Hi, My MSC thesis was about using HTM/CLA to create a Machine Translator. The work has been finished 2 weeks prior to the announcement of open-source CLA so I've used my own implementation of CLA which was later improved, using just the temporal pooler algorithm and incorporating it with an special adaptive SDR generator. My new algorithm is called Adaptive Sequence Memory (ASM) where the base structure and algorithms are based on CLA. Using ASM I've created a Word Dictionary, a Multi-Word Dictionary and a Language Model region. Combining them with an Incremental Learning Algorithm I could create a new MT called Human Like Machine Translator (HLMT<http://hlmt.net/>). Results were surprising and compared to other approaches such as MBMT<http://ilk.uvt.nl/mbmt/> and PBMBMT <http://ilk.uvt.nl/mbmt/pbmbmt/pbmbmt.pdf> has better results also compared to SMT<http://en.wikipedia.org/wiki/Statistical_machine_translation> it uses much less resources increasing learning and translation speed while keeping a competitive translation output. I hope my paper is accepted to be presented in EMNLP 2013 <http://hum.csse.unimelb.edu.au/emnlp2013/> so I can explain more about it.
2013/7/25 James Tauber <[email protected]> > So it turns out there *is* some interest. I've CC'd my old google group to > try to rekindle things. > > James > > > On Wed, Jul 24, 2013 at 12:50 PM, James Tauber <[email protected]>wrote: > >> Back when Jeff's book first came out and Numenta was founded, I started a >> mailing list htm-ling for talking about HTM as applied to linguistics. >> >> The list never really had much conversation on it but I wondered if, with >> NuPIC and the CLA, there might be renewed interest or existing work on >> linguistic and NLP applications. >> >> Anyone interested or know of any work? >> >> Anyone at OSCON interested in talking about this more? >> >> James >> -- >> James Tauber >> http://jtauber.com/ >> @jtauber on Twitter >> > > > > -- > James Tauber > http://jtauber.com/ > @jtauber on Twitter > > _______________________________________________ > nupic mailing list > [email protected] > http://lists.numenta.org/mailman/listinfo/nupic_lists.numenta.org > > -- Best Regards. S.M. Mohammadzadeh *Web: www.mohammadzadeh.info* *Blog: blog.mohammadzadeh.info* * softnhard ==> software and hardware expert
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