premise string | hypothesis string | label int64 |
|---|---|---|
| Parameter | Meaning |
| --- | --- |
| α | balancetheeffectsofprecisionandrecall | | | wf | differentiatetheeffectsoffunctionwordandcontentword |
| --- | --- |
| wexact | matchweightformatchmoduletypeexact |
| wstem | matchweightformatchmoduletypestem |
| wsynonym | matchweightformatchmoduletypesynonym |
| wparaphrase | matchweightformatchmoduletypeparaphrase | | 1 |
| Parameter | Meaning |
| --- | --- |
| α | balancetheeffectsofprecisionandrecall | | | DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 15-18 | 8,936 | 211,727 |
| Develop | N/A | N/A | N/A |
| Test | 20 | 2,012 | 47,377 |
| #oftagtypes(IOBESscheme) | 42 | | | | 0 |
| Parameter | Meaning |
| --- | --- |
| α | balancetheeffectsofprecisionandrecall |
| wf | differentiatetheeffectsoffunctionwordandcontentword | | | wexact | matchweightformatchmoduletypeexact |
| --- | --- |
| wstem | matchweightformatchmoduletypestem |
| wsynonym | matchweightformatchmoduletypesynonym |
| wparaphrase | matchweightformatchmoduletypeparaphrase | | 1 |
| Parameter | Meaning |
| --- | --- |
| α | balancetheeffectsofprecisionandrecall |
| wf | differentiatetheeffectsoffunctionwordandcontentword | | | Develop | N/A | N/A | N/A |
| --- | --- | --- | --- |
| Test | 20 | 2,012 | 47,377 |
| #oftagtypes(IOBESscheme) | 42 | | | | 0 |
| 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 | 0.86 | | 1 |
| 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 | | | iterations | RBs | traintime(hours) | inferencetime(sec) | SNR(dB) | SSIM |
| --- | --- | --- | --- | --- | --- |
| 10 | 1 | 2 | 0.04 | 26.07 | 0.9117 |
| 5 | 2 | 4 | 0.10 | 26.94 | 0.9221 |
| 2 | 5 | 8 | 0.12 | 26.55 | 0.9194 |
| deepResNet | 10 | 12 | 0.0522 | 24.33 | 0.8810 |
| CS-TV | n/a | n/a | 1.30 | 22.20 | 0.82 |
| CS-WV | n/a | n/a | 1.16 | 22.51 | 0.86 | | 0 |
| 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 | 0.86 | | 1 |
| copies | RBs | inferencetime(sec) | SNR(dB),independent | SSIM,independent |
| --- | --- | --- | --- | --- |
| 10 | 1 | 0.04 | 27.03 | 0.923 | | | 2 | 5 | 8 | 0.12 | 26.55 | 0.9194 |
| --- | --- | --- | --- | --- | --- |
| deepResNet | 10 | 12 | 0.0522 | 24.33 | 0.8810 |
| CS-TV | n/a | n/a | 1.30 | 22.20 | 0.82 |
| CS-WV | n/a | n/a | 1.16 | 22.51 | 0.86 | | 0 |
| | DeepVentricle | FastVentricle |
| --- | --- | --- |
| AverageRAVE | 0.100 | 0.098 | | | MedianRAVE | 0.057 | 0.065 |
| --- | --- | --- |
| InferenceGPUtimepersample(msec) | 31 | 7 |
| InitializationGPUtime(sec) | 1.3 | 13.3 |
| Numberofparameters | 19,249,059 | 755,529 |
| GPUmemoryrequiredforinference(MB) | 1,800 | 270 |
| Sizeoftheweightfile(MB) | 220 | 10 | | 1 |
| | DeepVentricle | FastVentricle |
| --- | --- | --- |
| AverageRAVE | 0.100 | 0.098 | | | Dataset | F1score | accuracy | precision | recall | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| before | after | before | after | before | after | before | after | |
| Healthy | 0.669 | 0.712 | 0.836 | 0.843 | 0.606 | 0.675 | 0.746 | 0.753 |
| Diabeticretinopathy | 0.495 | 0.532 | 0.819 | 0.822 | 0.524 | 0.588 | 0.468 | 0.486 |
| Glaucomatous | 0.495 | 0.584 | 0.838 | 0.841 | 0.477 | 0.562 | 0.608 | 0.618 |
| Wholedataset | 0.612 | 0.672 | 0.847 | 0.855 | 0.603 | 0.675 | 0.623 | 0.670 | | 0 |
| | DeepVentricle | FastVentricle |
| --- | --- | --- |
| AverageRAVE | 0.100 | 0.098 |
| MedianRAVE | 0.057 | 0.065 |
| InferenceGPUtimepersample(msec) | 31 | 7 |
| InitializationGPUtime(sec) | 1.3 | 13.3 | | | Numberofparameters | 19,249,059 | 755,529 |
| --- | --- | --- |
| GPUmemoryrequiredforinference(MB) | 1,800 | 270 |
| Sizeoftheweightfile(MB) | 220 | 10 | | 1 |
| | DeepVentricle | FastVentricle |
| --- | --- | --- |
| AverageRAVE | 0.100 | 0.098 |
| MedianRAVE | 0.057 | 0.065 |
| InferenceGPUtimepersample(msec) | 31 | 7 |
| InitializationGPUtime(sec) | 1.3 | 13.3 | | | Healthy | 0.669 | 0.712 | 0.836 | 0.843 | 0.606 | 0.675 | 0.746 | 0.753 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Diabeticretinopathy | 0.495 | 0.532 | 0.819 | 0.822 | 0.524 | 0.588 | 0.468 | 0.486 |
| Glaucomatous | 0.495 | 0.584 | 0.838 | 0.841 | 0.477 | 0.562 | 0.608 | 0.618 |
| Wholedataset | 0.612 | 0.672 | 0.847 | 0.855 | 0.603 | 0.675 | 0.623 | 0.670 | | 0 |
| 2009 | | |
| --- | --- | --- |
| | Mean | Std.Dev. |
| Identix | 8.27 | 4.65 |
| Crossmaatch | 15.59 | 5.60 |
| Biometrika | 32.59 | 9.64 |
| 2011 | | |
| | Mean | Std.Dev. |
| Biometrika | 31.30 | 10.25 |
| ItalData | 29.50 | 9.42 |
| Sagem | 16.70 | 5.33 |
| DigitalPersona | 23.47 | 13.70 |
| 2013 | | |
| | Mean | Std.Dev. | | | Biometrika | 7.32 | 8.80 |
| --- | --- | --- |
| Italdata | 12.25 | 18.08 |
| Swipe | 16.67 | 15.30 |
| 2015 | | |
| | Mean | Std.Dev. |
| GreenBit | 11.47 | 7.10 |
| Biometrika | 15.81 | 7.12 |
| DigitalPersona | 14.89 | 13.72 |
| Crossmatch | 14.65 | 10.28 | | 1 |
| 2009 | | |
| --- | --- | --- |
| | Mean | Std.Dev. |
| Identix | 8.27 | 4.65 |
| Crossmaatch | 15.59 | 5.60 |
| Biometrika | 32.59 | 9.64 |
| 2011 | | |
| | Mean | Std.Dev. |
| Biometrika | 31.30 | 10.25 |
| ItalData | 29.50 | 9.42 |
| Sagem | 16.70 | 5.33 |
| DigitalPersona | 23.47 | 13.70 |
| 2013 | | |
| | Mean | Std.Dev. | | | | Kosarak | Retail | Q148 | Nasa |
| --- | --- | --- | --- | --- |
| Count | 8019015 | 908576 | 234954 | 284170 |
| Distinctitems | 41270 | 16470 | 11824 | 2116 |
| Min | 1 | 0 | 0 | 0 |
| Max | 41270 | 16469 | 149464496 | 28474 |
| Mean | 2387.2 | 3264.7 | 3392.9 | 353.9 |
| Median | 640 | 1564 | 63 | 120 |
| Std.deviation | 4308.5 | 4093.2 | 309782.5 | 778.1 |
| Skewness | 3.5 | 1.5 | 478.1 | 6.5 | | 0 |
| 2009 | | |
| --- | --- | --- |
| | Mean | Std.Dev. |
| Identix | 8.27 | 4.65 |
| Crossmaatch | 15.59 | 5.60 |
| Biometrika | 32.59 | 9.64 |
| 2011 | | |
| | Mean | Std.Dev. |
| Biometrika | 31.30 | 10.25 | | | ItalData | 29.50 | 9.42 |
| --- | --- | --- |
| Sagem | 16.70 | 5.33 |
| DigitalPersona | 23.47 | 13.70 |
| 2013 | | |
| | Mean | Std.Dev. |
| Biometrika | 7.32 | 8.80 |
| Italdata | 12.25 | 18.08 |
| Swipe | 16.67 | 15.30 |
| 2015 | | |
| | Mean | Std.Dev. |
| GreenBit | 11.47 | 7.10 |
| Biometrika | 15.81 | 7.12 |
| DigitalPersona | 14.89 | 13.72 |
| Crossmatch | 14.65 | 10.28 | | 1 |
| 2009 | | |
| --- | --- | --- |
| | Mean | Std.Dev. |
| Identix | 8.27 | 4.65 |
| Crossmaatch | 15.59 | 5.60 |
| Biometrika | 32.59 | 9.64 |
| 2011 | | |
| | Mean | Std.Dev. |
| Biometrika | 31.30 | 10.25 | | | Max | 41270 | 16469 | 149464496 | 28474 |
| --- | --- | --- | --- | --- |
| Mean | 2387.2 | 3264.7 | 3392.9 | 353.9 |
| Median | 640 | 1564 | 63 | 120 |
| Std.deviation | 4308.5 | 4093.2 | 309782.5 | 778.1 |
| Skewness | 3.5 | 1.5 | 478.1 | 6.5 | | 0 |
| Number | Operation | Oldvalue | EIP150value |
| --- | --- | --- | --- |
| | EXTCODESIZE | 20 | 700 |
| | EXTCODECOPY | 20 | 700 |
| | BALANCE | 20 | 400 | | | | SLOAD | 50 | 200 |
| --- | --- | --- | --- |
| | CALL | 40 | 700 |
| | SUICIDE(doesnotcreateaccount) | 0 | 5,000 |
| | SUICIDE(createsanaccount) | 0 | 25,000 | | 1 |
| Number | Operation | Oldvalue | EIP150value |
| --- | --- | --- | --- |
| | EXTCODESIZE | 20 | 700 |
| | EXTCODECOPY | 20 | 700 |
| | BALANCE | 20 | 400 | | | Parameter | Valuerange | Bits |
| --- | --- | --- |
| Null-moveuse | 0–1 | 1 |
| Null-movereduction | 0–7 | 3 |
| Null-moveuseadaptivity | 0–1 | 1 |
| Null-moveadaptivitydepth | 0–7 | 3 |
| Futilitydepth | 0–3 | 2 |
| Futilitythresholddepth-1 | 0–1023 | 10 |
| Futilitythresholddepth-2 | 0–1023 | 10 |
| Futilitythresholddepth-3 | 0–1023 | 10 |
| Multi-cutuse | 0–1 | 1 |
| Multi-cutreduction | 0–7 | 3 |
| Multi-cutdepth | 0–7 | 3 |
| Multi-cutmovenum | 0–31 | 5 |
| Multi-cutcutnum | 0–7 | 3 |
| Checkextension | 0–4 | 3 |
| One-replyextension | 0–4 | 3 |
| Recaptureextension | 0–4 | 3 |
| Passedpawnextension | 0–4 | 3 |
| Matethreatextension | 0–4 | 3 |
| Totalchromosomelength | | 70 | | 0 |
| Number | Operation | Oldvalue | EIP150value |
| --- | --- | --- | --- |
| | EXTCODESIZE | 20 | 700 |
| | EXTCODECOPY | 20 | 700 |
| | BALANCE | 20 | 400 |
| | SLOAD | 50 | 200 | | | | CALL | 40 | 700 |
| --- | --- | --- | --- |
| | SUICIDE(doesnotcreateaccount) | 0 | 5,000 |
| | SUICIDE(createsanaccount) | 0 | 25,000 | | 1 |
| Number | Operation | Oldvalue | EIP150value |
| --- | --- | --- | --- |
| | EXTCODESIZE | 20 | 700 |
| | EXTCODECOPY | 20 | 700 |
| | BALANCE | 20 | 400 |
| | SLOAD | 50 | 200 | | | Matethreatextension | 0–4 | 3 |
| --- | --- | --- |
| Totalchromosomelength | | 70 | | 0 |
| SN | Dataset-Name | WP | Glove-300D | PCA-150D | P+PCA-150D | PCA-150D+P |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | MTurk-771 | 771 | 65.01 | 52.47 | 65.59 | 63.86 |
| 2 | WS-353-SIM | 203 | 66.38 | 52.69 | 70.03 | 70.87 |
| 3 | MTurk-287 | 287 | 63.32 | 56.56 | 63.38 | 64.62 |
| 4 | VERB-143 | 144 | 30.51 | 28.52 | 39.04 | 40.14 |
| 5 | WS-353-ALL | 353 | 60.54 | 46.52 | 66.23 | 66.85 |
| 6 | RW-Stanford | 2034 | 41.18 | 27.46 | 43.17 | 40.79 |
| 7 | MEN-TR-3K | 3000 | 73.75 | 63.35 | 75.34 | 75.37 | | | 8 | RG-65 | 65 | 76.62 | 71.71 | 73.62 | 74.27 |
| --- | --- | --- | --- | --- | --- | --- |
| 9 | MC-30 | 30 | 70.26 | 70.03 | 69.21 | 72.35 |
| 10 | SIMLEX-999 | 999 | 37.05 | 27.21 | 36.71 | 33.81 |
| 11 | WS-353-REL | 252 | 57.26 | 41.82 | 62.02 | 60.50 |
| 12 | YP-130 | 130 | 56.13 | 36.72 | 55.42 | 50.20 | | 1 |
| SN | Dataset-Name | WP | Glove-300D | PCA-150D | P+PCA-150D | PCA-150D+P |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | MTurk-771 | 771 | 65.01 | 52.47 | 65.59 | 63.86 |
| 2 | WS-353-SIM | 203 | 66.38 | 52.69 | 70.03 | 70.87 |
| 3 | MTurk-287 | 287 | 63.32 | 56.56 | 63.38 | 64.62 |
| 4 | VERB-143 | 144 | 30.51 | 28.52 | 39.04 | 40.14 |
| 5 | WS-353-ALL | 353 | 60.54 | 46.52 | 66.23 | 66.85 |
| 6 | RW-Stanford | 2034 | 41.18 | 27.46 | 43.17 | 40.79 |
| 7 | MEN-TR-3K | 3000 | 73.75 | 63.35 | 75.34 | 75.37 | | | Dataset | W2V | GLOVE | p−val. |
| --- | --- | --- | --- |
| WS353 | 0.7362 | 0.629 | 2e |
| WS353-SIM | 0.7805 | 0.6979 | 0.0 |
| WS353-REL | 0.6814 | 0.5706 | 0.2123 |
| MC-30 | 0.8221 | 0.7773 | 0.0001 |
| RG-65 | 0.8348 | 0.8117 | 0.3053 |
| RW | 0.4819 | 0.4144 | 0.2426 |
| MEN | 0.796 | 0.7362 | 0.0021 |
| MTurk-287 | 0.671 | 0.6475 | 0.2076 |
| MTurk-771 | 0.7116 | 0.6842 | 0.0425 |
| YP-130 | 0.504 | 0.5315 | 0.0 |
| SimLex999 | 0.4621 | 0.3725 | 0.0015 |
| Verb−143 | 0.4479 | 0.3275 | 0.0431 | | 0 |
| SN | Dataset-Name | WP | Glove-300D | PCA-150D | P+PCA-150D | PCA-150D+P |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | MTurk-771 | 771 | 65.01 | 52.47 | 65.59 | 63.86 |
| 2 | WS-353-SIM | 203 | 66.38 | 52.69 | 70.03 | 70.87 | | | 3 | MTurk-287 | 287 | 63.32 | 56.56 | 63.38 | 64.62 |
| --- | --- | --- | --- | --- | --- | --- |
| 4 | VERB-143 | 144 | 30.51 | 28.52 | 39.04 | 40.14 |
| 5 | WS-353-ALL | 353 | 60.54 | 46.52 | 66.23 | 66.85 |
| 6 | RW-Stanford | 2034 | 41.18 | 27.46 | 43.17 | 40.79 |
| 7 | MEN-TR-3K | 3000 | 73.75 | 63.35 | 75.34 | 75.37 |
| 8 | RG-65 | 65 | 76.62 | 71.71 | 73.62 | 74.27 |
| 9 | MC-30 | 30 | 70.26 | 70.03 | 69.21 | 72.35 |
| 10 | SIMLEX-999 | 999 | 37.05 | 27.21 | 36.71 | 33.81 |
| 11 | WS-353-REL | 252 | 57.26 | 41.82 | 62.02 | 60.50 |
| 12 | YP-130 | 130 | 56.13 | 36.72 | 55.42 | 50.20 | | 1 |
| SN | Dataset-Name | WP | Glove-300D | PCA-150D | P+PCA-150D | PCA-150D+P |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | MTurk-771 | 771 | 65.01 | 52.47 | 65.59 | 63.86 |
| 2 | WS-353-SIM | 203 | 66.38 | 52.69 | 70.03 | 70.87 | | | WS353-SIM | 0.7805 | 0.6979 | 0.0 |
| --- | --- | --- | --- |
| WS353-REL | 0.6814 | 0.5706 | 0.2123 |
| MC-30 | 0.8221 | 0.7773 | 0.0001 |
| RG-65 | 0.8348 | 0.8117 | 0.3053 |
| RW | 0.4819 | 0.4144 | 0.2426 |
| MEN | 0.796 | 0.7362 | 0.0021 |
| MTurk-287 | 0.671 | 0.6475 | 0.2076 |
| MTurk-771 | 0.7116 | 0.6842 | 0.0425 |
| YP-130 | 0.504 | 0.5315 | 0.0 |
| SimLex999 | 0.4621 | 0.3725 | 0.0015 |
| Verb−143 | 0.4479 | 0.3275 | 0.0431 | | 0 |
| Resolution | lrel.error(SL)2 | lrel.error(FFSL)2 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| N | M | µ | I1 | I3 | R0 | R2 |
| 200 | 50 | 0.8 | 1.50·10 | 3.33·10 | 1.5·10 | 3.79·10 | | | 200 | 100 | 0.4 | 1.45·10 | 2.91·10 | 1.45·10 | 2.02·10 |
| --- | --- | --- | --- | --- | --- | --- |
| 200 | 200 | 0.2 | 6.53·10 | 5.89·10 | 6.53·10 | 2.28·10 |
| 400 | 100 | 1.6 | 6.53·10 | 1.92·10 | 6.53·10 | 1.78·10 |
| 400 | 200 | 0.8 | 1.48·10 | 8.29·10 | 1.48·10 | 9.45·10 |
| 400 | 400 | 0.4 | 1.43·10 | 7.43·10 | 1.43·10 | 5.03·10 | | 1 |
| Resolution | lrel.error(SL)2 | lrel.error(FFSL)2 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| N | M | µ | I1 | I3 | R0 | R2 |
| 200 | 50 | 0.8 | 1.50·10 | 3.33·10 | 1.5·10 | 3.79·10 | | | Resolution | lrel.error(SL)2 | lrel.error(FFSL)2 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| N | M | C | µ | I1 | I3 | R0 | R2 |
| 200 | 50 | 1.2 | 0.8 | 1.21·10 | 3.77·10 | 2.67·10 | 6.46·10 |
| 200 | 100 | 0.6 | 0.4 | 3.38·10 | 2.91·10 | 4.83·10 | 1.89·10 |
| 200 | 200 | 0.3 | 0.2 | 4.15·10 | 1.57·10 | 1.11·10 | 2.67·10 |
| 400 | 100 | 1.2 | 1.6 | 5.02·10 | 1.84·10 | 1.25·10 | 2.14·10 |
| 400 | 200 | 0.6 | 0.8 | 1.30·10 | 1.16·10 | 3.21·10 | 4.79·10 |
| 400 | 400 | 0.3 | 0.4 | 2.95·10 | 4.27·10 | 4.41·10 | 6.67·10 | | 0 |
| Resolution | lrel.error(SL)2 | lrel.error(FFSL)2 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| N | M | µ | I1 | I3 | R0 | R2 |
| 200 | 50 | 0.8 | 1.50·10 | 3.33·10 | 1.5·10 | 3.79·10 |
| 200 | 100 | 0.4 | 1.45·10 | 2.91·10 | 1.45·10 | 2.02·10 | | | 200 | 200 | 0.2 | 6.53·10 | 5.89·10 | 6.53·10 | 2.28·10 |
| --- | --- | --- | --- | --- | --- | --- |
| 400 | 100 | 1.6 | 6.53·10 | 1.92·10 | 6.53·10 | 1.78·10 |
| 400 | 200 | 0.8 | 1.48·10 | 8.29·10 | 1.48·10 | 9.45·10 |
| 400 | 400 | 0.4 | 1.43·10 | 7.43·10 | 1.43·10 | 5.03·10 | | 1 |
| Resolution | lrel.error(SL)2 | lrel.error(FFSL)2 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| N | M | µ | I1 | I3 | R0 | R2 |
| 200 | 50 | 0.8 | 1.50·10 | 3.33·10 | 1.5·10 | 3.79·10 |
| 200 | 100 | 0.4 | 1.45·10 | 2.91·10 | 1.45·10 | 2.02·10 | | | 400 | 100 | 1.2 | 1.6 | 5.02·10 | 1.84·10 | 1.25·10 | 2.14·10 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 400 | 200 | 0.6 | 0.8 | 1.30·10 | 1.16·10 | 3.21·10 | 4.79·10 |
| 400 | 400 | 0.3 | 0.4 | 2.95·10 | 4.27·10 | 4.41·10 | 6.67·10 | | 0 |
| NetworkTypeRef. | \|V\|\|E\|\|C(G)\|deg |
| --- | --- |
| facebook<br>eva<br>social<br>slashdot<br>loans<br>twitter | 3621431032.4<br>403988234143.7<br>44754664152.1<br>77360905468113.1<br>8917133949792935074.69<br>4650178347977553.59 |
| email-enroncommuni-<br>email-eucation<br>wikitalk-china | 113354512159.6<br>3369618081124810.7<br>2248326807201≈3<br>12173653391055172.9 |
| sc-ppi<br>biological<br>yeast-ppi<br>homo-pi | 4534596178.9<br>14581948482.7<br>2224660957≈6<br>1663511536413513.87 |
| as-graph-2<br>as-graph-3<br>internet<br>routeview<br>as-caida<br>itdk | 30155156323.4<br>488592765313.8<br>535710328103.9<br>105152145524.1<br>264755338124.03<br>1909146076101556.4 |
| gnutella-24<br>peer-to-peer<br>gnutella-30<br>gnutella-31 | 8717315253387.2<br>264986535914.9<br>36646883036024.8<br>62561295756554.7 | | | web-notredamweb<br>web-berkstan | 2552652234572115.2<br>3257291497134126.8<br>6547827600595120.1 |
| --- | --- |
| product<br>amazon-2co-purchasing | 334863925872215.5<br>400727320044019411.7 |
| openflight<br>infrastructure<br>power-grid<br>road-pa | 1039130512.5<br>3397192312111.3<br>4941659412.7<br>1087562308302822.83 | | 1 |
| NetworkTypeRef. | \|V\|\|E\|\|C(G)\|deg |
| --- | --- |
| facebook<br>eva<br>social<br>slashdot<br>loans<br>twitter | 3621431032.4<br>403988234143.7<br>44754664152.1<br>77360905468113.1<br>8917133949792935074.69<br>4650178347977553.59 |
| email-enroncommuni-<br>email-eucation<br>wikitalk-china | 113354512159.6<br>3369618081124810.7<br>2248326807201≈3<br>12173653391055172.9 |
| sc-ppi<br>biological<br>yeast-ppi<br>homo-pi | 4534596178.9<br>14581948482.7<br>2224660957≈6<br>1663511536413513.87 |
| as-graph-2<br>as-graph-3<br>internet<br>routeview<br>as-caida<br>itdk | 30155156323.4<br>488592765313.8<br>535710328103.9<br>105152145524.1<br>264755338124.03<br>1909146076101556.4 |
| gnutella-24<br>peer-to-peer<br>gnutella-30<br>gnutella-31 | 8717315253387.2<br>264986535914.9<br>36646883036024.8<br>62561295756554.7 | | | Network | diam(G)diam(T)3 | kkmaxavg |
| --- | --- | --- |
| Facebook<br>EVA<br>Slashdot<br>loans<br>twitter | 2224<br>88<br>1819<br>1212<br>810<br>810 | 62.083<br>20.686<br>20.571<br>20.701<br>32.081<br>41.856 |
| Email-enron<br>email-Eu<br>wikitalk-china | 810<br>1314<br>1414<br>88 | 41.906<br>21.735<br>20.002<br>20.777 |
| SC-PPI<br>Yeast-PPI<br>Homo-PI | 78<br>1922<br>1112<br>1010 | 21.185<br>63.163<br>31.872<br>20.747 |
| AS-Graph-2<br>AS-Graph-3<br>Routeview<br>AS-caida<br>itdk | 910<br>1112<br>910<br>1010<br>1717<br>2628 | 20.886<br>31.272<br>20.312<br>20.329<br>00<br>31.385 |
| Gnutella-24<br>Gnutella-30<br>Gnutella-31 | 1012<br>1112<br>1114<br>1114 | 42.507<br>30.863<br>53.295<br>52.669 |
| web-Notredam<br>web-BerkStan | 164164<br>4646<br>208208 | 280.006<br>20.017<br>220.002 |
| Amazon-2 | 4747<br>2022 | 71.205<br>41.274 |
| openFlight<br>POWER-Grid<br>road-pa | 6262<br>1314<br>4646<br>794803 | 80.135<br>20.704<br>41.409<br>4610.64 | | 0 |
| NetworkTypeRef. | \|V\|\|E\|\|C(G)\|deg |
| --- | --- |
| facebook<br>eva<br>social<br>slashdot<br>loans<br>twitter | 3621431032.4<br>403988234143.7<br>44754664152.1<br>77360905468113.1<br>8917133949792935074.69<br>4650178347977553.59 |
| email-enroncommuni-<br>email-eucation<br>wikitalk-china | 113354512159.6<br>3369618081124810.7<br>2248326807201≈3<br>12173653391055172.9 |
| sc-ppi<br>biological<br>yeast-ppi<br>homo-pi | 4534596178.9<br>14581948482.7<br>2224660957≈6<br>1663511536413513.87 |
| as-graph-2<br>as-graph-3<br>internet<br>routeview<br>as-caida<br>itdk | 30155156323.4<br>488592765313.8<br>535710328103.9<br>105152145524.1<br>264755338124.03<br>1909146076101556.4 | | | gnutella-24<br>peer-to-peer<br>gnutella-30<br>gnutella-31 | 8717315253387.2<br>264986535914.9<br>36646883036024.8<br>62561295756554.7 |
| --- | --- |
| web-notredamweb<br>web-berkstan | 2552652234572115.2<br>3257291497134126.8<br>6547827600595120.1 |
| product<br>amazon-2co-purchasing | 334863925872215.5<br>400727320044019411.7 |
| openflight<br>infrastructure<br>power-grid<br>road-pa | 1039130512.5<br>3397192312111.3<br>4941659412.7<br>1087562308302822.83 | | 1 |
| NetworkTypeRef. | \|V\|\|E\|\|C(G)\|deg |
| --- | --- |
| facebook<br>eva<br>social<br>slashdot<br>loans<br>twitter | 3621431032.4<br>403988234143.7<br>44754664152.1<br>77360905468113.1<br>8917133949792935074.69<br>4650178347977553.59 |
| email-enroncommuni-<br>email-eucation<br>wikitalk-china | 113354512159.6<br>3369618081124810.7<br>2248326807201≈3<br>12173653391055172.9 |
| sc-ppi<br>biological<br>yeast-ppi<br>homo-pi | 4534596178.9<br>14581948482.7<br>2224660957≈6<br>1663511536413513.87 |
| as-graph-2<br>as-graph-3<br>internet<br>routeview<br>as-caida<br>itdk | 30155156323.4<br>488592765313.8<br>535710328103.9<br>105152145524.1<br>264755338124.03<br>1909146076101556.4 | | | SC-PPI<br>Yeast-PPI<br>Homo-PI | 78<br>1922<br>1112<br>1010 | 21.185<br>63.163<br>31.872<br>20.747 |
| --- | --- | --- |
| AS-Graph-2<br>AS-Graph-3<br>Routeview<br>AS-caida<br>itdk | 910<br>1112<br>910<br>1010<br>1717<br>2628 | 20.886<br>31.272<br>20.312<br>20.329<br>00<br>31.385 |
| Gnutella-24<br>Gnutella-30<br>Gnutella-31 | 1012<br>1112<br>1114<br>1114 | 42.507<br>30.863<br>53.295<br>52.669 |
| web-Notredam<br>web-BerkStan | 164164<br>4646<br>208208 | 280.006<br>20.017<br>220.002 |
| Amazon-2 | 4747<br>2022 | 71.205<br>41.274 |
| openFlight<br>POWER-Grid<br>road-pa | 6262<br>1314<br>4646<br>794803 | 80.135<br>20.704<br>41.409<br>4610.64 | | 0 |
| | seen | unseen | overall |
| --- | --- | --- | --- |
| Ding’s | / | / | 82.4 |
| baseline | 87.9 | 87.6 | 87.8 |
| baseline+insertedfc6 | 91.6 | 91.0 | 91.4 |
| baseline+insertedfc6+duallossonfc6 | 90.2 | 86.6 | 89.4 | | | baseline+insertedfc6+duallossonfc7 | 98.5 | 97.2 | 98.2 |
| --- | --- | --- | --- |
| baseline+insertedfc6+centerloss | 97.4 | 92.7 | 96.3 | | 1 |
| | seen | unseen | overall |
| --- | --- | --- | --- |
| Ding’s | / | / | 82.4 |
| baseline | 87.9 | 87.6 | 87.8 |
| baseline+insertedfc6 | 91.6 | 91.0 | 91.4 |
| baseline+insertedfc6+duallossonfc6 | 90.2 | 86.6 | 89.4 | | | Notation |
| --- |
| C-Baseline-x |
| C-ATCA-x |
| S-Baseline-x |
| S-Baseline-improved |
| S-ATCA | | 0 |
| | seen | unseen | overall |
| --- | --- | --- | --- |
| Ding’s | / | / | 82.4 |
| baseline | 87.9 | 87.6 | 87.8 |
| baseline+insertedfc6 | 91.6 | 91.0 | 91.4 | | | baseline+insertedfc6+duallossonfc6 | 90.2 | 86.6 | 89.4 |
| --- | --- | --- | --- |
| baseline+insertedfc6+duallossonfc7 | 98.5 | 97.2 | 98.2 |
| baseline+insertedfc6+centerloss | 97.4 | 92.7 | 96.3 | | 1 |
| | seen | unseen | overall |
| --- | --- | --- | --- |
| Ding’s | / | / | 82.4 |
| baseline | 87.9 | 87.6 | 87.8 |
| baseline+insertedfc6 | 91.6 | 91.0 | 91.4 | | | S-Baseline-x |
| --- |
| S-Baseline-improved |
| S-ATCA | | 0 |
| | avg/total | Positive | Neutral | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Featurecombination | Prec | Recall | F1 | Prec | Recall | F1 | Prec | Recall | F1 | Prec |
| +f1,f2 | 0.57 | 0.45 | 0.47 | 0.32 | 0.43 | 0.37 | 0.25 | 0.57 | 0.35 | 0.72 | | | +f1,f2,f4 | 0.57 | 0.45 | 0.47 | 0.33 | 0.44 | 0.38 | 0.25 | 0.56 | 0.34 | 0.72 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| +f1,f2,f4,f6,f7 | 0.59 | 0.46 | 0.49 | 0.30 | 0.43 | 0.35 | 0.26 | 0.54 | 0.35 | 0.76 |
| +f1,f2,f4,f5,f6,f7 | 0.60 | 0.51 | 0.53 | 0.33 | 0.45 | 0.38 | 0.28 | 0.50 | 0.36 | 0.75 |
| +f1,f2,f3,f4,f5,f6,f7,f9 | 0.63 | 0.57 | 0.59 | 0.31 | 0.56 | 0.40 | 0.36 | 0.30 | 0.32 | 0.79 |
| +f1,f2,f3,f4,f5,f6,f7,f8,f9 | 0.69 | 0.71 | 0.69 | 0.51 | 0.33 | 0.40 | 0.66 | 0.35 | 0.45 | 0.75 | | 1 |
| | avg/total | Positive | Neutral | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Featurecombination | Prec | Recall | F1 | Prec | Recall | F1 | Prec | Recall | F1 | Prec |
| +f1,f2 | 0.57 | 0.45 | 0.47 | 0.32 | 0.43 | 0.37 | 0.25 | 0.57 | 0.35 | 0.72 | | | | precision | recall | F1-score | support |
| --- | --- | --- | --- | --- |
| negative | 0.63 | 0.50 | 0.56 | 493 |
| neutral | 0.11 | 0.31 | 0.16 | 127 |
| positive | 0.41 | 0.05 | 0.09 | 143 |
| avg/total | 0.50 | 0.38 | 0.40 | 763 | | 0 |
| | avg/total | Positive | Neutral | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Featurecombination | Prec | Recall | F1 | Prec | Recall | F1 | Prec | Recall | F1 | Prec |
| +f1,f2 | 0.57 | 0.45 | 0.47 | 0.32 | 0.43 | 0.37 | 0.25 | 0.57 | 0.35 | 0.72 |
| +f1,f2,f4 | 0.57 | 0.45 | 0.47 | 0.33 | 0.44 | 0.38 | 0.25 | 0.56 | 0.34 | 0.72 | | | +f1,f2,f4,f6,f7 | 0.59 | 0.46 | 0.49 | 0.30 | 0.43 | 0.35 | 0.26 | 0.54 | 0.35 | 0.76 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| +f1,f2,f4,f5,f6,f7 | 0.60 | 0.51 | 0.53 | 0.33 | 0.45 | 0.38 | 0.28 | 0.50 | 0.36 | 0.75 |
| +f1,f2,f3,f4,f5,f6,f7,f9 | 0.63 | 0.57 | 0.59 | 0.31 | 0.56 | 0.40 | 0.36 | 0.30 | 0.32 | 0.79 |
| +f1,f2,f3,f4,f5,f6,f7,f8,f9 | 0.69 | 0.71 | 0.69 | 0.51 | 0.33 | 0.40 | 0.66 | 0.35 | 0.45 | 0.75 | | 1 |
| | avg/total | Positive | Neutral | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Featurecombination | Prec | Recall | F1 | Prec | Recall | F1 | Prec | Recall | F1 | Prec |
| +f1,f2 | 0.57 | 0.45 | 0.47 | 0.32 | 0.43 | 0.37 | 0.25 | 0.57 | 0.35 | 0.72 |
| +f1,f2,f4 | 0.57 | 0.45 | 0.47 | 0.33 | 0.44 | 0.38 | 0.25 | 0.56 | 0.34 | 0.72 | | | neutral | 0.11 | 0.31 | 0.16 | 127 |
| --- | --- | --- | --- | --- |
| positive | 0.41 | 0.05 | 0.09 | 143 |
| avg/total | 0.50 | 0.38 | 0.40 | 763 | | 0 |
| Dataset | t=0.5 | t=0.6 | t=0.7 | t=0.8 | t=0.9 |
| --- | --- | --- | --- | --- | --- |
| AllPairs+BayesLSH | | | | | |
| RCV1 | 97.97 | 98.18 | 98.47 | 99.08 | 99.36 |
| WikiWords100K | 98.52 | 98.84 | 99.2 | 98.58 | 96.69 |
| WikiWords500K | 97.54 | 97.82 | 98.21 | 98.16 | 96.66 |
| WikiLinks | 97.45 | 98.04 | 98.46 | 98.68 | 99.18 | | | Orkut | 97.1 | 97.8 | 98.86 | 99.84 | 99.99 |
| --- | --- | --- | --- | --- | --- |
| Twitter | 97.7 | 96 | 96.88 | 97.33 | 98.77 |
| AllPairs+BayesLSH-Lite | | | | | |
| RCV1 | 98.73 | 98.82 | 98.89 | 99.26 | 99.55 |
| WikiWords100K | 98.88 | 99.31 | 99.62 | 99.69 | 99.5 |
| WikiWords500K | 98.79 | 98.72 | 98.98 | 98.74 | 98.83 |
| WikiLinks | 98.53 | 98.91 | 99.16 | 99.18 | 99.45 |
| Orkut | 98.4 | 98.64 | 99.3 | 99.87 | 99.99 |
| Twitter | 99.44 | 98.82 | 97.17 | 97.18 | 99.06 | | 1 |
| Dataset | t=0.5 | t=0.6 | t=0.7 | t=0.8 | t=0.9 |
| --- | --- | --- | --- | --- | --- |
| AllPairs+BayesLSH | | | | | |
| RCV1 | 97.97 | 98.18 | 98.47 | 99.08 | 99.36 |
| WikiWords100K | 98.52 | 98.84 | 99.2 | 98.58 | 96.69 |
| WikiWords500K | 97.54 | 97.82 | 98.21 | 98.16 | 96.66 |
| WikiLinks | 97.45 | 98.04 | 98.46 | 98.68 | 99.18 | | | Dataset | ModularityG1 | ModularityG2 | SVM | N-Bayes | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| mic | mac | mic | mac | mic | mac | mic | mac | mic | |
| 20Newsgroups | 78.70 | 77.12 | 82.19 | 82.78 | 82.84 | 83.60 | 81.03 | | 84.23 |
| Reuters-21578 | 91.23 | 76.25 | 92.77 | 81.19 | 96.98 | 91.50 | 96.07 | | 85.24 |
| WebKB4 | 80.66 | 78.92 | 85.24 | 84.74 | 89.68 | 88.39 | 83.52 | | 72.56 |
| TripAdvisor | 90.30 | 90.10 | 85.60 | 85.60 | | | | | | | 0 |
| Dataset | t=0.5 | t=0.6 | t=0.7 | t=0.8 | t=0.9 |
| --- | --- | --- | --- | --- | --- |
| AllPairs+BayesLSH | | | | | | | | RCV1 | 97.97 | 98.18 | 98.47 | 99.08 | 99.36 |
| --- | --- | --- | --- | --- | --- |
| WikiWords100K | 98.52 | 98.84 | 99.2 | 98.58 | 96.69 |
| WikiWords500K | 97.54 | 97.82 | 98.21 | 98.16 | 96.66 |
| WikiLinks | 97.45 | 98.04 | 98.46 | 98.68 | 99.18 |
| Orkut | 97.1 | 97.8 | 98.86 | 99.84 | 99.99 |
| Twitter | 97.7 | 96 | 96.88 | 97.33 | 98.77 |
| AllPairs+BayesLSH-Lite | | | | | |
| RCV1 | 98.73 | 98.82 | 98.89 | 99.26 | 99.55 |
| WikiWords100K | 98.88 | 99.31 | 99.62 | 99.69 | 99.5 |
| WikiWords500K | 98.79 | 98.72 | 98.98 | 98.74 | 98.83 |
| WikiLinks | 98.53 | 98.91 | 99.16 | 99.18 | 99.45 |
| Orkut | 98.4 | 98.64 | 99.3 | 99.87 | 99.99 |
| Twitter | 99.44 | 98.82 | 97.17 | 97.18 | 99.06 | | 1 |
| Dataset | t=0.5 | t=0.6 | t=0.7 | t=0.8 | t=0.9 |
| --- | --- | --- | --- | --- | --- |
| AllPairs+BayesLSH | | | | | | | | Reuters-21578 | 91.23 | 76.25 | 92.77 | 81.19 | 96.98 | 91.50 | 96.07 | | 85.24 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| WebKB4 | 80.66 | 78.92 | 85.24 | 84.74 | 89.68 | 88.39 | 83.52 | | 72.56 |
| TripAdvisor | 90.30 | 90.10 | 85.60 | 85.60 | | | | | | | 0 |
| IncP | Value |
| --- | --- |
| IncP(f,f)1j | 0.1921 | | | IncP(f,f)2j | 0.3217 |
| --- | --- |
| IncP(f,f)3j | 0.60317 |
| IncP(f,f)4j | 0.1852 | | 1 |
| IncP | Value |
| --- | --- |
| IncP(f,f)1j | 0.1921 | | | IncS | Value |
| --- | --- |
| IncS(f,f)1j | 0.0509 |
| IncS(f,f)2j | 0.3038 |
| IncS(f,f)3j | 0.0506 |
| IncS(f,f)4j | 0.4653 | | 0 |
| IncP | Value |
| --- | --- |
| IncP(f,f)1j | 0.1921 | | | IncP(f,f)2j | 0.3217 |
| --- | --- |
| IncP(f,f)3j | 0.60317 |
| IncP(f,f)4j | 0.1852 | | 1 |
| IncP | Value |
| --- | --- |
| IncP(f,f)1j | 0.1921 | | | IncS(f,f)2j | 0.3038 |
| --- | --- |
| IncS(f,f)3j | 0.0506 |
| IncS(f,f)4j | 0.4653 | | 0 |
| Method\Stepsize | 0.005 | 0.01 | 0.02 | 0.04 | 0.08 |
| --- | --- | --- | --- | --- | --- |
| Gauss-Newton | 0 | | | | |
| GradientDescent | 9.5238 | 0 | 0 | 0 | 0 | | | Conjugate-Fletcher | 0.9524 | 0 | 1.9048 | 2.8571 | 41.905 |
| --- | --- | --- | --- | --- | --- |
| Conjugate-Polak | 8.5714 | 0 | 2.8571 | 18.095 | 69.524 |
| Conjugate-Hestenes | 40 | 26.667 | 23.81 | 36.19 | 94.286 |
| Conjugate-DaiYun | 97.143 | 94.286 | 98.095 | 98.095 | 98.095 |
| Newton’sMethod | 0 | 0 | 0.9523 | 0.9523 | 8.5714 | | 1 |
| Method\Stepsize | 0.005 | 0.01 | 0.02 | 0.04 | 0.08 |
| --- | --- | --- | --- | --- | --- |
| Gauss-Newton | 0 | | | | |
| GradientDescent | 9.5238 | 0 | 0 | 0 | 0 | | | Method\Stepsize | 0.005 | 0.01 | 0.02 | 0.04 | 0.08 |
| --- | --- | --- | --- | --- | --- |
| Gauss-Newton | 0.0077 | | | | |
| GradientDescent | 0.0431 | 0.0259 | 0.0136 | 0.023 | 0.067 |
| Conjugate-Fletcher | 0.0384 | 0.0216 | 0.0115 | 0.0222 | 0.0526 |
| Conjugate-Polak | 0.0373 | 0.0218 | 0.0118 | 0.0153 | 0.0447 |
| Conjugate-Hestenes | 0.0332 | 0.0214 | 0.0119 | 0.0196 | 0.0233 |
| Conjugate-DaiYun | 0.0241 | 0.0185 | 0.0192 | 0.02 | 0.0244 |
| Newton’sMethod | 0.0196 | 0.0186 | 0.0512 | 0.0583 | 0.0569 | | 0 |
| Method\Stepsize | 0.005 | 0.01 | 0.02 | 0.04 | 0.08 |
| --- | --- | --- | --- | --- | --- |
| Gauss-Newton | 0 | | | | |
| GradientDescent | 9.5238 | 0 | 0 | 0 | 0 | | | Conjugate-Fletcher | 0.9524 | 0 | 1.9048 | 2.8571 | 41.905 |
| --- | --- | --- | --- | --- | --- |
| Conjugate-Polak | 8.5714 | 0 | 2.8571 | 18.095 | 69.524 |
| Conjugate-Hestenes | 40 | 26.667 | 23.81 | 36.19 | 94.286 |
| Conjugate-DaiYun | 97.143 | 94.286 | 98.095 | 98.095 | 98.095 |
| Newton’sMethod | 0 | 0 | 0.9523 | 0.9523 | 8.5714 | | 1 |
| Method\Stepsize | 0.005 | 0.01 | 0.02 | 0.04 | 0.08 |
| --- | --- | --- | --- | --- | --- |
| Gauss-Newton | 0 | | | | |
| GradientDescent | 9.5238 | 0 | 0 | 0 | 0 | | | Conjugate-Fletcher | 0.0384 | 0.0216 | 0.0115 | 0.0222 | 0.0526 |
| --- | --- | --- | --- | --- | --- |
| Conjugate-Polak | 0.0373 | 0.0218 | 0.0118 | 0.0153 | 0.0447 |
| Conjugate-Hestenes | 0.0332 | 0.0214 | 0.0119 | 0.0196 | 0.0233 |
| Conjugate-DaiYun | 0.0241 | 0.0185 | 0.0192 | 0.02 | 0.0244 |
| Newton’sMethod | 0.0196 | 0.0186 | 0.0512 | 0.0583 | 0.0569 | | 0 |
| Age | 10<br>6<br>10×nPBMC | numberofindividuals |
| --- | --- | --- |
| 0 | 5.03 | 48 |
| 1-4 | 4.93 | 53 |
| 5-9 | 4.86 | 19 |
| 10-14 | 4.86 | 19 |
| 15-19 | 4.56 | 33 | | | 20-24 | 3.88 | 26 |
| --- | --- | --- |
| 25-29 | 3.75 | 47 |
| 30-34 | 3.61 | 65 |
| 35-39 | 3.54 | 73 |
| 40-44 | 3.52 | 52 |
| 45-49 | 3.37 | 55 |
| 50-54 | 3.17 | 16 | | 1 |
| Age | 10<br>6<br>10×nPBMC | numberofindividuals |
| --- | --- | --- |
| 0 | 5.03 | 48 |
| 1-4 | 4.93 | 53 |
| 5-9 | 4.86 | 19 |
| 10-14 | 4.86 | 19 |
| 15-19 | 4.56 | 33 | | | 0 | 10 | 20 | 30 | 40 | 50 | 60 |
| --- | --- | --- | --- | --- | --- | --- |
| 9.3 | 7.6 | 5.9 | 4.3 | 3.0 | 2.0 | 1.2 |
| 38.2 | 31.1 | 24.4 | 18.3 | 13.1 | 8.8 | 5.5 |
| 86.7 | 70.4 | 55.2 | 41.4 | 29.7 | 19.9 | 12.4 |
| 155.4 | 125.9 | 98.9 | 74.4 | 53.5 | 36.1 | 22.5 |
| 326.0 | 264.5 | 207.6 | 156.2 | 111.9 | 75.7 | 47.1 | | 0 |
| Age | 10<br>6<br>10×nPBMC | numberofindividuals |
| --- | --- | --- |
| 0 | 5.03 | 48 |
| 1-4 | 4.93 | 53 |
| 5-9 | 4.86 | 19 |
| 10-14 | 4.86 | 19 |
| 15-19 | 4.56 | 33 |
| 20-24 | 3.88 | 26 |
| 25-29 | 3.75 | 47 | | | 30-34 | 3.61 | 65 |
| --- | --- | --- |
| 35-39 | 3.54 | 73 |
| 40-44 | 3.52 | 52 |
| 45-49 | 3.37 | 55 |
| 50-54 | 3.17 | 16 | | 1 |
| Age | 10<br>6<br>10×nPBMC | numberofindividuals |
| --- | --- | --- |
| 0 | 5.03 | 48 |
| 1-4 | 4.93 | 53 |
| 5-9 | 4.86 | 19 |
| 10-14 | 4.86 | 19 |
| 15-19 | 4.56 | 33 |
| 20-24 | 3.88 | 26 |
| 25-29 | 3.75 | 47 | | | 155.4 | 125.9 | 98.9 | 74.4 | 53.5 | 36.1 | 22.5 |
| --- | --- | --- | --- | --- | --- | --- |
| 326.0 | 264.5 | 207.6 | 156.2 | 111.9 | 75.7 | 47.1 | | 0 |
| Rule | Inferencemodus | Definition |
| --- | --- | --- |
| 48. | identical | | | | 49. | trivial,(??) | |
| --- | --- | --- |
| 50. | (??),(??),Proposition?? | (??) |
| 51. | (??) | |
| 52. | identical | |
| 53. | Proposition?? | |
| 54. | identical | |
| 55. | trivial | |
| 56. | (??),Proposition?? | (??) |
| 57. | Proposition??withsupplementarycondition | |
| 58. | (??) | (??) |
| 59. | ??withsupplementarycondition | |
| 65. | ??withsupplementarycondition | |
| 68. | ?? | | | 1 |
| Rule | Inferencemodus | Definition |
| --- | --- | --- |
| 48. | identical | | | | Pattern | Total |
| --- | --- |
| (supertype)(differentiaquality) | 27 |
| (supertype)(differentiaevent) | 13 |
| (differentiaquality)(supertype) | 6 |
| (supertype)(differentiaevent)(eventlocation) | 5 |
| (supertype)(differentiaquality)(purpose) | 3 |
| (accessorydeterminer)(supertype)(differentiaevent) | 3 |
| (accessorydeterminer)(supertype)(differentiaquality) | 2 |
| (supertype)OR(differentiaquality)+ | 2 |
| (supertype)(originlocation) | 2 |
| (differentiaquality)(supertype)(differentiaquality) | 2 |
| OR(supertype)+(differentiaevent) | 2 |
| (differentiaquality)+(supertype) | 2 |
| (differentiaquality)+(supertype)(differentiaevent) | 2 |
| Other | 29 |
| Total | 100 | | 0 |
| Rule | Inferencemodus | Definition |
| --- | --- | --- |
| 48. | identical | |
| 49. | trivial,(??) | |
| 50. | (??),(??),Proposition?? | (??) |
| 51. | (??) | |
| 52. | identical | |
| 53. | Proposition?? | |
| 54. | identical | |
| 55. | trivial | |
| 56. | (??),Proposition?? | (??) |
| 57. | Proposition??withsupplementarycondition | |
| 58. | (??) | (??) | | | 59. | ??withsupplementarycondition | |
| --- | --- | --- |
| 65. | ??withsupplementarycondition | |
| 68. | ?? | | | 1 |
| Rule | Inferencemodus | Definition |
| --- | --- | --- |
| 48. | identical | |
| 49. | trivial,(??) | |
| 50. | (??),(??),Proposition?? | (??) |
| 51. | (??) | |
| 52. | identical | |
| 53. | Proposition?? | |
| 54. | identical | |
| 55. | trivial | |
| 56. | (??),Proposition?? | (??) |
| 57. | Proposition??withsupplementarycondition | |
| 58. | (??) | (??) | | | (supertype)(differentiaevent) | 13 |
| --- | --- |
| (differentiaquality)(supertype) | 6 |
| (supertype)(differentiaevent)(eventlocation) | 5 |
| (supertype)(differentiaquality)(purpose) | 3 |
| (accessorydeterminer)(supertype)(differentiaevent) | 3 |
| (accessorydeterminer)(supertype)(differentiaquality) | 2 |
| (supertype)OR(differentiaquality)+ | 2 |
| (supertype)(originlocation) | 2 |
| (differentiaquality)(supertype)(differentiaquality) | 2 |
| OR(supertype)+(differentiaevent) | 2 |
| (differentiaquality)+(supertype) | 2 |
| (differentiaquality)+(supertype)(differentiaevent) | 2 |
| Other | 29 |
| Total | 100 | | 0 |
| OptimizedVersion |
| --- |
| 0.36s(1×) |
| 2.91s(1×) | | | 1.14s(1×) |
| --- |
| 4.53s(1×) |
| 9.08s(1×) | | 1 |
| OptimizedVersion |
| --- |
| 0.36s(1×) |
| 2.91s(1×) | | | | 100K | 1M | 10M | 100M |
| --- | --- | --- | --- | --- |
| Bib | 0m0.057s | 0m0.638s | 0m8.344s | 1m28.725s |
| LSN | 0m0.225s | 0m1.451s | 0m23.018s | 3m11.318s |
| WD | 0m2.163s | 0m25.032s | 4m10.988s | 113m31.078s |
| SP | 0m0.638s | 0m7.048s | 1m28.831s | 15m23.542s | | 0 |
| OptimizedVersion |
| --- |
| 0.36s(1×) | | | 2.91s(1×) |
| --- |
| 1.14s(1×) |
| 4.53s(1×) |
| 9.08s(1×) | | 1 |
| OptimizedVersion |
| --- |
| 0.36s(1×) | | | LSN | 0m0.225s | 0m1.451s | 0m23.018s | 3m11.318s |
| --- | --- | --- | --- | --- |
| WD | 0m2.163s | 0m25.032s | 4m10.988s | 113m31.078s |
| SP | 0m0.638s | 0m7.048s | 1m28.831s | 15m23.542s | | 0 |
| | L=1 | L=3 | L=5 | L=8 |
| --- | --- | --- | --- | --- |
| | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC | | | Noisy | 12.95/0.223/0.148 | 17.42/0.378/0.255 | 19.59/0.460/0.322 | 21.61/0.535/0.393 |
| --- | --- | --- | --- | --- |
| PPBit | 23.78/0.590/0.346 | 25.95/0.713/0.487 | 26.95/0.763/0.549 | 27.86/0.803/0.602 |
| SAR-BM3D | 24.85/0.676/0.455 | 27.12/0.776/0.605 | 28.27/0.818/0.669 | 29.35/0.852/0.723 |
| FoE | 24.65/0.669/0.493 | 27.07/0.763/0.637 | 28.32/0.812/0.698 | 29.54/0.848/0.753 |
| TRDMD7×7 | 24.95/0.678/0.479 | 27.28/0.775/0.630 | 28.53/0.819/0.700 | 29.70/0.852/0.754 | | 1 |
| | L=1 | L=3 | L=5 | L=8 |
| --- | --- | --- | --- | --- |
| | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC | | | | L=1 | L=3 | L=5 | L=8 |
| --- | --- | --- | --- | --- |
| | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC |
| Γ-Map | 21.02/0.513/0.238 | 23.46/0.651/0.394 | 24.70/0.708/0.469 | 25.97/0.757/0.540 |
| SRAD | 24.82/0.686/0.465 | 25.42/0.738/0.489 | 26.92/0.790/0.570 | 28.25/0.819/0.639 |
| DPAD | 24.78/0.681/0.473 | 25.48/0.735/0.499 | 27.00/0.789/0.577 | 28.29/0.818/0.643 |
| TRDMD7×7 | 24.95/0.678/0.479 | 27.28/0.775/0.630 | 28.53/0.819/0.700 | 29.70/0.852/0.754 | | 0 |
| | L=1 | L=3 | L=5 | L=8 |
| --- | --- | --- | --- | --- |
| | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC |
| Noisy | 12.95/0.223/0.148 | 17.42/0.378/0.255 | 19.59/0.460/0.322 | 21.61/0.535/0.393 | | | PPBit | 23.78/0.590/0.346 | 25.95/0.713/0.487 | 26.95/0.763/0.549 | 27.86/0.803/0.602 |
| --- | --- | --- | --- | --- |
| SAR-BM3D | 24.85/0.676/0.455 | 27.12/0.776/0.605 | 28.27/0.818/0.669 | 29.35/0.852/0.723 |
| FoE | 24.65/0.669/0.493 | 27.07/0.763/0.637 | 28.32/0.812/0.698 | 29.54/0.848/0.753 |
| TRDMD7×7 | 24.95/0.678/0.479 | 27.28/0.775/0.630 | 28.53/0.819/0.700 | 29.70/0.852/0.754 | | 1 |
| | L=1 | L=3 | L=5 | L=8 |
| --- | --- | --- | --- | --- |
| | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC | PSNR/MSSIM/EC |
| Noisy | 12.95/0.223/0.148 | 17.42/0.378/0.255 | 19.59/0.460/0.322 | 21.61/0.535/0.393 | | | SRAD | 24.82/0.686/0.465 | 25.42/0.738/0.489 | 26.92/0.790/0.570 | 28.25/0.819/0.639 |
| --- | --- | --- | --- | --- |
| DPAD | 24.78/0.681/0.473 | 25.48/0.735/0.499 | 27.00/0.789/0.577 | 28.29/0.818/0.643 |
| TRDMD7×7 | 24.95/0.678/0.479 | 27.28/0.775/0.630 | 28.53/0.819/0.700 | 29.70/0.852/0.754 | | 0 |
| Expert | System | | |
| --- | --- | --- | --- |
| Precision | Recall | F-measure | |
| ExpertA | 75.38 | 29.09 | 0.42 | | | ExpertB | 77.08 | 25.23 | 0.38 |
| --- | --- | --- | --- |
| ExpertC | 73.85 | 37.88 | 0.50 | | 1 |
| Expert | System | | |
| --- | --- | --- | --- |
| Precision | Recall | F-measure | |
| ExpertA | 75.38 | 29.09 | 0.42 | | | Precision | Recall | F-measure | MAE |
| --- | --- | --- | --- |
| 0.892 | 0.811 | 0.872 | 0.084 |
| 0.852 | 0.746 | 0.825 | 0.132 |
| 0.912 | 0.740 | 0.865 | 0.107 |
| 0.873 | 0.730 | 0.836 | 0.129 | | 0 |
| Expert | System | | |
| --- | --- | --- | --- |
| Precision | Recall | F-measure | |
| ExpertA | 75.38 | 29.09 | 0.42 | | | ExpertB | 77.08 | 25.23 | 0.38 |
| --- | --- | --- | --- |
| ExpertC | 73.85 | 37.88 | 0.50 | | 1 |
| Expert | System | | |
| --- | --- | --- | --- |
| Precision | Recall | F-measure | |
| ExpertA | 75.38 | 29.09 | 0.42 | | | 0.912 | 0.740 | 0.865 | 0.107 |
| --- | --- | --- | --- |
| 0.873 | 0.730 | 0.836 | 0.129 | | 0 |
| | StageNo.<br>G | Memory<br>depth | Combinational<br>ALUTs | Registers | Memory<br>bits | Clock<br>frequency | Throughput<br>(infobits) |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Code1-S | 422 | 512 | 106288 | 68609 | 4402268 | 100MHz | 0.5Gbps |
| Code2-S | 512 | 512 | 104938 | 68634 | 4402268 | 100MHz | 0.5Gbps |
| Code3-S | 1024 | 1024 | 73066 | 50087 | 5829352 | 100MHz | 0.5Gbps |
| Code4-S | 1024 | 1024 | 62823 | 43745 | 4844140 | 100MHz | 0.5Gbps | | | Code1-P | 422 | 512 | 175420 | 105427 | 17558528 | 100MHz | 2.0Gbps |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Code2-P | 512 | 512 | 170102 | 105505 | 17558528 | 100MHz | 2.0Gbps |
| Code3-P | 1024 | 1024 | 134102 | 86654 | 23283712 | 100MHz | 2.0Gbps |
| Code4-P | 1024 | 1024 | 120804 | 80342 | 19348480 | 100MHz | 2.0Gbps |
| Wang | — | — | 28229 | 26926 | 5800000 | 190MHz | 0.2Gbps | | 1 |
| | StageNo.<br>G | Memory<br>depth | Combinational<br>ALUTs | Registers | Memory<br>bits | Clock<br>frequency | Throughput<br>(infobits) |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Code1-S | 422 | 512 | 106288 | 68609 | 4402268 | 100MHz | 0.5Gbps |
| Code2-S | 512 | 512 | 104938 | 68634 | 4402268 | 100MHz | 0.5Gbps |
| Code3-S | 1024 | 1024 | 73066 | 50087 | 5829352 | 100MHz | 0.5Gbps |
| Code4-S | 1024 | 1024 | 62823 | 43745 | 4844140 | 100MHz | 0.5Gbps | | | C.S.Len. | Msg.Len. | Codes/Hash | Delay | Avg.(bps) | Std.Dev. |
| --- | --- | --- | --- | --- | --- |
| 255 | 16bytes | 1 | MT | 3.61 | 14.10 |
| 255 | 16bytes | 1 | RE | 0.90 | 0.30 |
| 255 | 16bytes | 2 | MT | 2.94 | 20.41 |
| 255 | 16bytes | 2 | RE | 0.46 | 0.81 |
| 255 | 32bytes | 1 | MT | 2.92 | 10.07 |
| 255 | 32bytes | 1 | RE | 0.09 | 0.40 |
| 255 | 32bytes | 2 | MT | 11.23 | 14.75 |
| 255 | 32bytes | 2 | RE | 0.39 | 0.67 |
| 255 | 64bytes | 1 | MT | 3.12 | 15.27 |
| 255 | 64bytes | 1 | RE | 0.08 | 0.64 |
| 255 | 64bytes | 2 | MT | 14.57 | 69.00 |
| 255 | 64bytes | 2 | RE | 0.35 | 1.04 |
| 128 | 16bytes | 1 | MT | 3.23 | 15.94 |
| 128 | 16bytes | 1 | RE | 0.09 | 0.28 |
| 128 | 16bytes | 2 | MT | 11.78 | 26.40 |
| 128 | 16bytes | 2 | RE | 0.45 | 0.71 |
| 128 | 32bytes | 1 | MT | 3.29 | 15.67 |
| 128 | 32bytes | 1 | RE | 0.87 | 0.35 |
| 128 | 32bytes | 2 | MT | 12.67 | 40.38 |
| 128 | 32bytes | 2 | RE | 0.42 | 0.78 |
| 128 | 64bytes | 1 | MT | 2.80 | 6.47 |
| 128 | 64bytes | 1 | RE | 0.08 | 0.45 |
| 128 | 64bytes | 2 | MT | 16.47 | 70.62 |
| 128 | 64bytes | 2 | RE | 0.41 | 1.69 |
| 32 | 16codes | 1 | MT | 2.42 | 13.46 |
| 32 | 16codes | 1 | RE | 0.88 | 0.33 |
| 32 | 16codes | 2 | MT | 9.01 | 22.94 |
| 32 | 16codes | 2 | RE | 0.52 | 0.74 |
| 32 | 32codes | 1 | MT | 2.49 | 18.05 |
| 32 | 32codes | 1 | RE | 0.09 | 0.42 |
| 32 | 32codes | 2 | MT | 10.39 | 31.03 |
| 32 | 32codes | 2 | RE | 0.38 | 0.84 |
| 32 | 64codes | 1 | MT | 3.04 | 18.78 |
| 32 | 64codes | 1 | RE | 0.08 | 0.39 |
| 32 | 64codes | 2 | MT | 10.28 | 64.4 |
| 32 | 64codes | 2 | RE | 0.37 | 1.12 | | 0 |
| | StageNo.<br>G | Memory<br>depth | Combinational<br>ALUTs | Registers | Memory<br>bits | Clock<br>frequency | Throughput<br>(infobits) |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Code1-S | 422 | 512 | 106288 | 68609 | 4402268 | 100MHz | 0.5Gbps |
| Code2-S | 512 | 512 | 104938 | 68634 | 4402268 | 100MHz | 0.5Gbps |
| Code3-S | 1024 | 1024 | 73066 | 50087 | 5829352 | 100MHz | 0.5Gbps |
| Code4-S | 1024 | 1024 | 62823 | 43745 | 4844140 | 100MHz | 0.5Gbps |
| Code1-P | 422 | 512 | 175420 | 105427 | 17558528 | 100MHz | 2.0Gbps |
| Code2-P | 512 | 512 | 170102 | 105505 | 17558528 | 100MHz | 2.0Gbps |
| Code3-P | 1024 | 1024 | 134102 | 86654 | 23283712 | 100MHz | 2.0Gbps | | | Code4-P | 1024 | 1024 | 120804 | 80342 | 19348480 | 100MHz | 2.0Gbps |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Wang | — | — | 28229 | 26926 | 5800000 | 190MHz | 0.2Gbps | | 1 |
| | StageNo.<br>G | Memory<br>depth | Combinational<br>ALUTs | Registers | Memory<br>bits | Clock<br>frequency | Throughput<br>(infobits) |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Code1-S | 422 | 512 | 106288 | 68609 | 4402268 | 100MHz | 0.5Gbps |
| Code2-S | 512 | 512 | 104938 | 68634 | 4402268 | 100MHz | 0.5Gbps |
| Code3-S | 1024 | 1024 | 73066 | 50087 | 5829352 | 100MHz | 0.5Gbps |
| Code4-S | 1024 | 1024 | 62823 | 43745 | 4844140 | 100MHz | 0.5Gbps |
| Code1-P | 422 | 512 | 175420 | 105427 | 17558528 | 100MHz | 2.0Gbps |
| Code2-P | 512 | 512 | 170102 | 105505 | 17558528 | 100MHz | 2.0Gbps |
| Code3-P | 1024 | 1024 | 134102 | 86654 | 23283712 | 100MHz | 2.0Gbps | | | 128 | 64bytes | 2 | RE | 0.41 | 1.69 |
| --- | --- | --- | --- | --- | --- |
| 32 | 16codes | 1 | MT | 2.42 | 13.46 |
| 32 | 16codes | 1 | RE | 0.88 | 0.33 |
| 32 | 16codes | 2 | MT | 9.01 | 22.94 |
| 32 | 16codes | 2 | RE | 0.52 | 0.74 |
| 32 | 32codes | 1 | MT | 2.49 | 18.05 |
| 32 | 32codes | 1 | RE | 0.09 | 0.42 |
| 32 | 32codes | 2 | MT | 10.39 | 31.03 |
| 32 | 32codes | 2 | RE | 0.38 | 0.84 |
| 32 | 64codes | 1 | MT | 3.04 | 18.78 |
| 32 | 64codes | 1 | RE | 0.08 | 0.39 |
| 32 | 64codes | 2 | MT | 10.28 | 64.4 |
| 32 | 64codes | 2 | RE | 0.37 | 1.12 | | 0 |
| Wordsize<br>m | Timetaken(sec)<br>9<br>togenerate10bits | Timetaken(sec)<br>10<br>togenerate10bits |
| --- | --- | --- |
| 8 | 78.6 | 841 |
| 16 | 20.02 | 215 | | | 32 | 5.95 | 62.74 |
| --- | --- | --- |
| 64 | 1.94 | 19.17 | | 1 |
| Wordsize<br>m | Timetaken(sec)<br>9<br>togenerate10bits | Timetaken(sec)<br>10<br>togenerate10bits |
| --- | --- | --- |
| 8 | 78.6 | 841 |
| 16 | 20.02 | 215 | | | M | RunningTime(sec) | M | RunningTime(sec) |
| --- | --- | --- | --- |
| 1 | −2<br>1.10×10 | 40 | −1<br>3.74×10 |
| 2 | 2.04×10 | 50 | 4.61×10 |
| 4 | 3.51×10 | 80 | 7.46×10 |
| 5 | 5.01×10 | 100 | 9.32×10 |
| 8 | 8.24×10 | 200 | 1.81 |
| 10 | 9.02×10 | 250 | 2.41 |
| 16 | 1.60×10 | 400 | 3.90 |
| 20 | 1.84×10 | 500 | 5.14 |
| 25 | 2.38×10 | 1,000 | 11.31 | | 0 |
| Wordsize<br>m | Timetaken(sec)<br>9<br>togenerate10bits | Timetaken(sec)<br>10<br>togenerate10bits |
| --- | --- | --- |
| 8 | 78.6 | 841 |
| 16 | 20.02 | 215 | | | 32 | 5.95 | 62.74 |
| --- | --- | --- |
| 64 | 1.94 | 19.17 | | 1 |
| Wordsize<br>m | Timetaken(sec)<br>9<br>togenerate10bits | Timetaken(sec)<br>10<br>togenerate10bits |
| --- | --- | --- |
| 8 | 78.6 | 841 |
| 16 | 20.02 | 215 | | | 4 | 3.51×10 | 80 | 7.46×10 |
| --- | --- | --- | --- |
| 5 | 5.01×10 | 100 | 9.32×10 |
| 8 | 8.24×10 | 200 | 1.81 |
| 10 | 9.02×10 | 250 | 2.41 |
| 16 | 1.60×10 | 400 | 3.90 |
| 20 | 1.84×10 | 500 | 5.14 |
| 25 | 2.38×10 | 1,000 | 11.31 | | 0 |
| range | homomorphicimage | numberofsuchmappings |
| --- | --- | --- |
| 1 | {0} | 1 |
| 2 | {0,1} | 2−1 |
| {0,−1} | dtto | |
| 3 | {0,1,2} | 3−2 | | | {−2,−1,0} | dtto |
| --- | --- |
| {−1,0,1} | 3+3−2−2+2 | | 1 |
| range | homomorphicimage | numberofsuchmappings |
| --- | --- | --- |
| 1 | {0} | 1 |
| 2 | {0,1} | 2−1 |
| {0,−1} | dtto | |
| 3 | {0,1,2} | 3−2 | | | Algorithm | T.E.D. | C.R.W. | T.E.D.(upper) | C.R.W.(upper) |
| --- | --- | --- | --- | --- |
| Megvii-Image++ | 509.1 | 0.5782 | 377.9 | 0.6399 |
| MAPS | 1128.0 | 0.3293 | 1068.8 | 0.339 |
| NESP | 1164.6 | 0.3168 | 1094.9 | 0.3298 |
| DSM | 1178.8 | 0.2585 | 1109.1 | 0.2797 | | 0 |
| range | homomorphicimage | numberofsuchmappings |
| --- | --- | --- |
| 1 | {0} | 1 |
| 2 | {0,1} | 2−1 |
| {0,−1} | dtto | | | | 3 | {0,1,2} | 3−2 |
| --- | --- | --- |
| {−2,−1,0} | dtto | |
| {−1,0,1} | 3+3−2−2+2 | | | 1 |
| range | homomorphicimage | numberofsuchmappings |
| --- | --- | --- |
| 1 | {0} | 1 |
| 2 | {0,1} | 2−1 |
| {0,−1} | dtto | | | | NESP | 1164.6 | 0.3168 | 1094.9 | 0.3298 |
| --- | --- | --- | --- | --- |
| DSM | 1178.8 | 0.2585 | 1109.1 | 0.2797 | | 0 |
| FineTuning | GradualTuning | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Reg | Task-B | Task-A | Epochs | Task-B | Task-A | Epochs | | | No | 4.31±0.12 | 9.1→27.1±0.3 | 78±16 | 4.65±0.12 | 9.1→24.1±0.1 | 120±28 |
| --- | --- | --- | --- | --- | --- | --- |
| L1 | 2.32±0.33 | 7.1→40.2±3.7 | 77±48 | 2.09±0.28 | 7.1→36.6±1.9 | 108±20 |
| Drop | 8.21±1.10 | 7.7→38.0±2.6 | 158±46 | 4.29±0.14 | 7.7→46.2±0.2 | 293±4 | | 1 |
| FineTuning | GradualTuning | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Reg | Task-B | Task-A | Epochs | Task-B | Task-A | Epochs | | | FineTuning | GradualTuning | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Reg | Task-B | Task-A | Epochs | Task-B | Task-A | Epochs |
| No | 2.25±0.04 | 6.7→13.3±0.2 | 73±52 | 2.33±0.09 | 6.7→9.5±0.3 | 47±16 |
| L1 | 1.60±0.05 | 4.7→20.5±2.9 | 23±13 | 1.61±0.06 | 4.7→11.9±3.2 | 37±15 |
| Drop | 1.58±0.10 | 5.9→20.5±1.1 | 113±21 | 1.55±0.18 | 5.9→20.0±1.5 | 145±46 | | 0 |
| FineTuning | GradualTuning | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Reg | Task-B | Task-A | Epochs | Task-B | Task-A | Epochs | | | No | 4.31±0.12 | 9.1→27.1±0.3 | 78±16 | 4.65±0.12 | 9.1→24.1±0.1 | 120±28 |
| --- | --- | --- | --- | --- | --- | --- |
| L1 | 2.32±0.33 | 7.1→40.2±3.7 | 77±48 | 2.09±0.28 | 7.1→36.6±1.9 | 108±20 |
| Drop | 8.21±1.10 | 7.7→38.0±2.6 | 158±46 | 4.29±0.14 | 7.7→46.2±0.2 | 293±4 | | 1 |
| FineTuning | GradualTuning | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Reg | Task-B | Task-A | Epochs | Task-B | Task-A | Epochs | | | L1 | 1.60±0.05 | 4.7→20.5±2.9 | 23±13 | 1.61±0.06 | 4.7→11.9±3.2 | 37±15 |
| --- | --- | --- | --- | --- | --- | --- |
| Drop | 1.58±0.10 | 5.9→20.5±1.1 | 113±21 | 1.55±0.18 | 5.9→20.0±1.5 | 145±46 | | 0 |
| method | a1a | w1a | aust. | spli. | brea. |
| --- | --- | --- | --- | --- | --- |
| WSS-WR | 83.4268 | 97.7796 | 86.2319 | 86 | 97.3646 |
| WSS3 | 83.8006 | 97.9814 | 86.8116 | 86.8 | 97.2182 |
| method | diab. | four. | germ. | heart | | | | WSS-WR | 77.9948 | 100 | 75.8 | 85.1852 | |
| --- | --- | --- | --- | --- | --- |
| WSS3 | 77.474 | 100 | 77.6 | 84.4444 | | | 1 |
| method | a1a | w1a | aust. | spli. | brea. |
| --- | --- | --- | --- | --- | --- |
| WSS-WR | 83.4268 | 97.7796 | 86.2319 | 86 | 97.3646 |
| WSS3 | 83.8006 | 97.9814 | 86.8116 | 86.8 | 97.2182 |
| method | diab. | four. | germ. | heart | | | | method | a1a | w1a | aust. | spli. | brea. |
| --- | --- | --- | --- | --- | --- |
| WSS-WR | 83.053 | 97.4162 | 85.5072 | 80.4 | 97.2182 |
| WSS3 | 83.8629 | 97.8199 | 85.5072 | 79.5 | 97.2182 |
| method | diab. | four. | germ. | heart | |
| WSS-WR | 76.4323 | 77.8422 | 75.3 | 83.7037 | |
| WSS3 | 77.2135 | 77.6102 | 77.9 | 84.4444 | | | 0 |
| method | a1a | w1a | aust. | spli. | brea. |
| --- | --- | --- | --- | --- | --- |
| WSS-WR | 83.4268 | 97.7796 | 86.2319 | 86 | 97.3646 |
| WSS3 | 83.8006 | 97.9814 | 86.8116 | 86.8 | 97.2182 |
| method | diab. | four. | germ. | heart | | | | WSS-WR | 77.9948 | 100 | 75.8 | 85.1852 | |
| --- | --- | --- | --- | --- | --- |
| WSS3 | 77.474 | 100 | 77.6 | 84.4444 | | | 1 |
| method | a1a | w1a | aust. | spli. | brea. |
| --- | --- | --- | --- | --- | --- |
| WSS-WR | 83.4268 | 97.7796 | 86.2319 | 86 | 97.3646 |
| WSS3 | 83.8006 | 97.9814 | 86.8116 | 86.8 | 97.2182 |
| method | diab. | four. | germ. | heart | | | | WSS-WR | 76.4323 | 77.8422 | 75.3 | 83.7037 | |
| --- | --- | --- | --- | --- | --- |
| WSS3 | 77.2135 | 77.6102 | 77.9 | 84.4444 | | | 0 |
| | French | Japanese | Italian | Mexican |
| --- | --- | --- | --- | --- |
| Top1 | Cognac | Mirin | Gratedparmesancheese | Corntortillas |
| Top2 | Calvados | Dashi | pecorinoromanocheese | Salsa |
| Top3 | Thymesprings | Nori | prosciutto | Tortillachips | | | Top4 | Gruyerecheese | Wasabipaste | marinarasauce | Guacamole |
| --- | --- | --- | --- | --- |
| Top5 | Nicoiseolives | Bonitoflakes | Sweetitaliansausage | Poblanopeppers | | 1 |
| | French | Japanese | Italian | Mexican |
| --- | --- | --- | --- | --- |
| Top1 | Cognac | Mirin | Gratedparmesancheese | Corntortillas |
| Top2 | Calvados | Dashi | pecorinoromanocheese | Salsa |
| Top3 | Thymesprings | Nori | prosciutto | Tortillachips | | | OriginalIngredient | AlternativeIngredient | P(Japanese) | P(French) | #ofreplacement |
| --- | --- | --- | --- | --- |
| - | - | 0.974 | 0.000 | 0 |
| Mirin | Calvados | 0.552 | 0.009 | 1 |
| Vegetableoil | Oliveoil | 0.393 | 0.031 | 2 |
| Soysauce | Bouquetgarni | 0.011 | 0.976 | 3 |
| Greenonions | Freshtarragon | 0.000 | 0.997 | 4 |
| Egg | Meltedbutter | 0.000 | 0.999 | 5 | | 0 |
| | French | Japanese | Italian | Mexican |
| --- | --- | --- | --- | --- |
| Top1 | Cognac | Mirin | Gratedparmesancheese | Corntortillas |
| Top2 | Calvados | Dashi | pecorinoromanocheese | Salsa | | | Top3 | Thymesprings | Nori | prosciutto | Tortillachips |
| --- | --- | --- | --- | --- |
| Top4 | Gruyerecheese | Wasabipaste | marinarasauce | Guacamole |
| Top5 | Nicoiseolives | Bonitoflakes | Sweetitaliansausage | Poblanopeppers | | 1 |
| | French | Japanese | Italian | Mexican |
| --- | --- | --- | --- | --- |
| Top1 | Cognac | Mirin | Gratedparmesancheese | Corntortillas |
| Top2 | Calvados | Dashi | pecorinoromanocheese | Salsa | | | Soysauce | Bouquetgarni | 0.011 | 0.976 | 3 |
| --- | --- | --- | --- | --- |
| Greenonions | Freshtarragon | 0.000 | 0.997 | 4 |
| Egg | Meltedbutter | 0.000 | 0.999 | 5 | | 0 |
| 97.88 |
| --- |
| 97.59 | | | 94.51<br>92.60 |
| --- |
| 0.236 |
| 84.6 | | 1 |
| 97.88 |
| --- |
| 97.59 | | | 97.88 |
| --- |
| 97.59 |
| 94.51<br>92.60 |
| 0.236 |
| 84.6 | | 0 |
| 97.88 |
| --- |
| 97.59 |
| 94.51<br>92.60 | | | 0.236 |
| --- |
| 84.6 | | 1 |
| 97.88 |
| --- |
| 97.59 |
| 94.51<br>92.60 | | | 94.51<br>92.60 |
| --- |
| 0.236 |
| 84.6 | | 0 |
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