ASR:2015-04-13

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2015年4月15日 (三) 07:42Zxw讨论 | 贡献的版本

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Speech Processing

AM development

Environment

  • grid-11 often shut down automatically, too slow computation speed.
  • add a server(760)

RNN AM


Mic-Array

  • investigate alpha parameter in time domian and frquency domain
  • ALPHA>=0, using data generated by reverber toolkit
  • consider theta


Convolutive network

  • HOLD
  • CNN + DNN feature fusion

RNN-DAE(Deep based Auto-Encode-RNN)


Speaker ID

Ivector based ASR

  • hold

Dark knowledge

bilingual recognition

Text Processing

tag LM

  • similar word extension in FST
  • will check the formula using Bayes and experiment
  • fixed the bug using the big-lm.
  • will add more test data
  • will test the baseline(no weight) and different weight method

RNN LM

  • rnn
  • code the character-lm using Theano
  • lstm+rnn
  • check the lstm-rnnlm code about how to Initialize and update learning rate.(hold)

W2V based document classification

  • some result about VMF model [1]
  • will try max-method

Translation

  • v5.0 demo released
  • cut the dict and use new segment-tool

Sparse NN in NLP

  • test the drop-out model and the performance gets a little improvement, need some result:
  • test the order feature

online learning

  • data is ready.prepare the ACL paper
  • modified the listNet SGD
  • finish some test.
  • test the result on different time.

relation classifier

  • modified the drop-out method