“2013-04-26”版本间的差异

2013年4月26日 (五) 05:47的版本

Test Set	Tencent Baseline	bMMI	fMMI	BN(with fMMI)	Hybrid
1900	8.4	7.65	7.35	6.57	7.27
2044	22.4	24.44	24.03	21.77	20.24
online1	35.6	34.66	34.33	31.44	30.53
online2	29.6	27.23	26.80	24.10	23.89
map	24.5	27.54	27.69	23.79	22.46
notepad	16	19.81	21.75	15.81	12.74
general	36	38.52	38.90	33.61	31.55
speedup	26.8	27.88	26.81	22.82	22.00

AM: 70h training data(2 day, 15 machines, 10 threads)

LM: 88k LM

Test case: general

Feature	GMM-bMMI	DNN	DNN-MMI	PLP(-5,+5)	38.4	26.5	23.8
PLP+LDA+MLLT(-5,+5)	38.4	28.7

Invesigate the possibility to merge GPU and CPU code. GPU computing code merged to CPU.

Start to investigating.

@@ 第7行： / 第7行： @@
 ===400 hour DNN training===
 {| class="wikitable"
-!Test Set!! Tencent Baseline!! bMMI!! fMMI !! BN !! Hybrid
+!Test Set!! Tencent Baseline!! bMMI!! fMMI !! BN(with fMMI) !! Hybrid
 |-
-|1900||8.4  || 7.65 || 7.35||6.57
+|1900||8.4  || 7.65 || 7.35||6.57 || 7.27
 |-
-|2044|| 22.4 ||24.44|| 24.03||21.77
+|2044|| 22.4 ||24.44|| 24.03||21.77 || 20.24
 |-
-|online1||35.6 ||34.66||34.33||31.44
+|online1||35.6 ||34.66||34.33||31.44 || 30.53
 |-
-|online2||29.6 ||27.23||26.80||24.10
+|online2||29.6 ||27.23||26.80||24.10 || 23.89
 |-
-|map||24.5|| 27.54||27.69||23.79
+|map||24.5|| 27.54||27.69||23.79 || 22.46
 |-
-|notepad||16|| 19.81||21.75||15.81
+|notepad||16|| 19.81||21.75||15.81 || 12.74
 |-
-|general||36|| 38.52||38.90||33.61
+|general||36|| 38.52||38.90||33.61 || 31.55
 |-
-|speedup||26.8||27.88||26.81||22.82
+|speedup||26.8||27.88||26.81||22.82 || 22.00
 |-
 |}
 *Tencent baseline is with 700h online data+ 700h 863 data, HLDA+MPE, 88k lexicon
 *Our results are with 400 hour AM, 88k LM. ML+bMMI