premise string | hypothesis string | label int64 |
|---|---|---|
| Dataset | BBLR | SVM | KBBLR |
| --- | --- | --- | --- |
| Breast | 2.82 | 3.26 | 2.98 |
| Heart | 17.08 | 17.76 | 16.27 | | | Liver | 31.80 | 29.61 | 26.91 |
| --- | --- | --- | --- |
| Pima | 21.57 | 22.44 | 22.9 | | 1 |
| Dataset | BBLR | SVM | KBBLR |
| --- | --- | --- | --- |
| Breast | 2.82 | 3.26 | 2.98 |
| Heart | 17.08 | 17.76 | 16.27 | | | | LR | SVM | SLA | BBLR | BBLR |
| --- | --- | --- | --- | --- | --- |
| Breast | 22 | 21 | 23 | 22 | 21 |
| Heart | 45 | 45 | 48 | 50 | 43 |
| Liver | 109 | 110 | 114 | 105 | 105 |
| Pima | 172 | 172 | 184 | 176 | 171 |
| TotalL01 | 348 | 348 | 368 | 354 | 340 | | 0 |
| Dataset | BBLR | SVM | KBBLR |
| --- | --- | --- | --- |
| Breast | 2.82 | 3.26 | 2.98 | | | Heart | 17.08 | 17.76 | 16.27 |
| --- | --- | --- | --- |
| Liver | 31.80 | 29.61 | 26.91 |
| Pima | 21.57 | 22.44 | 22.9 | | 1 |
| Dataset | BBLR | SVM | KBBLR |
| --- | --- | --- | --- |
| Breast | 2.82 | 3.26 | 2.98 | | | Liver | 109 | 110 | 114 | 105 | 105 |
| --- | --- | --- | --- | --- | --- |
| Pima | 172 | 172 | 184 | 176 | 171 |
| TotalL01 | 348 | 348 | 368 | 354 | 340 | | 0 |
| Conditioning | Mnemonic<br>label | Informationlevel |
| --- | --- | --- |
| 0,0,0 | none | SimplePCFG |
| 2,2,2 | par+sib | Smallamountofstructuralcontext | | | 5,2,2 | NTstruct | Allstructural(non-lexical)contextfornon-POS |
| --- | --- | --- |
| 6,2,2 | NThead | Everythingfornon-POSexpansions |
| 6,3,2 | POSstruct | MorestructuralinfoforleftmostPOSexpansions |
| 6,5,2 | attach | AllattachmentinfoforleftmostPOSexpansions |
| 6,6,4 | all | Everything | | 1 |
| Conditioning | Mnemonic<br>label | Informationlevel |
| --- | --- | --- |
| 0,0,0 | none | SimplePCFG |
| 2,2,2 | par+sib | Smallamountofstructuralcontext | | | Featurelabel | Description |
| --- | --- |
| c,c,c∧cijij | Thetwoconceptsandtheirconjunction |
| w,w,w∧wijij | Wordsinthecorrespondingspansandtheirconjunction |
| p,p,p∧pijij | POStagsofwordsinspansandtheirconjunction |
| depij | Alldependencyedgeswithtailinwandheadinwij |
| dir | Binaryfeaturewhichistrueiffi<j |
| r ... | 0 |
| Conditioning | Mnemonic<br>label | Informationlevel |
| --- | --- | --- |
| 0,0,0 | none | SimplePCFG |
| 2,2,2 | par+sib | Smallamountofstructuralcontext | | | 5,2,2 | NTstruct | Allstructural(non-lexical)contextfornon-POS |
| --- | --- | --- |
| 6,2,2 | NThead | Everythingfornon-POSexpansions |
| 6,3,2 | POSstruct | MorestructuralinfoforleftmostPOSexpansions |
| 6,5,2 | attach | AllattachmentinfoforleftmostPOSexpansions |
| 6,6,4 | all | Everything | | 1 |
| Conditioning | Mnemonic<br>label | Informationlevel |
| --- | --- | --- |
| 0,0,0 | none | SimplePCFG |
| 2,2,2 | par+sib | Smallamountofstructuralcontext | | | dir | Binaryfeaturewhichistrueiffi<j |
| --- | --- |
| r | Relationlabelanditsconjunctionwithallotherfeatures | | 0 |
| relevant | irrelevant | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Errors | TP | FN | II | TN | FP | Time[ms] |
| 0 | 1000 | 0 | 0 | 93 | 7 | 3.02 |
| 1 | 989 | 10 | 1 | 95 | 5 | 2.75 |
| 2 | 988 | 11 | 1 | 94 | 6 | 2.44 | | | 3 | 928 | 66 | 6 | 94 | 6 | 2.40 |
| --- | --- | --- | --- | --- | --- | --- |
| 4 | 854 | 140 | 6 | 99 | 1 | 1.79 |
| 5 | 557 | 431 | 12 | 97 | 3 | 1.59 | | 1 |
| relevant | irrelevant | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Errors | TP | FN | II | TN | FP | Time[ms] |
| 0 | 1000 | 0 | 0 | 93 | 7 | 3.02 |
| 1 | 989 | 10 | 1 | 95 | 5 | 2.75 |
| 2 | 988 | 11 | 1 | 94 | 6 | 2.44 | | | | SSC | LRR | MFC10 | MFC20 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I |
| 2 | 1.73 | 107 | 0.02 | 1.73 | 61 | 0.03 | 1.14 | 24 | 0.05 | 0.96 | 24 | 0.04 |
| 4 | 5.69 | 108 | 0.05 | ... | 0 |
| relevant | irrelevant | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Errors | TP | FN | II | TN | FP | Time[ms] |
| 0 | 1000 | 0 | 0 | 93 | 7 | 3.02 |
| 1 | 989 | 10 | 1 | 95 | 5 | 2.75 |
| 2 | 988 | 11 | 1 | 94 | 6 | 2.44 | | | 3 | 928 | 66 | 6 | 94 | 6 | 2.40 |
| --- | --- | --- | --- | --- | --- | --- |
| 4 | 854 | 140 | 6 | 99 | 1 | 1.79 |
| 5 | 557 | 431 | 12 | 97 | 3 | 1.59 | | 1 |
| relevant | irrelevant | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Errors | TP | FN | II | TN | FP | Time[ms] |
| 0 | 1000 | 0 | 0 | 93 | 7 | 3.02 |
| 1 | 989 | 10 | 1 | 95 | 5 | 2.75 |
| 2 | 988 | 11 | 1 | 94 | 6 | 2.44 | | | 6 | 12.20 | 109 | 0.11 | 14.19 | 64 | 0.22 | 4.95 | 25 | 0.20 | 3.36 | 24 | 0.14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 8 | 21.33 | 110 | 0.19 | 25.14 | 64 | 0.39 | 7.62 | 27 | 0.28 | 5.48 | 32 | 0.17 |
| 10 | 37.54 | 110 | 0.34 | 40.82 | 64 | 0.64 | 11.17 | 35 | 0.32 | 7.... | 0 |
| | Subjects | Objects | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #subsequences | 3044 | 1626 | | | | |
| Method | prec. | rec. | Fβ=1 | prec. | rec. | Fβ=1 |
| A,D&K | 88.6 | 84.5 | 86.5 | 77.1 | 89.8 | 83.0 | | | IGTree<br>IB1-IG | 79.9<br>84.7 | 71.7<br>81.6 | 75.6<br>83.1 | 84.4<br>87.3 | 85.8<br>85.8 | 85.1<br>86.5 |
| --- | --- | --- | --- | --- | --- | --- |
| IB1-IGPOSonly<br>IB1-IGwithoutchunks<br>IB1-IGwithtreebankchunks | 83.5<br>29.2<br>89.4 | 77.9<br>24.4<br>88.6 | 80.6<br>26.6<br>89.0 | 76.1<br>85.0<br>91.9 | 83.3... | 1 |
| | Subjects | Objects | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #subsequences | 3044 | 1626 | | | | |
| Method | prec. | rec. | Fβ=1 | prec. | rec. | Fβ=1 |
| A,D&K | 88.6 | 84.5 | 86.5 | 77.1 | 89.8 | 83.0 | | | Dataset | Method | Adaptive | MacroF1 | MicroF1 | Acc. |
| --- | --- | --- | --- | --- | --- |
| BBN | FIGER<br>HYENA | NA | 67.28<br>51.38 | 60.70<br>52.85 | 46.92<br>45.01 |
| WSABIE | Y | 71.28 | 72.08 | 66.22 | |
| HLE | Y<br>N | 70.84<br>68.86 | 71.61<br>70.00 | 65.74<br>63.32 | |
| ProtoLE | Y<br>N | 72.67<br... | 0 |
| | Subjects | Objects | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #subsequences | 3044 | 1626 | | | | |
| Method | prec. | rec. | Fβ=1 | prec. | rec. | Fβ=1 |
| A,D&K | 88.6 | 84.5 | 86.5 | 77.1 | 89.8 | 83.0 | | | IGTree<br>IB1-IG | 79.9<br>84.7 | 71.7<br>81.6 | 75.6<br>83.1 | 84.4<br>87.3 | 85.8<br>85.8 | 85.1<br>86.5 |
| --- | --- | --- | --- | --- | --- | --- |
| IB1-IGPOSonly<br>IB1-IGwithoutchunks<br>IB1-IGwithtreebankchunks | 83.5<br>29.2<br>89.4 | 77.9<br>24.4<br>88.6 | 80.6<br>26.6<br>89.0 | 76.1<br>85.0<br>91.9 | 83.3... | 1 |
| | Subjects | Objects | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #subsequences | 3044 | 1626 | | | | |
| Method | prec. | rec. | Fβ=1 | prec. | rec. | Fβ=1 |
| A,D&K | 88.6 | 84.5 | 86.5 | 77.1 | 89.8 | 83.0 | | | HLE | Y<br>N | 70.84<br>68.86 | 71.61<br>70.00 | 65.74<br>63.32 | |
| --- | --- | --- | --- | --- | --- |
| ProtoLE | Y<br>N | 72.67<br>75.78 | 73.54<br>76.50 | 67.58<br>70.43 | |
| Proto-HLE | Y<br>N | 71.97<br>74.54 | 72.89<br>74.38 | 67.05<br>69.46 | |
| OntoNotes | FIGER<br>HYENA | NA | 58.77<br>47.63 | 52.37<... | 0 |
| FuncC | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 36.9 | 13.7 | 6.4 |
| TS-SPL-INF | 52.8(21.9) | 38.8(7.8) | 34.9(3.9) |
| PBS-M | 49.6(18.7) | 39.2(8.3) | 34.3(3.3) |
| SGBS-M | 47.2(16.2) | 34.6(3.6) | 32.5(1.6) |
| BZ-M | 58.8(27.9) | 38.4(7.4) | 33.7(2.7) |
| SA... | | HSSL | 75.2(44.3) | 44.3(13.4) | 35.6(4.6) |
| --- | --- | --- | --- |
| SHSSL | 56.5 | 18.4 | 6.4 |
| CPL-AdS | 153.0(101.6) | 156.2(103.7) | 165.0(109.6) | | 1 |
| FuncC | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 36.9 | 13.7 | 6.4 |
| TS-SPL-INF | 52.8(21.9) | 38.8(7.8) | 34.9(3.9) |
| PBS-M | 49.6(18.7) | 39.2(8.3) | 34.3(3.3) |
| SGBS-M | 47.2(16.2) | 34.6(3.6) | 32.5(1.6) |
| BZ-M | 58.8(27.9) | 38.4(7.4) | 33.7(2.7) |
| SA... | | FuncB | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 47.1 | 17.8 | 8.5 |
| TS-SPL-INF | 53.8(22.9) | 39.5(8.5) | 35.1(4.1) |
| PBS-M | 41.1(10.2) | 35.3(4.31) | 33.3(2.3) |
| SGBS-M | 50.6(19.7) | 35.7(4.7) | 33.0(2.0) |
| BZ-M | 60.3(29.4) | 39.6(8.7) | 33.6(2.6) |
| S... | 0 |
| FuncC | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 36.9 | 13.7 | 6.4 | | | TS-SPL-INF | 52.8(21.9) | 38.8(7.8) | 34.9(3.9) |
| --- | --- | --- | --- |
| PBS-M | 49.6(18.7) | 39.2(8.3) | 34.3(3.3) |
| SGBS-M | 47.2(16.2) | 34.6(3.6) | 32.5(1.6) |
| BZ-M | 58.8(27.9) | 38.4(7.4) | 33.7(2.7) |
| SA | 149.0 | 178.0 | 185.0 |
| ASS | 54.3(23.4) | 39(8.0) | 33.5(2.5) |
| HSSL | 75.2(44.3) | 44.3(... | 1 |
| FuncC | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 36.9 | 13.7 | 6.4 | | | BZ-M | 60.3(29.4) | 39.6(8.7) | 33.6(2.6) |
| --- | --- | --- | --- |
| SA | 175.1 | 204.5 | 223.3 |
| ASS | 81.6(50.6) | 39.5(8.7) | 40.2(9.0) |
| HSSL | 85.3(54.4) | 50.6(19.6) | 39.0(8.0) |
| SHSSL | 75.4 | 30.8 | 12.7 |
| CPL-AdS | 117.9(109.3) | 116.7(107.1) | 144.9(96.5) | | 0 |
| Maximumlevel | CAT | sdcMicro | µ-Argus |
| --- | --- | --- | --- |
| ξforQID | 0.149 | 0.143 | 0 | | | ξforQID | 0.402 | 0.500 | 0.384 |
| --- | --- | --- | --- |
| λforQID | 3.600 | 2.028 | 1.682 |
| λforQID | 86.631 | 3.261 | 1.783 | | 1 |
| Maximumlevel | CAT | sdcMicro | µ-Argus |
| --- | --- | --- | --- |
| ξforQID | 0.149 | 0.143 | 0 | | | SSC | LRSC | ENSC | KMP |
| --- | --- | --- | --- |
| α | τα | λλλ123 | kλ |
| 25 | 55 | 0.10.11 | 1000.1 |
| 200 | 100100 | 0.10.11000 | 1000.1 |
| 120 | -- | --- | -- |
| - | -- | --- | -- | | 0 |
| Maximumlevel | CAT | sdcMicro | µ-Argus |
| --- | --- | --- | --- |
| ξforQID | 0.149 | 0.143 | 0 |
| ξforQID | 0.402 | 0.500 | 0.384 | | | λforQID | 3.600 | 2.028 | 1.682 |
| --- | --- | --- | --- |
| λforQID | 86.631 | 3.261 | 1.783 | | 1 |
| Maximumlevel | CAT | sdcMicro | µ-Argus |
| --- | --- | --- | --- |
| ξforQID | 0.149 | 0.143 | 0 |
| ξforQID | 0.402 | 0.500 | 0.384 | | | 120 | -- | --- | -- |
| --- | --- | --- | --- |
| - | -- | --- | -- | | 0 |
| | SizeinMB | Timeinsec | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| univ100 | univ1000 | Yago | univ100 | univ1000 | Yago | |
| RDF-3X | 831,717 | 7,795,458 | 2,189,735 | 240 | 3050 | 1090 |
| BigOWLIM | 2,411,260 | 22,600,088 | 6,348,338 | 838 | 10640 | 3708 |
| JenaTDB | 1,492,057 | 13,984,467 | 3,... | | WaterFowlMode2 | 71,064 | 720396 | 210,556 | 119 | 1515 | 545 |
| --- | --- | --- | --- | --- | --- | --- |
| WaterFowlMode3 | 77,351 | 798,829 | 203,728 | 107 | 1488 | 513 | | 1 |
| | SizeinMB | Timeinsec | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| univ100 | univ1000 | Yago | univ100 | univ1000 | Yago | |
| RDF-3X | 831,717 | 7,795,458 | 2,189,735 | 240 | 3050 | 1090 |
| BigOWLIM | 2,411,260 | 22,600,088 | 6,348,338 | 838 | 10640 | 3708 |
| JenaTDB | 1,492,057 | 13,984,467 | 3,... | | | QR#4 | QR#5 | QR#6 | QR#7 | QR#10 |
| --- | --- | --- | --- | --- | --- |
| RDF-3X | 4.2 | 2.5 | 15.3 | 1.4 | 1.6 |
| OWLIM-SE | 705 | 16771 | 72 | 1708 | 3.65 |
| JenaTDB | 4.85 | 6.3 | 30.7 | 207 | 1.55 |
| WaterFowlMode2 | 3.66 | 2.3 | 13.4 | 1.2 | 1.4 | | 0 |
| | SizeinMB | Timeinsec | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| univ100 | univ1000 | Yago | univ100 | univ1000 | Yago | |
| RDF-3X | 831,717 | 7,795,458 | 2,189,735 | 240 | 3050 | 1090 |
| BigOWLIM | 2,411,260 | 22,600,088 | 6,348,338 | 838 | 10640 | 3708 | | | JenaTDB | 1,492,057 | 13,984,467 | 3,928,271 | 1285 | 16332 | 5837 |
| --- | --- | --- | --- | --- | --- | --- |
| WaterFowlMode1 | 91,539 | 922,106 | 271,616 | 168 | 2134 | 768 |
| WaterFowlMode2 | 71,064 | 720396 | 210,556 | 119 | 1515 | 545 |
| WaterFowlMode3 | 77,351 | 798,829 | 203,728 | 107 | 1488 | 513 | | 1 |
| | SizeinMB | Timeinsec | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| univ100 | univ1000 | Yago | univ100 | univ1000 | Yago | |
| RDF-3X | 831,717 | 7,795,458 | 2,189,735 | 240 | 3050 | 1090 |
| BigOWLIM | 2,411,260 | 22,600,088 | 6,348,338 | 838 | 10640 | 3708 | | | OWLIM-SE | 705 | 16771 | 72 | 1708 | 3.65 |
| --- | --- | --- | --- | --- | --- |
| JenaTDB | 4.85 | 6.3 | 30.7 | 207 | 1.55 |
| WaterFowlMode2 | 3.66 | 2.3 | 13.4 | 1.2 | 1.4 | | 0 |
| | No.ofGPUs | | |
| --- | --- | --- | --- |
| 1GPU | 2GPUs | 4GPUs | |
| Totalexecutiontime | 10.928 | 5.53 | 2.857 |
| Normalisedexecutiontime | 1 | 0.506 | 0.261 | | | Executiontimewithperfectscalability | 10.928 | 5.464 | 2.732 |
| --- | --- | --- | --- |
| Offsetwithrespecttoperfectscalability | 0 | 0.066 | 0.125 | | 1 |
| | No.ofGPUs | | |
| --- | --- | --- | --- |
| 1GPU | 2GPUs | 4GPUs | |
| Totalexecutiontime | 10.928 | 5.53 | 2.857 |
| Normalisedexecutiontime | 1 | 0.506 | 0.261 | | | GPUModel | TeslaC2050 | GeForceGT640 |
| --- | --- | --- |
| CUDADriver | 4.2 | 5.0 |
| CUDARuntime | 4.2 | 4.2 |
| CUDACapability | 2.0 | 3.0 |
| GPUArchitecture | FermiGF100 | KeplerGK107 |
| GlobalMemory | 5GB | 2GB |
| SharedMemoryperMP | 48KB | 16KB |
| Registers | 32768 | 65536 |
| WarpSize | 32 | 32 |
| CUDACo... | 0 |
| | No.ofGPUs | | |
| --- | --- | --- | --- |
| 1GPU | 2GPUs | 4GPUs | |
| Totalexecutiontime | 10.928 | 5.53 | 2.857 |
| Normalisedexecutiontime | 1 | 0.506 | 0.261 | | | Executiontimewithperfectscalability | 10.928 | 5.464 | 2.732 |
| --- | --- | --- | --- |
| Offsetwithrespecttoperfectscalability | 0 | 0.066 | 0.125 | | 1 |
| | No.ofGPUs | | |
| --- | --- | --- | --- |
| 1GPU | 2GPUs | 4GPUs | |
| Totalexecutiontime | 10.928 | 5.53 | 2.857 |
| Normalisedexecutiontime | 1 | 0.506 | 0.261 | | | GlobalMemory | 5GB | 2GB |
| --- | --- | --- |
| SharedMemoryperMP | 48KB | 16KB |
| Registers | 32768 | 65536 |
| WarpSize | 32 | 32 |
| CUDACores | 448 | 384 |
| Multiprocessors(MP) | 14 | 2 |
| TotalSharedMemory | 672KB | 32KB |
| LinuxKernel | 3.3.7-x8664 | 3.5.2-x8664 | | 0 |
| Metric | Definition |
| --- | --- |
| Recall | Frame-basedcorrectlymatchedtargets/totalground-truthtargets |
| Precision | Frame-basedcorrectlymatchedtargets/totaloutputtargets | | | FA/Frm | Frame-basednumberoffalsealarmsperframe |
| --- | --- |
| SwitchIDS | TheNumberoftimesthatthetrackIDsoftwotargetsswitch | | 1 |
| Metric | Definition |
| --- | --- |
| Recall | Frame-basedcorrectlymatchedtargets/totalground-truthtargets |
| Precision | Frame-basedcorrectlymatchedtargets/totaloutputtargets | | | MetricID | precision | recall | F1 |
| --- | --- | --- | --- |
| M1 | 1 | 0.48 | 0.65 |
| M2 | 0.99 | 0.41 | 0.58 |
| M3 | 1 | 0.19 | 0.32 |
| M4 | 0.77 | 0.76 | 0.76 |
| M5 | 1 | 0.32 | 0.48 | | 0 |
| Metric | Definition |
| --- | --- |
| Recall | Frame-basedcorrectlymatchedtargets/totalground-truthtargets |
| Precision | Frame-basedcorrectlymatchedtargets/totaloutputtargets | | | FA/Frm | Frame-basednumberoffalsealarmsperframe |
| --- | --- |
| SwitchIDS | TheNumberoftimesthatthetrackIDsoftwotargetsswitch | | 1 |
| Metric | Definition |
| --- | --- |
| Recall | Frame-basedcorrectlymatchedtargets/totalground-truthtargets |
| Precision | Frame-basedcorrectlymatchedtargets/totaloutputtargets | | | M4 | 0.77 | 0.76 | 0.76 |
| --- | --- | --- | --- |
| M5 | 1 | 0.32 | 0.48 | | 0 |
| Setup | BF | NBF |
| --- | --- | --- |
| Multi-classHashtags | 0.05 | 0.01 | | | Multi-classEmoticons | 0.05 | 0.02 |
| --- | --- | --- |
| BinaryHashtags | 0.05 | 0.03 |
| BinaryEmoticons | 0.08 | 0.06 | | 1 |
| Setup | BF | NBF |
| --- | --- | --- |
| Multi-classHashtags | 0.05 | 0.01 | | | Instance | nb.noeuds | nb.noeudsB.S. | temps(s) | temps(s)B.S. |
| --- | --- | --- | --- | --- |
| ash219 | 137 | 111 | 1.187 | 0.18 |
| dwt72 | 26 | 59 | 0.500 | 0.07 |
| can62 | 57 | 119 | 0.500 | 0.15 |
| dwt66 | 8 | 31 | 0.312 | 0.06 |
| bcspwr02 | 49 | 51 | 0.484 | 0.06 |
| dwt59 | 137 | 201 | 0.969 | 0.30 |
| b... | 0 |
| Setup | BF | NBF |
| --- | --- | --- |
| Multi-classHashtags | 0.05 | 0.01 |
| Multi-classEmoticons | 0.05 | 0.02 | | | BinaryHashtags | 0.05 | 0.03 |
| --- | --- | --- |
| BinaryEmoticons | 0.08 | 0.06 | | 1 |
| Setup | BF | NBF |
| --- | --- | --- |
| Multi-classHashtags | 0.05 | 0.01 |
| Multi-classEmoticons | 0.05 | 0.02 | | | dwt66 | 8 | 31 | 0.312 | 0.06 |
| --- | --- | --- | --- | --- |
| bcspwr02 | 49 | 51 | 0.484 | 0.06 |
| dwt59 | 137 | 201 | 0.969 | 0.30 |
| bcspwr01 | 13 | 13 | 0.125 | 0.02 |
| ash85 | 593 | 971 | 8.610 | 2.87 |
| dwt87 | 109 | 241 | 3.031 | 0.90 |
| impcolb | 428 | 380 | 1.532 | 0.59 |
| west0067 | 195 | 185 | 1.5... | 0 |
| Featuregroup | Feature | Coefficient |
| --- | --- | --- |
| What | Rrating | -0.058 | | | What | DramaGenre | -0.012 |
| --- | --- | --- |
| What | Topic18(war,mission,American,government,fight)* | -0.012 |
| What | Topic4(music,band,famous,star,place)* | -0.011 |
| What | ForeignGenre | -0.009 | | 1 |
| Featuregroup | Feature | Coefficient |
| --- | --- | --- |
| What | Rrating | -0.058 | | | Feature |
| --- |
| Numberofexclamation/questionmark |
| Numberofpositive/negativewords |
| Sentimentscore |
| Numberofwords/characters |
| Numberoffirst/second/thirdorderofperson |
| NumberofPeople/Location/Organization |
| NumberofURL/@/# | | 0 |
| Featuregroup | Feature | Coefficient |
| --- | --- | --- |
| What | Rrating | -0.058 |
| What | DramaGenre | -0.012 |
| What | Topic18(war,mission,American,government,fight)* | -0.012 | | | What | Topic4(music,band,famous,star,place)* | -0.011 |
| --- | --- | --- |
| What | ForeignGenre | -0.009 | | 1 |
| Featuregroup | Feature | Coefficient |
| --- | --- | --- |
| What | Rrating | -0.058 |
| What | DramaGenre | -0.012 |
| What | Topic18(war,mission,American,government,fight)* | -0.012 | | | Numberofwords/characters |
| --- |
| Numberoffirst/second/thirdorderofperson |
| NumberofPeople/Location/Organization |
| NumberofURL/@/# | | 0 |
| fc1(size) | TestAccuracy | Time(TitanX) |
| --- | --- | --- |
| 1024 | 99.27 | 164s |
| 512 | 99.25 | 155s |
| 256 | 99.21 | 148s |
| 128 | 99.1 | 145s | | | 64 | 98.9 | 159s |
| --- | --- | --- |
| 32 | 98.7 | 158s | | 1 |
| fc1(size) | TestAccuracy | Time(TitanX) |
| --- | --- | --- |
| 1024 | 99.27 | 164s |
| 512 | 99.25 | 155s |
| 256 | 99.21 | 148s |
| 128 | 99.1 | 145s | | | FilterSize | TestAccuracy | Timeinseconds(onTitanX) |
| --- | --- | --- |
| 1x1x32 | 95.88 | 111 |
| 1x1x16 | 95.9 | 106 |
| 1x1x8 | 95.0 | 105 |
| 1x1x4 | 94.38 | 102 |
| 1x1x2 | 94.28 | 100 | | 0 |
| fc1(size) | TestAccuracy | Time(TitanX) |
| --- | --- | --- |
| 1024 | 99.27 | 164s |
| 512 | 99.25 | 155s |
| 256 | 99.21 | 148s |
| 128 | 99.1 | 145s | | | 64 | 98.9 | 159s |
| --- | --- | --- |
| 32 | 98.7 | 158s | | 1 |
| fc1(size) | TestAccuracy | Time(TitanX) |
| --- | --- | --- |
| 1024 | 99.27 | 164s |
| 512 | 99.25 | 155s |
| 256 | 99.21 | 148s |
| 128 | 99.1 | 145s | | | 1x1x16 | 95.9 | 106 |
| --- | --- | --- |
| 1x1x8 | 95.0 | 105 |
| 1x1x4 | 94.38 | 102 |
| 1x1x2 | 94.28 | 100 | | 0 |
| Images | BC | NEDI | SAI | DCC | Proposed |
| --- | --- | --- | --- | --- | --- |
| Cameraman | 25.37/0.8629 | 25.42/0.8626 | 25.88/0.8709 | 25.92/0.8731 | 25.36/0.8664 |
| Lena | 33.94/0.9149 | 33.78/0.9142 | 34.71/0.9193 | 34.50/0.9197 | 34.90/0.9225 | | | Lighthouse | 26.93/0.8436 | 26.37/0.8386 | 26.65/0.8445 | 27.19/0.8483 | 27.22/0.8462 |
| --- | --- | --- | --- | --- | --- |
| Monarch | 31.86/0.9561 | 31.78/0.9555 | 33.02/0.9623 | 32.92/0.9623 | 33.16/0.9640 |
| Average | 29.52/0.8944 | 29.33/0.8927 | 30.07/0.8992 | 30.13/0.9009 | 30.16/0.8998 | | 1 |
| Images | BC | NEDI | SAI | DCC | Proposed |
| --- | --- | --- | --- | --- | --- |
| Cameraman | 25.37/0.8629 | 25.42/0.8626 | 25.88/0.8709 | 25.92/0.8731 | 25.36/0.8664 |
| Lena | 33.94/0.9149 | 33.78/0.9142 | 34.71/0.9193 | 34.50/0.9197 | 34.90/0.9225 | | | | BMCNN | woBMCNN | DnCNN |
| --- | --- | --- | --- |
| Cameraman | 30.20 | 30.08 | 30.11 |
| Lena | 32.53 | 32.45 | 32.48 |
| Barbara | 30.58 | 29.91 | 29.94 |
| Boat | 30.25 | 30.17 | 30.21 |
| Couple | 30.12 | 30.09 | 30.10 |
| Fingerprint | 28.01 | 27.61 | 27.64 |
| Hill | 30.00 | 29.96 | 29.99 |
| House | 33.32... | 0 |
| Images | BC | NEDI | SAI | DCC | Proposed |
| --- | --- | --- | --- | --- | --- |
| Cameraman | 25.37/0.8629 | 25.42/0.8626 | 25.88/0.8709 | 25.92/0.8731 | 25.36/0.8664 | | | Lena | 33.94/0.9149 | 33.78/0.9142 | 34.71/0.9193 | 34.50/0.9197 | 34.90/0.9225 |
| --- | --- | --- | --- | --- | --- |
| Lighthouse | 26.93/0.8436 | 26.37/0.8386 | 26.65/0.8445 | 27.19/0.8483 | 27.22/0.8462 |
| Monarch | 31.86/0.9561 | 31.78/0.9555 | 33.02/0.9623 | 32.92/0.9623 | 33.16/0.9640 |
| Average | 29.52/0.8... | 1 |
| Images | BC | NEDI | SAI | DCC | Proposed |
| --- | --- | --- | --- | --- | --- |
| Cameraman | 25.37/0.8629 | 25.42/0.8626 | 25.88/0.8709 | 25.92/0.8731 | 25.36/0.8664 | | | Man | 30.06 | 30.04 | 30.06 |
| --- | --- | --- | --- |
| Montage | 33.47 | 33.02 | 32.97 |
| Peppers | 30.93 | 30.81 | 30.80 |
| Average | 30.97 | 30.78 | 30.80 | | 0 |
| method | rank1 | rank5 | rank10 | rank20 | rank30 |
| --- | --- | --- | --- | --- | --- |
| KernelX-CRC | 68.8 | 91.2 | 95.9 | 98.4 | 99.0 | | | FFN | 66.6 | 86.8 | 92.8 | 96.9 | - |
| --- | --- | --- | --- | --- | --- |
| LSSCDL | 60.5 | - | 88.6 | 93.6 | - |
| SemanticRepresentation | 44.9 | 71.7 | 77.5 | 86.7 | - |
| CorrespondenceStructureLearning | 44.4 | 71.6 | 82.2 | 89.8 | 93.3 |
| SCNCD | 41.6 | 68.9 | 79.4 | 87.8 | 95.4 |
| Proposed+NullSpace | 70.7... | 1 |
| method | rank1 | rank5 | rank10 | rank20 | rank30 |
| --- | --- | --- | --- | --- | --- |
| KernelX-CRC | 68.8 | 91.2 | 95.9 | 98.4 | 99.0 | | | Method | Scene1 | Scene2 | Scene3 | Scene4 | Scene5 | Average |
| --- | --- | --- | --- | --- | --- | --- |
| LBPfeatures+ridgeregression | 13.6 | 59.8 | 37.1 | 21.8 | 23.4 | 31.0 |
| DeepCNN | 9.8 | 14.1 | 14.3 | 22.2 | 3.7 | 12.9 |
| Multi-columnCNN | 3.4 | 20.6 | 12.9 | 13.0 | 8.1 | 11.6 |
| ConvLSTM-nt | 8.6 | 16... | 0 |
| method | rank1 | rank5 | rank10 | rank20 | rank30 |
| --- | --- | --- | --- | --- | --- |
| KernelX-CRC | 68.8 | 91.2 | 95.9 | 98.4 | 99.0 |
| FFN | 66.6 | 86.8 | 92.8 | 96.9 | - |
| LSSCDL | 60.5 | - | 88.6 | 93.6 | - |
| SemanticRepresentation | 44.9 | 71.7 | 77.5 | 86.7 | - | | | CorrespondenceStructureLearning | 44.4 | 71.6 | 82.2 | 89.8 | 93.3 |
| --- | --- | --- | --- | --- | --- |
| SCNCD | 41.6 | 68.9 | 79.4 | 87.8 | 95.4 |
| Proposed+NullSpace | 70.7 | 90.7 | 94.8 | 97.8 | 99.2 | | 1 |
| method | rank1 | rank5 | rank10 | rank20 | rank30 |
| --- | --- | --- | --- | --- | --- |
| KernelX-CRC | 68.8 | 91.2 | 95.9 | 98.4 | 99.0 |
| FFN | 66.6 | 86.8 | 92.8 | 96.9 | - |
| LSSCDL | 60.5 | - | 88.6 | 93.6 | - |
| SemanticRepresentation | 44.9 | 71.7 | 77.5 | 86.7 | - | | | DeepCNN | 9.8 | 14.1 | 14.3 | 22.2 | 3.7 | 12.9 |
| --- | --- | --- | --- | --- | --- | --- |
| Multi-columnCNN | 3.4 | 20.6 | 12.9 | 13.0 | 8.1 | 11.6 |
| ConvLSTM-nt | 8.6 | 16.9 | 14.6 | 15.4 | 4.0 | 11.9 |
| ConvLSTM | 7.1 | 15.2 | 15.2 | 13.9 | 3.5 | 10.9 |
| BidirectionalConvLSTM | 6.8 | 14.5 | 14.9 | 13.5 | 3.... | 0 |
| ODSOISAP |
| --- |
| 0.8000.800– | | | 0.5900.6200.578<br>0.7210.7390.768<br>0.7390.7590.792 |
| --- |
| 0.7570.7760.790<br>0.7800.7970.814 |
| 0.7820.8000.779 | | 1 |
| ODSOISAP |
| --- |
| 0.8000.800– | | | ODS | OIS |
| --- | --- |
| .651<br>.631<br>.687<br>.695<br>.706 | .667<br>.661<br>.716<br>.708<br>.734 |
| .720<br>.682<br>.746 | .734<br>.695<br>.761 |
| .729<br>.705<br>.757 | .742<br>.715<br>.771 |
| .739<br>.707<br>.762 | .754<br>.719<br>.778 | | 0 |
| ODSOISAP |
| --- |
| 0.8000.800– |
| 0.5900.6200.578<br>0.7210.7390.768<br>0.7390.7590.792 | | | 0.7570.7760.790<br>0.7800.7970.814 |
| --- |
| 0.7820.8000.779 | | 1 |
| ODSOISAP |
| --- |
| 0.8000.800– |
| 0.5900.6200.578<br>0.7210.7390.768<br>0.7390.7590.792 | | | .729<br>.705<br>.757 | .742<br>.715<br>.771 |
| --- | --- |
| .739<br>.707<br>.762 | .754<br>.719<br>.778 | | 0 |
| Camera1/LeftCamera | | | |
| --- | --- | --- | --- |
| | Dataset1 | Dataset2 | Dataset3 |
| f(px)x | 216.520±1.399 | 216.307±1.898 | 216.360±0.579 |
| f(px)y | 216.259±1.448 | 216.421±1.947 | 216.315±0.576 | | | u(px)0 | 122.241±1.106 | 121.847±1.162 | 122.414±0.758 |
| --- | --- | --- | --- |
| v(px)0 | 113.410±0.826 | 112.981±0.970 | 111.535±0.646 |
| k1 | -0.349±0.010 | -0.353±0.011 | -0.369±0.023 |
| k2 | 0.148±0.021 | 0.144±0.021 | 0.303±0.182 |
| k3 | 0.000±0.000 | 0.000±0.000 | -0.366±0.417 | | 1 |
| Camera1/LeftCamera | | | |
| --- | --- | --- | --- |
| | Dataset1 | Dataset2 | Dataset3 |
| f(px)x | 216.520±1.399 | 216.307±1.898 | 216.360±0.579 |
| f(px)y | 216.259±1.448 | 216.421±1.947 | 216.315±0.576 | | | Camera1/LeftCamera | | | |
| --- | --- | --- | --- |
| | Test1 | Test2 | Test3 |
| f(px)x | 217.906±1.009 | 216.332±0.802 | 217.396±0.996 |
| f(px)y | 217.855±1.004 | 216.187±0.827 | 217.121±0.950 |
| u(px)0 | 121.501±1.096 | 123.041±1.044 | 121.813±1.055 |
| v(px)0 | 113.061±0.954 | 111.483±0.851 | 113.324±0.954... | 0 |
| Camera1/LeftCamera | | | |
| --- | --- | --- | --- |
| | Dataset1 | Dataset2 | Dataset3 |
| f(px)x | 216.520±1.399 | 216.307±1.898 | 216.360±0.579 |
| f(px)y | 216.259±1.448 | 216.421±1.947 | 216.315±0.576 |
| u(px)0 | 122.241±1.106 | 121.847±1.162 | 122.414±0.758 |
| v(px)0 | 113.410±0.826 | 112.981±0.970 | 111.... | | k2 | 0.148±0.021 | 0.144±0.021 | 0.303±0.182 |
| --- | --- | --- | --- |
| k3 | 0.000±0.000 | 0.000±0.000 | -0.366±0.417 | | 1 |
| Camera1/LeftCamera | | | |
| --- | --- | --- | --- |
| | Dataset1 | Dataset2 | Dataset3 |
| f(px)x | 216.520±1.399 | 216.307±1.898 | 216.360±0.579 |
| f(px)y | 216.259±1.448 | 216.421±1.947 | 216.315±0.576 |
| u(px)0 | 122.241±1.106 | 121.847±1.162 | 122.414±0.758 |
| v(px)0 | 113.410±0.826 | 112.981±0.970 | 111.... | | v(px)0 | 113.061±0.954 | 111.483±0.851 | 113.324±0.954 |
| --- | --- | --- | --- |
| k1 | -0.379±0.034 | -0.383±0.029 | -0.376±0.034 |
| k2 | 0.384±0.276 | 0.370±0.220 | 0.361±0.182 |
| k3 | -0.588±0.663 | -0.425±0.480 | -0.575±0.658 | | 0 |
| Opinion | FH | NS |
| --- | --- | --- |
| SysF-SAcc | F-SAcc | | | | Cosine.535.754<br>Combination.535.757 | .504.617<br>.520.620 | |
| --- | --- | --- |
| Aspects | FH | NS |
| SysF-SAcc | F-SAcc | |
| Cosine.367.468<br>Combination.369.473 | .280.463<br>.269.451 | | | 1 |
| Opinion | FH | NS |
| --- | --- | --- |
| SysF-SAcc | F-SAcc | | | | Alg. | Tr.Fl.1;Te.Fl.3 | Tr.Fl.3;Te.Fl.1 | Alg. |
| --- | --- | --- | --- |
| MI-HE(HSD) | 0.304 | 0.449 | MI-SMF(ACE) |
| M-IHE(ACE) | 0.257 | 0.254 | MI-SMF(SMF) |
| eFUMI(ACE) | 0.214 | 0.325 | mi-SVM |
| eFUMI(HSD) | 0.256 | 0.331 | EM-DD(ACE) |
| MI-ACE(ACE) | 0.226 | 0.340 | DMIL(ACE) | | 0 |
| Opinion | FH | NS |
| --- | --- | --- |
| SysF-SAcc | F-SAcc | |
| Cosine.535.754<br>Combination.535.757 | .504.617<br>.520.620 | | | | Aspects | FH | NS |
| --- | --- | --- |
| SysF-SAcc | F-SAcc | |
| Cosine.367.468<br>Combination.369.473 | .280.463<br>.269.451 | | | 1 |
| Opinion | FH | NS |
| --- | --- | --- |
| SysF-SAcc | F-SAcc | |
| Cosine.535.754<br>Combination.535.757 | .504.617<br>.520.620 | | | | M-IHE(ACE) | 0.257 | 0.254 | MI-SMF(SMF) |
| --- | --- | --- | --- |
| eFUMI(ACE) | 0.214 | 0.325 | mi-SVM |
| eFUMI(HSD) | 0.256 | 0.331 | EM-DD(ACE) |
| MI-ACE(ACE) | 0.226 | 0.340 | DMIL(ACE) | | 0 |
| Scenario | Appli.<br>1 | Appli.<br>2 | Appli.<br>3 | Appli.<br>4 |
| --- | --- | --- | --- | --- |
| ChannelCoding | Rate=1/3<br>Codeblocksize=1024 | | | | | | QAMModulation | QPSK | | | |
| --- | --- | --- | --- | --- |
| (I)FFTSize | 256 | 512 | 1024 | 2048 |
| TXantenna | 2 | | | |
| Dataquantization | 14bits | | | |
| FPGAType | XilinxVirtex-6LX240T | | | |
| ClockFrequency | 50MHz | | | |
| Simulationtime | Generationof5LTEsub-frames | | | | | 1 |
| Scenario | Appli.<br>1 | Appli.<br>2 | Appli.<br>3 | Appli.<br>4 |
| --- | --- | --- | --- | --- |
| ChannelCoding | Rate=1/3<br>Codeblocksize=1024 | | | | | | ScenarioParameters | Application1 | Application2 |
| --- | --- | --- |
| ChannelCodingRate | 1/3 | |
| QAMModulation | QPSK | 16-QAM |
| FrequencyBandwidth | 5MHz | 10MHz |
| Dataquantization | 10bits | 14bits |
| FrameType | 1OFDMsymbolpilot<br>every10OFDMsymbolsofdata | |
| FPGA | XilinxVirtex-6LX240T | |
| Cloc... | 0 |
| Scenario | Appli.<br>1 | Appli.<br>2 | Appli.<br>3 | Appli.<br>4 |
| --- | --- | --- | --- | --- |
| ChannelCoding | Rate=1/3<br>Codeblocksize=1024 | | | |
| QAMModulation | QPSK | | | |
| (I)FFTSize | 256 | 512 | 1024 | 2048 | | | TXantenna | 2 |
| --- | --- |
| Dataquantization | 14bits |
| FPGAType | XilinxVirtex-6LX240T |
| ClockFrequency | 50MHz |
| Simulationtime | Generationof5LTEsub-frames | | 1 |
| Scenario | Appli.<br>1 | Appli.<br>2 | Appli.<br>3 | Appli.<br>4 |
| --- | --- | --- | --- | --- |
| ChannelCoding | Rate=1/3<br>Codeblocksize=1024 | | | |
| QAMModulation | QPSK | | | |
| (I)FFTSize | 256 | 512 | 1024 | 2048 | | | QAMModulation | QPSK | 16-QAM |
| --- | --- | --- |
| FrequencyBandwidth | 5MHz | 10MHz |
| Dataquantization | 10bits | 14bits |
| FrameType | 1OFDMsymbolpilot<br>every10OFDMsymbolsofdata | |
| FPGA | XilinxVirtex-6LX240T | |
| ClockFrequency | 100MHz | | | 0 |
| Algorithm | Time(msec) | Entity |
| --- | --- | --- |
| GM.Setup | 105.712 | GM |
| KGC.Setup | 102.883 | KGC |
| Join | 109.036 | User-GM |
| UserKeyGen | 102.958 | User-KGC |
| SendRequest | 125.069 | User |
| ValidityCheck | 199.247 | SP | | | SendContent | 198.636 | SP |
| --- | --- | --- |
| GetContent | 101.158 | User | | 1 |
| Algorithm | Time(msec) | Entity |
| --- | --- | --- |
| GM.Setup | 105.712 | GM |
| KGC.Setup | 102.883 | KGC |
| Join | 109.036 | User-GM |
| UserKeyGen | 102.958 | User-KGC |
| SendRequest | 125.069 | User |
| ValidityCheck | 199.247 | SP | | | Parameter | Values |
| --- | --- |
| NumberofnodesN | 1000,5000 |
| Maximumnodedegreemaxk | 50 |
| Averagenodedegreeavgk | 10 |
| Degreedistributionτ1 | -2 |
| Maximumcommunitysizemaxc | 50,100 |
| Minimumcommunitysizeminc | 10,20 |
| Communitysizedistributionτ2 | -1 |
| Mixingparameterµ | [0.05,0.075]withstepof0.05 ... | 0 |
| Algorithm | Time(msec) | Entity |
| --- | --- | --- |
| GM.Setup | 105.712 | GM |
| KGC.Setup | 102.883 | KGC | | | Join | 109.036 | User-GM |
| --- | --- | --- |
| UserKeyGen | 102.958 | User-KGC |
| SendRequest | 125.069 | User |
| ValidityCheck | 199.247 | SP |
| SendContent | 198.636 | SP |
| GetContent | 101.158 | User | | 1 |
| Algorithm | Time(msec) | Entity |
| --- | --- | --- |
| GM.Setup | 105.712 | GM |
| KGC.Setup | 102.883 | KGC | | | Communitysizedistributionτ2 | -1 |
| --- | --- |
| Mixingparameterµ | [0.05,0.075]withstepof0.05 |
| OverlappingNodesOn | 500 |
| OverlappingMembershipsOm | [1,8]withstepof1 | | 0 |
| Features | Example |
| --- | --- |
| SMTFeatures | |
| rankofthehypothesis | 1 |
| LexicalandPOSFeatures | |
| sourcephrase<br>hypothesisphrase<br>source+hyp.phrase<br>POSofsourcephrase<br>POSofhyp.phrase<br>POSofsource+hyp.phrase | waits<br>sat<br>waits+sat<br>VBZ<br>VBD<br>VBZ+VBD |
| ContextFeatures | |
| wordb... | | LanguageModelFeatures | |
| --- | --- |
| sourcesentence<br>hypothesissentence<br>sourcephrase<br>hypothesisphrase<br>wordbefore+sourcephrase<br>wordbefore+hyp.phrase<br>sourcephrase+wordafter<br>hyp.phrase+wordafter<br>scoredifference | logLM(src)<br>logLM(hyp)<br>logLM(waits)<br>logLM(sat)<br>logLM(catwaits)<br>log... | 1 |
| Features | Example |
| --- | --- |
| SMTFeatures | |
| rankofthehypothesis | 1 |
| LexicalandPOSFeatures | |
| sourcephrase<br>hypothesisphrase<br>source+hyp.phrase<br>POSofsourcephrase<br>POSofhyp.phrase<br>POSofsource+hyp.phrase | waits<br>sat<br>waits+sat<br>VBZ<br>VBD<br>VBZ+VBD |
| ContextFeatures | |
| wordb... | | Type1:Lengthofproductionunit<br>#ofwords/#ofclauses<br>#ofwords/#ofsentences<br>#ofwords/#ofT-units |
| --- |
| Type2:Sentencecomplexity<br>#ofclauses/#ofsentences |
| Type3:Subordination<br>#ofclauses/#ofT-units<br>#ofdependentclauses/#ofclauses<br>#ofdependentclauses/#ofT-units |
| Type4:Coordination<br>#ofcoordina... | 0 |
| Features | Example |
| --- | --- |
| SMTFeatures | |
| rankofthehypothesis | 1 |
| LexicalandPOSFeatures | |
| sourcephrase<br>hypothesisphrase<br>source+hyp.phrase<br>POSofsourcephrase<br>POSofhyp.phrase<br>POSofsource+hyp.phrase | waits<br>sat<br>waits+sat<br>VBZ<br>VBD<br>VBZ+VBD |
| ContextFeatures | |
| wordb... | | LanguageModelFeatures | |
| --- | --- |
| sourcesentence<br>hypothesissentence<br>sourcephrase<br>hypothesisphrase<br>wordbefore+sourcephrase<br>wordbefore+hyp.phrase<br>sourcephrase+wordafter<br>hyp.phrase+wordafter<br>scoredifference | logLM(src)<br>logLM(hyp)<br>logLM(waits)<br>logLM(sat)<br>logLM(catwaits)<br>log... | 1 |
| Features | Example |
| --- | --- |
| SMTFeatures | |
| rankofthehypothesis | 1 |
| LexicalandPOSFeatures | |
| sourcephrase<br>hypothesisphrase<br>source+hyp.phrase<br>POSofsourcephrase<br>POSofhyp.phrase<br>POSofsource+hyp.phrase | waits<br>sat<br>waits+sat<br>VBZ<br>VBD<br>VBZ+VBD |
| ContextFeatures | |
| wordb... | | Type4:Coordination<br>#ofcoordinatephrases/#ofclauses<br>#ofcoordinatephrases/#ofT-units |
| --- |
| Type5:Particularstructures<br>#ofverbphrases/#ofT-units | | 0 |
| Regularization | Methods | RSNRUIQISAMERGASDDTime |
| --- | --- | --- |
| supervised<br>naiveGaussian | ADMM | 29.2950.99061.5560.8927.12188.58 |
| ProposedSE | 29.3660.99081.5520.8807.0940.57 | |
| unsupervised<br>naiveGaussian | ADMM-BCD | 29.0780.99021.5950.9147.27953.90 |
| ProposedSE-BCD | 29.0760.99021.6240.91... | | sparse<br>representation | ADMM-BCD | 29.5750.99121.4740.8606.83396.09 |
| --- | --- | --- |
| ProposedSE-BCD | 29.6000.99131.4720.8566.82023.72 | |
| TV | ADMM | 29.4700.99111.5030.8616.923138.98 |
| ProposedSE-ADMM | 29.6260.99141.4780.8466.79593.94 | | | 1 |
| Regularization | Methods | RSNRUIQISAMERGASDDTime |
| --- | --- | --- |
| supervised<br>naiveGaussian | ADMM | 29.2950.99061.5560.8927.12188.58 |
| ProposedSE | 29.3660.99081.5520.8807.0940.57 | |
| unsupervised<br>naiveGaussian | ADMM-BCD | 29.0780.99021.5950.9147.27953.90 |
| ProposedSE-BCD | 29.0760.99021.6240.91... | | Algorithms | Normal | Probe | DoS | U2R | R2L |
| --- | --- | --- | --- | --- | --- |
| DecisionTree | 95.63 | 95.47 | 99.02 | 6.25 | 8.27 |
| Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 |
| RF | 96.28 | 95.85 | 100 | 12.19 | 14.51 |
| SVM | 97.72 | 97.55 | 99.78 | 12.49 | 12.72 |
| GBDT | 98.54 | 98.79 | 100 | ... | 0 |
| Regularization | Methods | RSNRUIQISAMERGASDDTime |
| --- | --- | --- |
| supervised<br>naiveGaussian | ADMM | 29.2950.99061.5560.8927.12188.58 |
| ProposedSE | 29.3660.99081.5520.8807.0940.57 | |
| unsupervised<br>naiveGaussian | ADMM-BCD | 29.0780.99021.5950.9147.27953.90 |
| ProposedSE-BCD | 29.0760.99021.6240.91... | | sparse<br>representation | ADMM-BCD | 29.5750.99121.4740.8606.83396.09 |
| --- | --- | --- |
| ProposedSE-BCD | 29.6000.99131.4720.8566.82023.72 | |
| TV | ADMM | 29.4700.99111.5030.8616.923138.98 |
| ProposedSE-ADMM | 29.6260.99141.4780.8466.79593.94 | | | 1 |
| Regularization | Methods | RSNRUIQISAMERGASDDTime |
| --- | --- | --- |
| supervised<br>naiveGaussian | ADMM | 29.2950.99061.5560.8927.12188.58 |
| ProposedSE | 29.3660.99081.5520.8807.0940.57 | |
| unsupervised<br>naiveGaussian | ADMM-BCD | 29.0780.99021.5950.9147.27953.90 |
| ProposedSE-BCD | 29.0760.99021.6240.91... | | Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 |
| --- | --- | --- | --- | --- | --- |
| RF | 96.28 | 95.85 | 100 | 12.19 | 14.51 |
| SVM | 97.72 | 97.55 | 99.78 | 12.49 | 12.72 |
| GBDT | 98.54 | 98.79 | 100 | 27.65 | 21.45 |
| Proposedalgorithm | 99.02 | 99.63 | 100 | 57.46 | 23.84 | | 0 |
| copies | RBs | SNR(dB) | SSIM |
| --- | --- | --- | --- |
| 10 | 1 | 22.04 | 0.835 | | | 5 | 2 | 20.16 | 0.794 |
| --- | --- | --- | --- |
| 2 | 5 | 19.24 | 0.7496 |
| 1 | 10 | 18.48 | 0.71 | | 1 |
| copies | RBs | SNR(dB) | SSIM |
| --- | --- | --- | --- |
| 10 | 1 | 22.04 | 0.835 | | | copies | RBs | inferencetime(sec) | SNR(dB),independent | SSIM,independent |
| --- | --- | --- | --- | --- |
| 10 | 1 | 0.04 | 27.03 | 0.923 |
| 5 | 2 | 0.10 | 27.01 | 0.9258 |
| 2 | 5 | 0.12 | 28.14 | 0.944 |
| 1 | 10 | 0.0522 | 24.33 | 0.8810 |
| CS-TV | n/a | 1.30 | 22.20 | 0.82 |
| CS-WV | n/a | 1.16 | 22.51 | 0.... | 0 |
| copies | RBs | SNR(dB) | SSIM |
| --- | --- | --- | --- |
| 10 | 1 | 22.04 | 0.835 | | | 5 | 2 | 20.16 | 0.794 |
| --- | --- | --- | --- |
| 2 | 5 | 19.24 | 0.7496 |
| 1 | 10 | 18.48 | 0.71 | | 1 |
| copies | RBs | SNR(dB) | SSIM |
| --- | --- | --- | --- |
| 10 | 1 | 22.04 | 0.835 | | | CS-TV | n/a | 1.30 | 22.20 | 0.82 |
| --- | --- | --- | --- | --- |
| CS-WV | n/a | 1.16 | 22.51 | 0.86 | | 0 |
| Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 0.208 | 0.362 | 0.856 | | | DT-MKL | 0.268 | 0.397 | 0.918 |
| --- | --- | --- | --- |
| DLRC | 0.196 | 0.384 | 0.862 |
| CDSC | 0.209 | 0.367 | 0.901 |
| DTC | 0.301 | 0.435 | 0.932 | | 1 |
| Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 0.208 | 0.362 | 0.856 | | | Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 1682 | 654 | 482 |
| DT-MKL | 1812 | 722 | 587 |
| DLRC | 947 | 365 | 148 |
| CDSC | 861 | 247 | 130 |
| DTC | 2043 | 510 | 254 | | 0 |
| Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 0.208 | 0.362 | 0.856 |
| DT-MKL | 0.268 | 0.397 | 0.918 | | | DLRC | 0.196 | 0.384 | 0.862 |
| --- | --- | --- | --- |
| CDSC | 0.209 | 0.367 | 0.901 |
| DTC | 0.301 | 0.435 | 0.932 | | 1 |
| Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 0.208 | 0.362 | 0.856 |
| DT-MKL | 0.268 | 0.397 | 0.918 | | | DLRC | 947 | 365 | 148 |
| --- | --- | --- | --- |
| CDSC | 861 | 247 | 130 |
| DTC | 2043 | 510 | 254 | | 0 |
| R | Optimalvalue | iter | CPU |
| --- | --- | --- | --- |
| 0.00001 | 0.000305 | 12 | 10.953 |
| 0.00002 | 0.000305 | 13 | 10.656 |
| 0.00003 | 0.000305 | 12 | 10.516 |
| 0.00004 | 0.000305 | 12 | 11.703 |
| 0.00005 | 0.000305 | 13 | 11.610 |
| 0.00006 | 0.000305 | 13 | 11.547 | | | 0.00007 | 0.000305 | 13 | 11.672 |
| --- | --- | --- | --- |
| 0.00008 | 0.000305 | 13 | 11.813 |
| 0.00009 | 0.000305 | 13 | 11.813 |
| 0.0001 | 0.000305 | 13 | 11.890 |
| 0.0002 | 0.000305 | 14 | 13.110 |
| 0.0003 | 0.000306 | 14 | 13.110 |
| 0.0004 | 0.000308 | 16 | 15.407 |
| 0.0005 | 0.000310 | 24 | 22.844 |
| 0... | 1 |
| R | Optimalvalue | iter | CPU |
| --- | --- | --- | --- |
| 0.00001 | 0.000305 | 12 | 10.953 |
| 0.00002 | 0.000305 | 13 | 10.656 |
| 0.00003 | 0.000305 | 12 | 10.516 |
| 0.00004 | 0.000305 | 12 | 11.703 |
| 0.00005 | 0.000305 | 13 | 11.610 |
| 0.00006 | 0.000305 | 13 | 11.547 | | | R | Optimalvalue | iter | CPU |
| --- | --- | --- | --- |
| 0.0001 | 0.000186 | 2 | 0.235 |
| 0.0002 | 0.000189 | 2 | 0.234 |
| 0.0003 | 0.000193 | 2 | 0.218 |
| 0.0004 | 0.000182 | 3 | 0.266 |
| 0.0005 | 0.000174 | 3 | 0.266 |
| 0.0006 | 0.000173 | 4 | 0.312 |
| 0.0007 | 0.000170 | 4 | 0.313 |
| 0.0008 | 0.000167 | ... | 0 |
| R | Optimalvalue | iter | CPU |
| --- | --- | --- | --- |
| 0.00001 | 0.000305 | 12 | 10.953 |
| 0.00002 | 0.000305 | 13 | 10.656 |
| 0.00003 | 0.000305 | 12 | 10.516 |
| 0.00004 | 0.000305 | 12 | 11.703 |
| 0.00005 | 0.000305 | 13 | 11.610 |
| 0.00006 | 0.000305 | 13 | 11.547 | | | 0.00007 | 0.000305 | 13 | 11.672 |
| --- | --- | --- | --- |
| 0.00008 | 0.000305 | 13 | 11.813 |
| 0.00009 | 0.000305 | 13 | 11.813 |
| 0.0001 | 0.000305 | 13 | 11.890 |
| 0.0002 | 0.000305 | 14 | 13.110 |
| 0.0003 | 0.000306 | 14 | 13.110 |
| 0.0004 | 0.000308 | 16 | 15.407 |
| 0.0005 | 0.000310 | 24 | 22.844 |
| 0... | 1 |
| R | Optimalvalue | iter | CPU |
| --- | --- | --- | --- |
| 0.00001 | 0.000305 | 12 | 10.953 |
| 0.00002 | 0.000305 | 13 | 10.656 |
| 0.00003 | 0.000305 | 12 | 10.516 |
| 0.00004 | 0.000305 | 12 | 11.703 |
| 0.00005 | 0.000305 | 13 | 11.610 |
| 0.00006 | 0.000305 | 13 | 11.547 | | | 0.0002 | 0.000189 | 2 | 0.234 |
| --- | --- | --- | --- |
| 0.0003 | 0.000193 | 2 | 0.218 |
| 0.0004 | 0.000182 | 3 | 0.266 |
| 0.0005 | 0.000174 | 3 | 0.266 |
| 0.0006 | 0.000173 | 4 | 0.312 |
| 0.0007 | 0.000170 | 4 | 0.313 |
| 0.0008 | 0.000167 | 3 | 0.266 |
| 0.0009 | 0.000167 | 4 | 0.313 |
| 0.001 | 0.000167 | 4... | 0 |
| Vertex | Room |
| --- | --- |
| E | Entrance |
| X | Exit |
| H | Hall |
| W1 | WaterLilies(firstpart) |
| W2 | WaterLilies(secondpart) |
| 1 | L’Aged’Or |
| 2 | PaulGuillaumeRoom |
| 3 | Impressionism |
| 4 | Modernprimitives |
| 5 | Laurencinroom | | | 6 | Modernclassicism |
| --- | --- |
| 7 | Derainroom |
| 8 | Soutine/Utrilloroom | | 1 |
| Vertex | Room |
| --- | --- |
| E | Entrance |
| X | Exit |
| H | Hall |
| W1 | WaterLilies(firstpart) |
| W2 | WaterLilies(secondpart) |
| 1 | L’Aged’Or |
| 2 | PaulGuillaumeRoom |
| 3 | Impressionism |
| 4 | Modernprimitives |
| 5 | Laurencinroom | | | R&GNo | R&Gpair | R&GSimilarity | Lee2014 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.005 | 0.01 |
| 2 | noonstring | 0.01 | 0.005 |
| 3 | roostervoyage | 0.01 | 0.0125 |
| 4 | fruitfurnace | 0.0125 | 0.0475 |
| 5 | autographshore | 0.015 | 0.005 |
| 6 | automobilewizard | 0.0275 | 0.02 |
| 7 | moundstove | 0.035... | 0 |
| Vertex | Room |
| --- | --- |
| E | Entrance |
| X | Exit | | | H | Hall |
| --- | --- |
| W1 | WaterLilies(firstpart) |
| W2 | WaterLilies(secondpart) |
| 1 | L’Aged’Or |
| 2 | PaulGuillaumeRoom |
| 3 | Impressionism |
| 4 | Modernprimitives |
| 5 | Laurencinroom |
| 6 | Modernclassicism |
| 7 | Derainroom |
| 8 | Soutine/Utrilloroom | | 1 |
| Vertex | Room |
| --- | --- |
| E | Entrance |
| X | Exit | | | 13 | glassmagician | 0.11 | 0.1075 |
| --- | --- | --- | --- |
| 14 | cushionjewel | 0.1125 | 0.0525 |
| 15 | monkslave | 0.1425 | 0.045 |
| 16 | asylumcemetery | 0.1975 | 0.0375 |
| 17 | coastforest | 0.2125 | 0.0475 |
| 18 | grinlad | 0.22 | 0.0125 |
| 19 | shorewoodland | 0.225 | 0.0825 |
| 20 | monkoracle | 0.227... | 0 |
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