm going to pick that one up but to be clear I really have no idea if this book addresses graph theory specifically; at this point anything and everything is helpful to me.
- linhir 15y agoI would suggest Pattern Recognition and Machine Learning by Bishop.
- pmiller2 15y agoFor graph theory, I recommend Doug West's Introduction to Graph Theory. http://www.amazon.com/Introduction-Graph-Theory-Douglas-West/dp/0130144002 http://www.amazon.com/Introduction-Graph-Theory-Douglas-West... It's somewhat expensive, but worth the price. Also, Doug is a cool dude.
- glimcat 15y agoThe Elements of Statistical Learning is pretty good. It's also available for free. http://www-stat.stanford.edu/~tibs/ElemStatLearn/ http://www-stat.stanford.edu/~tibs/ElemStatLearn/
- iamsidd2k7 15y agoWhats missing on the list is interesting works of Jon Kleinberg. Hes CS professor at CMU checkout this link http://www.cs.cornell.edu/home/kleinber/networks-book/ http://www.cs.cornell.edu/home/kleinber/networks-book/