premise string | hypothesis string | label int64 |
|---|---|---|
| (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6.85 | 7.24 | 6.03 | 4.53 | 5.77 | 3.19 | 7.63 | 5.09 | 3.68 | | | 7.52 | 6.86 | 5.82 | 4.23 | 5.39 | 2.77 | 7.35 | 5.22 | 3.67 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 18.16 | 5.74 | 35.02 | 11.37 | 43.51 | 3.84 | 5.54 | 13.86 | 3.41 |
| 8.55 | 5.59 | 5.96 | 6.17 | 7.30 | 2.90 | 8.48 | 4.88 | 2.93 |
| 7.79 | 4.87 | 5.03 | 4.45 | 4.22 | 3.14 | 6.61 | 4.72 | 2.70 |
| 6.26 | 4.57 | 4.92 | 3.80 | 3.98 | 2.53 | 5.20 | 3.95 | 2.48 |
| 4.38 | 3.79 | 4.34 | 4.60 | 4.47 | 5.83 | 5.36 | 3.73 | 2.81 |
| 6.28 | 5.48 | 5.78 | 6.69 | 6.36 | 7.69 | 6.78 | 6.02 | 3.25 | | 1 |
| (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6.85 | 7.24 | 6.03 | 4.53 | 5.77 | 3.19 | 7.63 | 5.09 | 3.68 | | | (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5.05 | 6.15 | 4.61 | 4.10 | 5.27 | 2.51 | 4.51 | 4.50 | 2.81 |
| 6.01 | 2.32 | 2.53 | – | 2.26 | 2.46 | 2.93 | 2.04 | 1.62 |
| 7.09 | 2.54 | 2.49 | – | 1.93 | 2.61 | 2.36 | 1.89 | 1.57 |
| 10.84 | 6.60 | 11.79 | – | 8.91 | 11.71 | 7.93 | 9.47 | 3.50 | | 0 |
| (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6.85 | 7.24 | 6.03 | 4.53 | 5.77 | 3.19 | 7.63 | 5.09 | 3.68 |
| 7.52 | 6.86 | 5.82 | 4.23 | 5.39 | 2.77 | 7.35 | 5.22 | 3.67 | | | 18.16 | 5.74 | 35.02 | 11.37 | 43.51 | 3.84 | 5.54 | 13.86 | 3.41 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 8.55 | 5.59 | 5.96 | 6.17 | 7.30 | 2.90 | 8.48 | 4.88 | 2.93 |
| 7.79 | 4.87 | 5.03 | 4.45 | 4.22 | 3.14 | 6.61 | 4.72 | 2.70 |
| 6.26 | 4.57 | 4.92 | 3.80 | 3.98 | 2.53 | 5.20 | 3.95 | 2.48 |
| 4.38 | 3.79 | 4.34 | 4.60 | 4.47 | 5.83 | 5.36 | 3.73 | 2.81 |
| 6.28 | 5.48 | 5.78 | 6.69 | 6.36 | 7.69 | 6.78 | 6.02 | 3.25 | | 1 |
| (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6.85 | 7.24 | 6.03 | 4.53 | 5.77 | 3.19 | 7.63 | 5.09 | 3.68 |
| 7.52 | 6.86 | 5.82 | 4.23 | 5.39 | 2.77 | 7.35 | 5.22 | 3.67 | | | 7.09 | 2.54 | 2.49 | – | 1.93 | 2.61 | 2.36 | 1.89 | 1.57 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 10.84 | 6.60 | 11.79 | – | 8.91 | 11.71 | 7.93 | 9.47 | 3.50 | | 0 |
| Query | Baseline | Re-ranking | | |
| --- | --- | --- | --- | --- |
| NDCG@50 | NDCG@100 | NDCG@50 | NDCG@100 | |
| defense | 0.7482 | 0.5309 | 0.9592 | 0.7936 |
| eiffel | 0.8872 | 0.8002 | 0.9260 | 0.8643 | | | invalides | 0.9852 | 0.9378 | 0.9884 | 0.9473 |
| --- | --- | --- | --- | --- |
| louvre | 0.8224 | 0.7279 | 0.8674 | 0.7566 |
| moulinrouge | 0.7690 | 0.6163 | 0.9882 | 0.9627 |
| museedorsay | 0.6485 | 0.5262 | 0.8407 | 0.6952 |
| notredame | 0.9910 | 0.8956 | 0.9860 | 0.8883 |
| pantheon | 0.9941 | 0.9355 | 0.9982 | 0.9559 |
| pompidou | 0.8641 | 0.8234 | 0.9008 | 0.8874 |
| sacrecoeur | 0.9647 | 0.9084 | 0.9780 | 0.9257 |
| triomphe | 0.9727 | 0.8734 | 0.9907 | 0.9745 |
| mean | 0.8770 | 0.7796 | 0.9476 | 0.8774 | | 1 |
| Query | Baseline | Re-ranking | | |
| --- | --- | --- | --- | --- |
| NDCG@50 | NDCG@100 | NDCG@50 | NDCG@100 | |
| defense | 0.7482 | 0.5309 | 0.9592 | 0.7936 |
| eiffel | 0.8872 | 0.8002 | 0.9260 | 0.8643 | | | Query | Baseline | Re-ranking | | |
| --- | --- | --- | --- | --- |
| NDCG@50 | NDCG@100 | NDCG@50 | NDCG@100 | |
| allsouls | 0.7206 | 0.6683 | 0.7261 | 0.6843 |
| ashmolean | 0.6617 | 0.6825 | 0.7858 | 0.7954 |
| balliol | 0.6561 | 0.6860 | 0.7220 | 0.7305 |
| bodleian | 0.5847 | 0.6297 | 0.9030 | 0.9133 |
| christchurch | 0.6259 | 0.6033 | 0.8136 | 0.7482 |
| cornmarket | 0.8137 | 0.8137 | 0.9188 | 0.9252 |
| hertford | 0.7462 | 0.7740 | 0.8318 | 0.8288 |
| keble | 0.9486 | 0.9511 | 0.8775 | 0.8775 |
| magdalen | 0.2492 | 0.2385 | 0.4471 | 0.4148 |
| pittrivers | 0.8830 | 0.8902 | 0.9161 | 0.9161 |
| radcliffecamera | 0.8400 | 0.7803 | 0.7806 | 0.7656 |
| mean | 0.7027 | 0.7016 | 0.7930 | 0.7818 | | 0 |
| Query | Baseline | Re-ranking | | |
| --- | --- | --- | --- | --- |
| NDCG@50 | NDCG@100 | NDCG@50 | NDCG@100 | |
| defense | 0.7482 | 0.5309 | 0.9592 | 0.7936 |
| eiffel | 0.8872 | 0.8002 | 0.9260 | 0.8643 |
| invalides | 0.9852 | 0.9378 | 0.9884 | 0.9473 |
| louvre | 0.8224 | 0.7279 | 0.8674 | 0.7566 |
| moulinrouge | 0.7690 | 0.6163 | 0.9882 | 0.9627 |
| museedorsay | 0.6485 | 0.5262 | 0.8407 | 0.6952 | | | notredame | 0.9910 | 0.8956 | 0.9860 | 0.8883 |
| --- | --- | --- | --- | --- |
| pantheon | 0.9941 | 0.9355 | 0.9982 | 0.9559 |
| pompidou | 0.8641 | 0.8234 | 0.9008 | 0.8874 |
| sacrecoeur | 0.9647 | 0.9084 | 0.9780 | 0.9257 |
| triomphe | 0.9727 | 0.8734 | 0.9907 | 0.9745 |
| mean | 0.8770 | 0.7796 | 0.9476 | 0.8774 | | 1 |
| Query | Baseline | Re-ranking | | |
| --- | --- | --- | --- | --- |
| NDCG@50 | NDCG@100 | NDCG@50 | NDCG@100 | |
| defense | 0.7482 | 0.5309 | 0.9592 | 0.7936 |
| eiffel | 0.8872 | 0.8002 | 0.9260 | 0.8643 |
| invalides | 0.9852 | 0.9378 | 0.9884 | 0.9473 |
| louvre | 0.8224 | 0.7279 | 0.8674 | 0.7566 |
| moulinrouge | 0.7690 | 0.6163 | 0.9882 | 0.9627 |
| museedorsay | 0.6485 | 0.5262 | 0.8407 | 0.6952 | | | ashmolean | 0.6617 | 0.6825 | 0.7858 | 0.7954 |
| --- | --- | --- | --- | --- |
| balliol | 0.6561 | 0.6860 | 0.7220 | 0.7305 |
| bodleian | 0.5847 | 0.6297 | 0.9030 | 0.9133 |
| christchurch | 0.6259 | 0.6033 | 0.8136 | 0.7482 |
| cornmarket | 0.8137 | 0.8137 | 0.9188 | 0.9252 |
| hertford | 0.7462 | 0.7740 | 0.8318 | 0.8288 |
| keble | 0.9486 | 0.9511 | 0.8775 | 0.8775 |
| magdalen | 0.2492 | 0.2385 | 0.4471 | 0.4148 |
| pittrivers | 0.8830 | 0.8902 | 0.9161 | 0.9161 |
| radcliffecamera | 0.8400 | 0.7803 | 0.7806 | 0.7656 |
| mean | 0.7027 | 0.7016 | 0.7930 | 0.7818 | | 0 |
| InitializationMethod | FI | VFRatio | VTSFD | VFS | VXB |
| --- | --- | --- | --- | --- | --- |
| MacQueen2 | 1335052.363 | 11.0305 | 0.9169 | -1113107.01 | 0.1621 |
| Faber | 1335052.363 | 11.0305 | 0.9148 | -1113107.01 | 0.1621 | | | K-Means++ | 1190498.537 | 10.7359 | 0.9148 | -987617.57 | 0.2388 |
| --- | --- | --- | --- | --- | --- |
| K-Means++×10 | 1335046.425 | 11.0304 | 0.9148 | -1113101.04 | 0.1621 |
| MaxMinLinear | 1335357.554 | 11.0332 | 0.9169 | -1113412.13 | 0.1611 | | 1 |
| InitializationMethod | FI | VFRatio | VTSFD | VFS | VXB |
| --- | --- | --- | --- | --- | --- |
| MacQueen2 | 1335052.363 | 11.0305 | 0.9169 | -1113107.01 | 0.1621 |
| Faber | 1335052.363 | 11.0305 | 0.9148 | -1113107.01 | 0.1621 | | | InitializationMethod | #ofiteration | VPC | VCL | FB | FW |
| --- | --- | --- | --- | --- | --- |
| MacQueen2 | 45 | 0.664 | 0.7455 | 110972.7 | 1224079.7 |
| Faber | 430 | 0.664 | 0.7455 | 101440.4 | 1224079.7 |
| K-Means++ | 37 | 0.616 | 0.7029 | 101440.5 | 1089058.1 |
| K-Means++×10 | 393 | 0.664 | 0.7455 | 101440.4 | 1224073.7 |
| MaxMinLinear | 34 | 0.665 | 0.7458 | 110972.7 | 1224384.8 | | 0 |
| InitializationMethod | FI | VFRatio | VTSFD | VFS | VXB |
| --- | --- | --- | --- | --- | --- |
| MacQueen2 | 1335052.363 | 11.0305 | 0.9169 | -1113107.01 | 0.1621 |
| Faber | 1335052.363 | 11.0305 | 0.9148 | -1113107.01 | 0.1621 |
| K-Means++ | 1190498.537 | 10.7359 | 0.9148 | -987617.57 | 0.2388 | | | K-Means++×10 | 1335046.425 | 11.0304 | 0.9148 | -1113101.04 | 0.1621 |
| --- | --- | --- | --- | --- | --- |
| MaxMinLinear | 1335357.554 | 11.0332 | 0.9169 | -1113412.13 | 0.1611 | | 1 |
| InitializationMethod | FI | VFRatio | VTSFD | VFS | VXB |
| --- | --- | --- | --- | --- | --- |
| MacQueen2 | 1335052.363 | 11.0305 | 0.9169 | -1113107.01 | 0.1621 |
| Faber | 1335052.363 | 11.0305 | 0.9148 | -1113107.01 | 0.1621 |
| K-Means++ | 1190498.537 | 10.7359 | 0.9148 | -987617.57 | 0.2388 | | | Faber | 430 | 0.664 | 0.7455 | 101440.4 | 1224079.7 |
| --- | --- | --- | --- | --- | --- |
| K-Means++ | 37 | 0.616 | 0.7029 | 101440.5 | 1089058.1 |
| K-Means++×10 | 393 | 0.664 | 0.7455 | 101440.4 | 1224073.7 |
| MaxMinLinear | 34 | 0.665 | 0.7458 | 110972.7 | 1224384.8 | | 0 |
| | WORD2VEC | GLOVE | | |
| --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | |
| capital-common-countries | 82.01 | 83.60 | 95.06 | 95.96 |
| capital-world | 78.38 | 80.08 | 91.89 | 92.31 |
| city-in-state | 69.56 | 69.88 | 69.56 | 70.45 | | | currency | 32.43 | 32.92 | 21.59 | 21.36 |
| --- | --- | --- | --- | --- |
| family | 84.98 | 84.59 | 95.84 | 95.65 |
| gram1-adjective-to-adverb | 28.02 | 27.72 | 40.42 | 39.21 |
| gram2-opposite | 40.14 | 40.51 | 31.65 | 30.91 |
| gram3-comparative | 89.19 | 89.26 | 86.93 | 87.09 |
| gram4-superlative | 82.71 | 83.33 | 90.46 | 90.59 |
| gram5-present-participle | 79.36 | 79.64 | 82.95 | 82.76 |
| gram6-nationality-adjective | 90.24 | 90.36 | 90.24 | 90.24 |
| gram7-past-tense | 66.03 | 66.53 | 63.91 | 64.87 |
| gram8-plural | 91.07 | 90.61 | 95.27 | 95.36 |
| gram9-plural-verbs | 68.74 | 67.58 | 67.24 | 68.05 | | 1 |
| | WORD2VEC | GLOVE | | |
| --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | |
| capital-common-countries | 82.01 | 83.60 | 95.06 | 95.96 |
| capital-world | 78.38 | 80.08 | 91.89 | 92.31 |
| city-in-state | 69.56 | 69.88 | 69.56 | 70.45 | | | Group | Name | Nqorig | Nq |
| --- | --- | --- | --- |
| 4 | family(genderinflections) | 506 | 305 |
| 5 | gram1-adjective-to-adverb | 992 | 755 |
| 6 | gram2-opposite | 812 | 305 |
| 7 | gram3-comparative | 1332 | 1259 |
| 8 | gram4-superlative | 1122 | 505 |
| 9 | gram5-present-participle | 1056 | 991 |
| 11 | gram7-past-tense | 1560 | 1331 |
| 12 | gram8-plural(nouns) | 1332 | 991 |
| 13 | gram9-plural-verbs | 870 | 649 | | 0 |
| | WORD2VEC | GLOVE | | |
| --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | |
| capital-common-countries | 82.01 | 83.60 | 95.06 | 95.96 | | | capital-world | 78.38 | 80.08 | 91.89 | 92.31 |
| --- | --- | --- | --- | --- |
| city-in-state | 69.56 | 69.88 | 69.56 | 70.45 |
| currency | 32.43 | 32.92 | 21.59 | 21.36 |
| family | 84.98 | 84.59 | 95.84 | 95.65 |
| gram1-adjective-to-adverb | 28.02 | 27.72 | 40.42 | 39.21 |
| gram2-opposite | 40.14 | 40.51 | 31.65 | 30.91 |
| gram3-comparative | 89.19 | 89.26 | 86.93 | 87.09 |
| gram4-superlative | 82.71 | 83.33 | 90.46 | 90.59 |
| gram5-present-participle | 79.36 | 79.64 | 82.95 | 82.76 |
| gram6-nationality-adjective | 90.24 | 90.36 | 90.24 | 90.24 |
| gram7-past-tense | 66.03 | 66.53 | 63.91 | 64.87 |
| gram8-plural | 91.07 | 90.61 | 95.27 | 95.36 |
| gram9-plural-verbs | 68.74 | 67.58 | 67.24 | 68.05 | | 1 |
| | WORD2VEC | GLOVE | | |
| --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | |
| capital-common-countries | 82.01 | 83.60 | 95.06 | 95.96 | | | 12 | gram8-plural(nouns) | 1332 | 991 |
| --- | --- | --- | --- |
| 13 | gram9-plural-verbs | 870 | 649 | | 0 |
| struct | stride | dim |
| --- | --- | --- |
| 5×5,64 | 2×2 | 2048 |
| 1024cells | 1 | 1024 |
| 1024cells | 1 | 1024 |
| 1024cells | 1 | 1024 | | | - | - | 1024 |
| --- | --- | --- |
| 1024×512 | - | 512 |
| - | - | 512 |
| - | - | 512 |
| | | | | 1 |
| struct | stride | dim |
| --- | --- | --- |
| 5×5,64 | 2×2 | 2048 |
| 1024cells | 1 | 1024 |
| 1024cells | 1 | 1024 |
| 1024cells | 1 | 1024 | | | | | | GFLOPS | GB/s | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Kernel | R×Rxy | T×Txy | Initial | Buf | Tex | Initial | Buf | Tex |
| 8 | 1×1 | 8×8 | 414 | 562 | 510 | 53 | 72 | 65 |
| 9 | 1×2 | 16×8 | 771 | 837 | 818 | 49 | 54 | 53 |
| 10 | 2×1 | 8×16 | 783 | 852 | 834 | 50 | 55 | 54 |
| 11 | 2×2 | 8×8 | 801 | 944 | 1023 | 53 | 61 | 66 |
| 12 | 2×2 | 16×16 | 644 | 908 | 897 | 21 | 31 | 30 | | 0 |
| struct | stride | dim |
| --- | --- | --- |
| 5×5,64 | 2×2 | 2048 |
| 1024cells | 1 | 1024 | | | 1024cells | 1 | 1024 |
| --- | --- | --- |
| 1024cells | 1 | 1024 |
| - | - | 1024 |
| 1024×512 | - | 512 |
| - | - | 512 |
| - | - | 512 |
| | | | | 1 |
| struct | stride | dim |
| --- | --- | --- |
| 5×5,64 | 2×2 | 2048 |
| 1024cells | 1 | 1024 | | | 11 | 2×2 | 8×8 | 801 | 944 | 1023 | 53 | 61 | 66 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 12 | 2×2 | 16×16 | 644 | 908 | 897 | 21 | 31 | 30 | | 0 |
| | ar-en | fr-en |
| --- | --- | --- |
| Forspeedtesting | | | | | Setname<br>#sentences<br>#words<br>Avgwords/sent | Subsetoftrainingdata<br>800k200k<br>5.8m5.9m<br>7.329.7 | |
| --- | --- | --- |
| Formodelscoretesting | | |
| Setname<br>#sentences<br>#words<br>Avgwords/sent | OpenSubtitles<br>2000<br>14,620<br>7.3 | newstest2011<br>3003<br>86,162<br>28.7 | | 1 |
| | ar-en | fr-en |
| --- | --- | --- |
| Forspeedtesting | | | | | Channel | Type | Year(s) | h | #Words |
| --- | --- | --- | --- | --- |
| Trainingset | | | | |
| DLF<br>SWR2<br>SWR2Info<br>WDR2<br>NDR4 | Radio<br>Radio<br>Radio<br>Radio<br>Radio | 2000–01<br>2000<br>2000<br>2000<br>2000 | 67.81<br>38.42<br>1.88<br>26.75<br>11.41 | 535K<br>333K<br>18K<br>224K<br>98K |
| total | | | 146.28 | 1209K |
| Developmentset | | | | |
| ARD | TV | 2000–01 | 8.93 | 84K |
| Testset | | | | |
| DW | Radio | 2000–01 | 6.33 | 50K | | 0 |
| | ar-en | fr-en |
| --- | --- | --- |
| Forspeedtesting | | |
| Setname<br>#sentences<br>#words<br>Avgwords/sent | Subsetoftrainingdata<br>800k200k<br>5.8m5.9m<br>7.329.7 | | | | Formodelscoretesting | | |
| --- | --- | --- |
| Setname<br>#sentences<br>#words<br>Avgwords/sent | OpenSubtitles<br>2000<br>14,620<br>7.3 | newstest2011<br>3003<br>86,162<br>28.7 | | 1 |
| | ar-en | fr-en |
| --- | --- | --- |
| Forspeedtesting | | |
| Setname<br>#sentences<br>#words<br>Avgwords/sent | Subsetoftrainingdata<br>800k200k<br>5.8m5.9m<br>7.329.7 | | | | DLF<br>SWR2<br>SWR2Info<br>WDR2<br>NDR4 | Radio<br>Radio<br>Radio<br>Radio<br>Radio | 2000–01<br>2000<br>2000<br>2000<br>2000 | 67.81<br>38.42<br>1.88<br>26.75<br>11.41 | 535K<br>333K<br>18K<br>224K<br>98K |
| --- | --- | --- | --- | --- |
| total | | | 146.28 | 1209K |
| Developmentset | | | | |
| ARD | TV | 2000–01 | 8.93 | 84K |
| Testset | | | | |
| DW | Radio | 2000–01 | 6.33 | 50K | | 0 |
| ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.89 | 0.122 | 0.878 | 0.11 | 0.885 |
| NB | 0.537 | 0.18 | 0.82 | 0.463 | 0.654 |
| SL | 0.884 | 0.11 | 0.89 | 0.116 | 0.887 |
| MLP | 0.887 | 0.106 | 0.894 | 0.113 | 0.89 | | | PART | 0.893 | 0.122 | 0.878 | 0.107 | 0.887 |
| --- | --- | --- | --- | --- | --- |
| RF | 0.911 | 0.069 | 0.931 | 0.089 | 0.919 |
| J48 | 0.869 | 0.094 | 0.906 | 0.131 | 0.885 | | 1 |
| ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.89 | 0.122 | 0.878 | 0.11 | 0.885 |
| NB | 0.537 | 0.18 | 0.82 | 0.463 | 0.654 |
| SL | 0.884 | 0.11 | 0.89 | 0.116 | 0.887 |
| MLP | 0.887 | 0.106 | 0.894 | 0.113 | 0.89 | | | ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.909 | 0.109 | 0.891 | 0.091 | 0.9 |
| NB | 0.596 | 0.102 | 0.898 | 0.404 | 0.73 |
| SL | 0.899 | 0.102 | 0.898 | 0.101 | 0.899 |
| MLP | 0.924 | 0.098 | 0.902 | 0.076 | 0.914 |
| PART | 0.896 | 0.109 | 0.891 | 0.104 | 0.894 |
| RF | 0.909 | 0.068 | 0.932 | 0.091 | 0.919 |
| J48 | 0.88 | 0.125 | 0.875 | 0.12 | 0.878 | | 0 |
| ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.89 | 0.122 | 0.878 | 0.11 | 0.885 | | | NB | 0.537 | 0.18 | 0.82 | 0.463 | 0.654 |
| --- | --- | --- | --- | --- | --- |
| SL | 0.884 | 0.11 | 0.89 | 0.116 | 0.887 |
| MLP | 0.887 | 0.106 | 0.894 | 0.113 | 0.89 |
| PART | 0.893 | 0.122 | 0.878 | 0.107 | 0.887 |
| RF | 0.911 | 0.069 | 0.931 | 0.089 | 0.919 |
| J48 | 0.869 | 0.094 | 0.906 | 0.131 | 0.885 | | 1 |
| ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.89 | 0.122 | 0.878 | 0.11 | 0.885 | | | RF | 0.909 | 0.068 | 0.932 | 0.091 | 0.919 |
| --- | --- | --- | --- | --- | --- |
| J48 | 0.88 | 0.125 | 0.875 | 0.12 | 0.878 | | 0 |
| | Scale176×144 | Scale192×160 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | PSNR | SSIM | MOS | PSNR | SSIM | MOS | PSNR | SSIM | | | SGEN | 24.12 | 0.7202 | 4.6333 | 24.55 | 0.7330 | 4.6000 | 24.92 | 0.7429 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SGEN-MSE | 24.61 | 0.7501 | 4.3667 | 24.98 | 0.7576 | 4.6333 | 25.39 | 0.7686 |
| SRCNN | 23.17 | 0.6419 | 1.1500 | 23.58 | 0.6548 | 1.2333 | 23.92 | 0.6643 |
| SRResNet | 24.31 | 0.7328 | 3.3500 | 24.77 | 0.7458 | 3.0833 | 25.04 | 0.7543 |
| SRGAN | 24.03 | 0.7198 | 3.8333 | 24.37 | 0.7297 | 3.9444 | 24.71 | 0.7413 |
| RED-Net | 24.30 | 0.7318 | 3.6667 | 24.73 | 0.7461 | 3.6500 | 25.11 | 0.7560 |
| URDGN | 23.98 | 0.7181 | 2.9333 | 24.42 | 0.7306 | 2.9500 | 24.67 | 0.7396 | | 1 |
| | Scale176×144 | Scale192×160 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | PSNR | SSIM | MOS | PSNR | SSIM | MOS | PSNR | SSIM | | | | Scale128×96 | Scale144×112 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | PSNR | SSIM | MOS | PSNR | SSIM | MOS | PSNR | SSIM |
| SGEN | 22.37 | 0.6555 | 4.4833 | 23.08 | 0.6863 | 4.7833 | 23.61 | 0.7006 |
| SGEN-MSE | 23.00 | 0.6989 | 4.3667 | 23.60 | 0.7161 | 4.5000 | 24.12 | 0.7327 |
| SRCNN | 21.72 | 0.5923 | 1.0000 | 22.22 | 0.6094 | 1.0667 | 22.69 | 0.6236 |
| SRResNet | 22.73 | 0.6827 | 3.0333 | 23.29 | 0.7016 | 3.0667 | 23.81 | 0.7166 |
| SRGAN | 22.29 | 0.6486 | 2.9444 | 22.78 | 0.6796 | 3.0000 | 23.43 | 0.6927 |
| RED-Net | 22.77 | 0.6809 | 3.6667 | 23.32 | 0.7001 | 3.6333 | 23.83 | 0.7147 |
| URDGN | 22.54 | 0.6688 | 2.8667 | 23.10 | 0.6885 | 3.0667 | 23.56 | 0.7044 | | 0 |
| | Scale176×144 | Scale192×160 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | PSNR | SSIM | MOS | PSNR | SSIM | MOS | PSNR | SSIM |
| SGEN | 24.12 | 0.7202 | 4.6333 | 24.55 | 0.7330 | 4.6000 | 24.92 | 0.7429 |
| SGEN-MSE | 24.61 | 0.7501 | 4.3667 | 24.98 | 0.7576 | 4.6333 | 25.39 | 0.7686 |
| SRCNN | 23.17 | 0.6419 | 1.1500 | 23.58 | 0.6548 | 1.2333 | 23.92 | 0.6643 | | | SRResNet | 24.31 | 0.7328 | 3.3500 | 24.77 | 0.7458 | 3.0833 | 25.04 | 0.7543 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SRGAN | 24.03 | 0.7198 | 3.8333 | 24.37 | 0.7297 | 3.9444 | 24.71 | 0.7413 |
| RED-Net | 24.30 | 0.7318 | 3.6667 | 24.73 | 0.7461 | 3.6500 | 25.11 | 0.7560 |
| URDGN | 23.98 | 0.7181 | 2.9333 | 24.42 | 0.7306 | 2.9500 | 24.67 | 0.7396 | | 1 |
| | Scale176×144 | Scale192×160 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | PSNR | SSIM | MOS | PSNR | SSIM | MOS | PSNR | SSIM |
| SGEN | 24.12 | 0.7202 | 4.6333 | 24.55 | 0.7330 | 4.6000 | 24.92 | 0.7429 |
| SGEN-MSE | 24.61 | 0.7501 | 4.3667 | 24.98 | 0.7576 | 4.6333 | 25.39 | 0.7686 |
| SRCNN | 23.17 | 0.6419 | 1.1500 | 23.58 | 0.6548 | 1.2333 | 23.92 | 0.6643 | | | SRResNet | 22.73 | 0.6827 | 3.0333 | 23.29 | 0.7016 | 3.0667 | 23.81 | 0.7166 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SRGAN | 22.29 | 0.6486 | 2.9444 | 22.78 | 0.6796 | 3.0000 | 23.43 | 0.6927 |
| RED-Net | 22.77 | 0.6809 | 3.6667 | 23.32 | 0.7001 | 3.6333 | 23.83 | 0.7147 |
| URDGN | 22.54 | 0.6688 | 2.8667 | 23.10 | 0.6885 | 3.0667 | 23.56 | 0.7044 | | 0 |
| Ω1 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #submeshes | 16 | 32 | 64 | 128 | 160 | 192 |
| ParMETIS<br>RCB<br>MSFC<br>HSFC<br>Zoltan/HSFC | 2<br>2<br>4<br>3<br>12 | 2<br>2<br>5<br>6<br>18 | 5<br>5<br>10<br>13<br>21 | 8<br>11<br>16<br>23<br>23 | 8<br>12<br>19<br>24<br>24 | 9<br>13<br>21<br>23<br>24 |
| Ω2 | | | | | | | | | #submeshes | 16 | 32 | 64 | 128 | 160 | 192 |
| --- | --- | --- | --- | --- | --- | --- |
| ParMETIS<br>RCB<br>MSFC<br>HSFC<br>Zoltan/HSFC | 7<br>7<br>9<br>8<br>12 | 7<br>7<br>13<br>10<br>19 | 7<br>8<br>18<br>13<br>23 | 10<br>11<br>21<br>18<br>25 | 11<br>12<br>22<br>20<br>27 | 12<br>12<br>25<br>21<br>31 | | 1 |
| Ω1 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #submeshes | 16 | 32 | 64 | 128 | 160 | 192 |
| ParMETIS<br>RCB<br>MSFC<br>HSFC<br>Zoltan/HSFC | 2<br>2<br>4<br>3<br>12 | 2<br>2<br>5<br>6<br>18 | 5<br>5<br>10<br>13<br>21 | 8<br>11<br>16<br>23<br>23 | 8<br>12<br>19<br>24<br>24 | 9<br>13<br>21<br>23<br>24 |
| Ω2 | | | | | | | | | 8<br>4<br>2 | 895542<br>1791084<br>3582168 | 934040<br>1808784<br>3585869 |
| --- | --- | --- |
| 8<br>4<br>2 | 3203546<br>6407091<br>7<br>1.2814·10 | 3219769<br>6427398<br>7<br>1.2827·10 |
| 8<br>4<br>2 | 8.928·10<br>9<br>1.7856·10<br>9<br>3.5712·10 | 8.9394·10<br>9<br>1.7871·10<br>9<br>3.573·10 |
| 8<br>4<br>2 | 1.2497·10<br>9<br>2.4995·10<br>9<br>4.9989·10 | 1.251·10<br>9<br>2.5005·10<br>9<br>4.9995·10 |
| 8 | 6.4582·10 | 6.4651·10 | | 0 |
| Ω1 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #submeshes | 16 | 32 | 64 | 128 | 160 | 192 |
| ParMETIS<br>RCB<br>MSFC<br>HSFC<br>Zoltan/HSFC | 2<br>2<br>4<br>3<br>12 | 2<br>2<br>5<br>6<br>18 | 5<br>5<br>10<br>13<br>21 | 8<br>11<br>16<br>23<br>23 | 8<br>12<br>19<br>24<br>24 | 9<br>13<br>21<br>23<br>24 |
| Ω2 | | | | | | | | | #submeshes | 16 | 32 | 64 | 128 | 160 | 192 |
| --- | --- | --- | --- | --- | --- | --- |
| ParMETIS<br>RCB<br>MSFC<br>HSFC<br>Zoltan/HSFC | 7<br>7<br>9<br>8<br>12 | 7<br>7<br>13<br>10<br>19 | 7<br>8<br>18<br>13<br>23 | 10<br>11<br>21<br>18<br>25 | 11<br>12<br>22<br>20<br>27 | 12<br>12<br>25<br>21<br>31 | | 1 |
| Ω1 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #submeshes | 16 | 32 | 64 | 128 | 160 | 192 |
| ParMETIS<br>RCB<br>MSFC<br>HSFC<br>Zoltan/HSFC | 2<br>2<br>4<br>3<br>12 | 2<br>2<br>5<br>6<br>18 | 5<br>5<br>10<br>13<br>21 | 8<br>11<br>16<br>23<br>23 | 8<br>12<br>19<br>24<br>24 | 9<br>13<br>21<br>23<br>24 |
| Ω2 | | | | | | | | | 8<br>4<br>2 | 8.928·10<br>9<br>1.7856·10<br>9<br>3.5712·10 | 8.9394·10<br>9<br>1.7871·10<br>9<br>3.573·10 |
| --- | --- | --- |
| 8<br>4<br>2 | 1.2497·10<br>9<br>2.4995·10<br>9<br>4.9989·10 | 1.251·10<br>9<br>2.5005·10<br>9<br>4.9995·10 |
| 8 | 6.4582·10 | 6.4651·10 | | 0 |
| Nr | Dataset | req1:domain | req2:heterog | req3:size | req4:dump |
| --- | --- | --- | --- | --- | --- |
| 1 | AllenBrainAtlas | no | no | no | yes |
| 2 | AirportData | yes | no | yes | no |
| 3 | BAMS | no | no | no | yes |
| 4 | BBCJohnPeelsess | yes | yes | yes | yes |
| 5 | BBOP | no | yes | no | yes |
| 6 | BTCDatasets | +/- | yes | yes | yes |
| 7 | Bio2RDF | no | yes | yes | yes |
| 8 | Bitzi | yes | no | yes | no |
| 9 | Data-govWiki | yes | yes | yes | yes |
| 10 | DBpedia | yes | no | yes | yes |
| 11 | EntrezGene | no | yes | no | no |
| 12 | Freebase | yes | no | yes | no |
| 13 | GeoSpeciesKB | no | no | yes | yes |
| 14 | GOannotations | no | yes | no | no |
| 15 | GovTrack.us | yes | yes | yes | yes |
| 16 | Jamendo | yes | yes | yes | yes |
| 17 | LinkedCT | no | yes | yes | yes |
| 18 | LinkedMDB | yes | no | yes | yes |
| 19 | LinkedSensorData | yes | no | yes | yes |
| 20 | Magnatune | yes | yes | yes | yes |
| 21 | MeSHheadings | no | yes | yes | yes |
| 22 | MusicBrainz | yes | yes | N/A | no |
| 23 | OpenCyc | no | no | yes | no |
| 24 | RKBExplorerData | yes | yes | yes | no |
| 25 | STWThesaurusforEconomics | no | no | no | yes |
| 26 | SwetoDblp | yes | no | no | yes |
| 27 | TaxonConceptKB | no | no | no | yes |
| 28 | TelegraphisLOD | yes | yes | no | yes |
| 29 | TCMGeneDIT | no | no | no | yes |
| 30 | t4gm.info | yes | no | no | yes |
| 31 | UniProt | no | yes | yes | yes |
| 32 | U.S.Census | yes | no | yes | no | | | 33 | U.S.SEC | yes | no | yes | yes |
| --- | --- | --- | --- | --- | --- |
| 34 | YAGO | yes | no | yes | yes | | 1 |
| Nr | Dataset | req1:domain | req2:heterog | req3:size | req4:dump |
| --- | --- | --- | --- | --- | --- |
| 1 | AllenBrainAtlas | no | no | no | yes |
| 2 | AirportData | yes | no | yes | no |
| 3 | BAMS | no | no | no | yes |
| 4 | BBCJohnPeelsess | yes | yes | yes | yes |
| 5 | BBOP | no | yes | no | yes |
| 6 | BTCDatasets | +/- | yes | yes | yes |
| 7 | Bio2RDF | no | yes | yes | yes |
| 8 | Bitzi | yes | no | yes | no |
| 9 | Data-govWiki | yes | yes | yes | yes |
| 10 | DBpedia | yes | no | yes | yes |
| 11 | EntrezGene | no | yes | no | no |
| 12 | Freebase | yes | no | yes | no |
| 13 | GeoSpeciesKB | no | no | yes | yes |
| 14 | GOannotations | no | yes | no | no |
| 15 | GovTrack.us | yes | yes | yes | yes |
| 16 | Jamendo | yes | yes | yes | yes |
| 17 | LinkedCT | no | yes | yes | yes |
| 18 | LinkedMDB | yes | no | yes | yes |
| 19 | LinkedSensorData | yes | no | yes | yes |
| 20 | Magnatune | yes | yes | yes | yes |
| 21 | MeSHheadings | no | yes | yes | yes |
| 22 | MusicBrainz | yes | yes | N/A | no |
| 23 | OpenCyc | no | no | yes | no |
| 24 | RKBExplorerData | yes | yes | yes | no |
| 25 | STWThesaurusforEconomics | no | no | no | yes |
| 26 | SwetoDblp | yes | no | no | yes |
| 27 | TaxonConceptKB | no | no | no | yes |
| 28 | TelegraphisLOD | yes | yes | no | yes |
| 29 | TCMGeneDIT | no | no | no | yes |
| 30 | t4gm.info | yes | no | no | yes |
| 31 | UniProt | no | yes | yes | yes |
| 32 | U.S.Census | yes | no | yes | no | | | #Dataset | #Triples | #(S∩O) | #P |
| --- | --- | --- | --- |
| WatDiv100M | 108997714 | 10250947 | 86 |
| WatDiv200M | 219783842 | 20296483 | 86 |
| WatDiv300M | 329827477 | 30221812 | 86 |
| WatDiv400M | 439433765 | 40040420 | 86 |
| WatDiv500M | 549246141 | 49771433 | 86 |
| Yago | 200737655 | 38734252 | 46 |
| DBpedia | 120978080 | 42966066 | 4282 | | 0 |
| Nr | Dataset | req1:domain | req2:heterog | req3:size | req4:dump |
| --- | --- | --- | --- | --- | --- |
| 1 | AllenBrainAtlas | no | no | no | yes | | | 2 | AirportData | yes | no | yes | no |
| --- | --- | --- | --- | --- | --- |
| 3 | BAMS | no | no | no | yes |
| 4 | BBCJohnPeelsess | yes | yes | yes | yes |
| 5 | BBOP | no | yes | no | yes |
| 6 | BTCDatasets | +/- | yes | yes | yes |
| 7 | Bio2RDF | no | yes | yes | yes |
| 8 | Bitzi | yes | no | yes | no |
| 9 | Data-govWiki | yes | yes | yes | yes |
| 10 | DBpedia | yes | no | yes | yes |
| 11 | EntrezGene | no | yes | no | no |
| 12 | Freebase | yes | no | yes | no |
| 13 | GeoSpeciesKB | no | no | yes | yes |
| 14 | GOannotations | no | yes | no | no |
| 15 | GovTrack.us | yes | yes | yes | yes |
| 16 | Jamendo | yes | yes | yes | yes |
| 17 | LinkedCT | no | yes | yes | yes |
| 18 | LinkedMDB | yes | no | yes | yes |
| 19 | LinkedSensorData | yes | no | yes | yes |
| 20 | Magnatune | yes | yes | yes | yes |
| 21 | MeSHheadings | no | yes | yes | yes |
| 22 | MusicBrainz | yes | yes | N/A | no |
| 23 | OpenCyc | no | no | yes | no |
| 24 | RKBExplorerData | yes | yes | yes | no |
| 25 | STWThesaurusforEconomics | no | no | no | yes |
| 26 | SwetoDblp | yes | no | no | yes |
| 27 | TaxonConceptKB | no | no | no | yes |
| 28 | TelegraphisLOD | yes | yes | no | yes |
| 29 | TCMGeneDIT | no | no | no | yes |
| 30 | t4gm.info | yes | no | no | yes |
| 31 | UniProt | no | yes | yes | yes |
| 32 | U.S.Census | yes | no | yes | no |
| 33 | U.S.SEC | yes | no | yes | yes |
| 34 | YAGO | yes | no | yes | yes | | 1 |
| Nr | Dataset | req1:domain | req2:heterog | req3:size | req4:dump |
| --- | --- | --- | --- | --- | --- |
| 1 | AllenBrainAtlas | no | no | no | yes | | | Yago | 200737655 | 38734252 | 46 |
| --- | --- | --- | --- |
| DBpedia | 120978080 | 42966066 | 4282 | | 0 |
| Tracker | TrackPurity | TargetPurity |
| --- | --- | --- |
| 2Groups | 48.50 | 45.28 |
| 3Groups | 55.27 | 48.81 |
| 6Groups | 60.11 | 55.39 | | | 12Groups | 64.37 | 57.49 |
| --- | --- | --- |
| 20Groups | 55.65 | 51.50 | | 1 |
| Tracker | TrackPurity | TargetPurity |
| --- | --- | --- |
| 2Groups | 48.50 | 45.28 |
| 3Groups | 55.27 | 48.81 |
| 6Groups | 60.11 | 55.39 | | | Tracker | TrackPurity | TargetPurity |
| --- | --- | --- |
| Gray-scaleData | 28.43 | 04.28 |
| RGBData | 39.20 | 35.07 |
| MSData | 55.12 | 50.91 |
| OFDS | 12.66 | 12.66 |
| LoFT | 60.30 | 40.50 |
| Sum-rule | 50.17 | 45.25 |
| VarianceRatio | 48.26 | 44.56 |
| HFT | 69.78 | 60.30 |
| Ours(HLT) | 64.37 | 57.49 | | 0 |
| Tracker | TrackPurity | TargetPurity |
| --- | --- | --- |
| 2Groups | 48.50 | 45.28 | | | 3Groups | 55.27 | 48.81 |
| --- | --- | --- |
| 6Groups | 60.11 | 55.39 |
| 12Groups | 64.37 | 57.49 |
| 20Groups | 55.65 | 51.50 | | 1 |
| Tracker | TrackPurity | TargetPurity |
| --- | --- | --- |
| 2Groups | 48.50 | 45.28 | | | Sum-rule | 50.17 | 45.25 |
| --- | --- | --- |
| VarianceRatio | 48.26 | 44.56 |
| HFT | 69.78 | 60.30 |
| Ours(HLT) | 64.37 | 57.49 | | 0 |
| video-AP |
| --- |
| RGBw/o |
| Floww/o |
| Fusew/o |
| RGBwithTUN | | | FlowwithTUN |
| --- |
| FusewithTUN | | 1 |
| video-AP |
| --- |
| RGBw/o |
| Floww/o |
| Fusew/o |
| RGBwithTUN | | | Input32×32RGBimage |
| --- |
| 5×5conv.64RELU<br>2×2max-poolingstride2 |
| 5×5conv.128RELU<br>2×2max-poolingstride2 |
| 3×3conv.256RELU<br>2×2avg-poolingstride2 |
| 4×4conv.512Sigmoid(fullyconnected)<br>0.5Dropout |
| 1×1conv.10(fullyconnected) |
| 10-waysoftmax | | 0 |
| video-AP |
| --- |
| RGBw/o |
| Floww/o |
| Fusew/o |
| RGBwithTUN | | | FlowwithTUN |
| --- |
| FusewithTUN | | 1 |
| video-AP |
| --- |
| RGBw/o |
| Floww/o |
| Fusew/o |
| RGBwithTUN | | | 3×3conv.256RELU<br>2×2avg-poolingstride2 |
| --- |
| 4×4conv.512Sigmoid(fullyconnected)<br>0.5Dropout |
| 1×1conv.10(fullyconnected) |
| 10-waysoftmax | | 0 |
| Reference | Elements | Nmin | niter,tot | Remark |
| --- | --- | --- | --- | --- |
| | 8first-order | 6 | - | Numberofiterationshasnotbeenreported. |
| | 8first-order | 3 | 27 | - |
| | 8first-order | 6 | 47 | - |
| | 8first-order | 3 | 30 | ApplicationofastandardNewtonscheme. |
| | 8first-order | 2 | 11 | ApplicationofanacceleratedNewtonscheme. |
| | 8first-order | 60 | - | Numberofiterationshasnotbeenreported. |
| | 8first-order | 3 | 16 | - |
| | 8first-order | 1 | 4 | Non-objectivevariantproposedin. |
| CJ | 8first-order | 7 | 59 | Objectivevariantproposedin. |
| CJ | 8third-order | 7 | 58 | Objectivevariantproposedin. |
| SV | 8first-order | 7 | 52 | Interpretationoftheformulationof. |
| SV | 8third-order | 7 | 58 | Interpretationoftheformulationof. | | | SK-TAN | 8third-order | 1 | 8 | Kirchhofftypebeamelementformulation. |
| --- | --- | --- | --- | --- |
| WK-TAN | 8third-order | 1 | 8 | Kirchhofftypebeamelementformulation. |
| SK-ROT | 8third-order | 1 | 24 | Kirchhofftypebeamelementformulation. |
| WK-ROT | 8third-order | 2 | 30 | Kirchhofftypebeamelementformulation. | | 1 |
| Reference | Elements | Nmin | niter,tot | Remark |
| --- | --- | --- | --- | --- |
| | 8first-order | 6 | - | Numberofiterationshasnotbeenreported. |
| | 8first-order | 3 | 27 | - |
| | 8first-order | 6 | 47 | - |
| | 8first-order | 3 | 30 | ApplicationofastandardNewtonscheme. |
| | 8first-order | 2 | 11 | ApplicationofanacceleratedNewtonscheme. |
| | 8first-order | 60 | - | Numberofiterationshasnotbeenreported. |
| | 8first-order | 3 | 16 | - |
| | 8first-order | 1 | 4 | Non-objectivevariantproposedin. |
| CJ | 8first-order | 7 | 59 | Objectivevariantproposedin. |
| CJ | 8third-order | 7 | 58 | Objectivevariantproposedin. |
| SV | 8first-order | 7 | 52 | Interpretationoftheformulationof. |
| SV | 8third-order | 7 | 58 | Interpretationoftheformulationof. | | | 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 | | 0 |
| Reference | Elements | Nmin | niter,tot | Remark |
| --- | --- | --- | --- | --- |
| | 8first-order | 6 | - | Numberofiterationshasnotbeenreported. |
| | 8first-order | 3 | 27 | - |
| | 8first-order | 6 | 47 | - |
| | 8first-order | 3 | 30 | ApplicationofastandardNewtonscheme. |
| | 8first-order | 2 | 11 | ApplicationofanacceleratedNewtonscheme. |
| | 8first-order | 60 | - | Numberofiterationshasnotbeenreported. |
| | 8first-order | 3 | 16 | - |
| | 8first-order | 1 | 4 | Non-objectivevariantproposedin. |
| CJ | 8first-order | 7 | 59 | Objectivevariantproposedin. |
| CJ | 8third-order | 7 | 58 | Objectivevariantproposedin. | | | SV | 8first-order | 7 | 52 | Interpretationoftheformulationof. |
| --- | --- | --- | --- | --- |
| SV | 8third-order | 7 | 58 | Interpretationoftheformulationof. |
| SK-TAN | 8third-order | 1 | 8 | Kirchhofftypebeamelementformulation. |
| WK-TAN | 8third-order | 1 | 8 | Kirchhofftypebeamelementformulation. |
| SK-ROT | 8third-order | 1 | 24 | Kirchhofftypebeamelementformulation. |
| WK-ROT | 8third-order | 2 | 30 | Kirchhofftypebeamelementformulation. | | 1 |
| Reference | Elements | Nmin | niter,tot | Remark |
| --- | --- | --- | --- | --- |
| | 8first-order | 6 | - | Numberofiterationshasnotbeenreported. |
| | 8first-order | 3 | 27 | - |
| | 8first-order | 6 | 47 | - |
| | 8first-order | 3 | 30 | ApplicationofastandardNewtonscheme. |
| | 8first-order | 2 | 11 | ApplicationofanacceleratedNewtonscheme. |
| | 8first-order | 60 | - | Numberofiterationshasnotbeenreported. |
| | 8first-order | 3 | 16 | - |
| | 8first-order | 1 | 4 | Non-objectivevariantproposedin. |
| CJ | 8first-order | 7 | 59 | Objectivevariantproposedin. |
| CJ | 8third-order | 7 | 58 | Objectivevariantproposedin. | | | 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 | | 0 |
| numberoftrials | | | |
| --- | --- | --- | --- |
| task | trajectorypretraining | end-to-endtraining | total |
| coathanger | 120 | 36 | 156 |
| shapecube | 90 | 81 | 171 | | | toyhammer | 150 | 90 | 240 |
| --- | --- | --- | --- |
| bottlecap | 180 | 108 | 288 | | 1 |
| numberoftrials | | | |
| --- | --- | --- | --- |
| task | trajectorypretraining | end-to-endtraining | total |
| coathanger | 120 | 36 | 156 |
| shapecube | 90 | 81 | 171 | | | Name | #sequences | Length(frames) | Approx.durationat25fps |
| --- | --- | --- | --- |
| Greenballtraining | 5 | 12,764 | 8.5min |
| Greenballtesting | 29 | 34,791 | 23min |
| Stopsigntraining | 20 | 15,342 | 10min |
| Stopsigntesting | 30 | 22,240 | 15min |
| Facetraining | 10 | 29,444 | 19.6min |
| Facetesting | 25 | 34,199 | 23min |
| Totaltraining | 35 | 57,550 | 38min |
| Totaltesting | 84 | 91,230 | 60min | | 0 |
| numberoftrials | | | |
| --- | --- | --- | --- |
| task | trajectorypretraining | end-to-endtraining | total | | | coathanger | 120 | 36 | 156 |
| --- | --- | --- | --- |
| shapecube | 90 | 81 | 171 |
| toyhammer | 150 | 90 | 240 |
| bottlecap | 180 | 108 | 288 | | 1 |
| numberoftrials | | | |
| --- | --- | --- | --- |
| task | trajectorypretraining | end-to-endtraining | total | | | Greenballtesting | 29 | 34,791 | 23min |
| --- | --- | --- | --- |
| Stopsigntraining | 20 | 15,342 | 10min |
| Stopsigntesting | 30 | 22,240 | 15min |
| Facetraining | 10 | 29,444 | 19.6min |
| Facetesting | 25 | 34,199 | 23min |
| Totaltraining | 35 | 57,550 | 38min |
| Totaltesting | 84 | 91,230 | 60min | | 0 |
| | Sequentialcase<br>Kappap-value |
| --- | --- |
| Owngift... | ...vs.receivedgift |
| >£0<br>>£1<br>>£2 | .0223.3183<br>.0223.3183<br>.0134.3884 |
| | ...vs.other’sreceivedgift |
| >£0<br>>£1<br>>£2 | .0045.4624<br>.0402.1975<br>.0134.3884 | | | | ...vs.other’sgift |
| --- | --- |
| | .0446.0509 | | 1 |
| | Sequentialcase<br>Kappap-value |
| --- | --- |
| Owngift... | ...vs.receivedgift |
| >£0<br>>£1<br>>£2 | .0223.3183<br>.0223.3183<br>.0134.3884 |
| | ...vs.other’sreceivedgift |
| >£0<br>>£1<br>>£2 | .0045.4624<br>.0402.1975<br>.0134.3884 | | | | E–<br>P– | E+<br>P– | E–<br>P+ | E+<br>P+ |
| --- | --- | --- | --- | --- |
| Morph/lexlookup | 0.53 | 0.54 | 0.54 | 0.49 |
| Phrasalparsing | 0.27 | 0.28 | 0.14 | 0.14 |
| Pruning | – | – | 0.57 | 0.56 |
| Fullparsing | 12.42 | 2.61 | 3.04 | 0.26 |
| Preferences | 3.63 | 1.57 | 1.27 | 0.41 |
| TOTAL | 16.85 | 5.00 | 5.57 | 1.86 | | 0 |
| | Sequentialcase<br>Kappap-value |
| --- | --- |
| Owngift... | ...vs.receivedgift |
| >£0<br>>£1<br>>£2 | .0223.3183<br>.0223.3183<br>.0134.3884 |
| | ...vs.other’sreceivedgift | | | >£0<br>>£1<br>>£2 | .0045.4624<br>.0402.1975<br>.0134.3884 |
| --- | --- |
| | ...vs.other’sgift |
| | .0446.0509 | | 1 |
| | Sequentialcase<br>Kappap-value |
| --- | --- |
| Owngift... | ...vs.receivedgift |
| >£0<br>>£1<br>>£2 | .0223.3183<br>.0223.3183<br>.0134.3884 |
| | ...vs.other’sreceivedgift | | | Preferences | 3.63 | 1.57 | 1.27 | 0.41 |
| --- | --- | --- | --- | --- |
| TOTAL | 16.85 | 5.00 | 5.57 | 1.86 | | 0 |
| Database | Version |
| --- | --- |
| MongoDB | 2.4.4 |
| CouchDB | 1.5.0 |
| Couchbase | 2.2.0 |
| MicrosoftSQLServer2012 | 11.0.3153 | | | MySQL | 5.5.31 |
| --- | --- |
| PostgreSQL | 9.1 | | 1 |
| Database | Version |
| --- | --- |
| MongoDB | 2.4.4 |
| CouchDB | 1.5.0 |
| Couchbase | 2.2.0 |
| MicrosoftSQLServer2012 | 11.0.3153 | | | Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 127 | 482.90 | 5715.4 |
| MySQL | 78.3 | 825.8 | 18794.4 |
| PostgreSQL | 35.5 | 582.6 | 11479.8 |
| MongoDB | 9 | 133.8 | 1530.9 |
| CouchDB | 1.19 | 15.57 | 132.7 |
| Couchbase | 39.37 | 405.57 | 6579.23 | | 0 |
| Database | Version |
| --- | --- |
| MongoDB | 2.4.4 |
| CouchDB | 1.5.0 | | | Couchbase | 2.2.0 |
| --- | --- |
| MicrosoftSQLServer2012 | 11.0.3153 |
| MySQL | 5.5.31 |
| PostgreSQL | 9.1 | | 1 |
| Database | Version |
| --- | --- |
| MongoDB | 2.4.4 |
| CouchDB | 1.5.0 | | | PostgreSQL | 35.5 | 582.6 | 11479.8 |
| --- | --- | --- | --- |
| MongoDB | 9 | 133.8 | 1530.9 |
| CouchDB | 1.19 | 15.57 | 132.7 |
| Couchbase | 39.37 | 405.57 | 6579.23 | | 0 |
| Feature | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Correlation | LBP-TOP8,8,8,1,1,1 | LBP8,1 | | | | |
| TrainingSet | dev | test | dev | test | dev | test | | | CASIA | 50.23 | 50.25 | 48.97 | 50.64 | 44.97 | 47.05 |
| --- | --- | --- | --- | --- | --- | --- |
| Replay-Attack | 47.72 | 48.28 | 60.00 | 61.33 | 57.32 | 57.90 | | 1 |
| Feature | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Correlation | LBP-TOP8,8,8,1,1,1 | LBP8,1 | | | | |
| TrainingSet | dev | test | dev | test | dev | test | | | Accuracy | Features |
| --- | --- |
| 0.823 | 41 |
| 0.831 | 214 |
| 0.836 | 72 |
| 0.838 | 0 |
| 0.842 | 0 |
| 0.846 | 137 | | 0 |
| Feature | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Correlation | LBP-TOP8,8,8,1,1,1 | LBP8,1 | | | | |
| TrainingSet | dev | test | dev | test | dev | test | | | CASIA | 50.23 | 50.25 | 48.97 | 50.64 | 44.97 | 47.05 |
| --- | --- | --- | --- | --- | --- | --- |
| Replay-Attack | 47.72 | 48.28 | 60.00 | 61.33 | 57.32 | 57.90 | | 1 |
| Feature | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Correlation | LBP-TOP8,8,8,1,1,1 | LBP8,1 | | | | |
| TrainingSet | dev | test | dev | test | dev | test | | | 0.838 | 0 |
| --- | --- |
| 0.842 | 0 |
| 0.846 | 137 | | 0 |
| Instance | restart<br>policy | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| scen11<br>(sat) | norestart<br>arithmetic<br>geometric | 42,5<br>8<br>5,5 | 102,2<br>109,5<br>118,1 | 148,3<br>142,7<br>141,2 | >1h<br>29<br>29,3 | >1h<br>211,3<br>210,6 | >1h<br>218,3<br>224,8 | 112,4<br>4<br>4 | 41,3<br>4,5<br>4,3 |
| scen11-f7<br>(unsat) | norestart<br>arithmetic<br>geometric | >1h<br>1848<br>133,7 | 109<br>1464<br>189,9 | >1h<br>1991<br>211,2 | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | >1h<br>3207<br>130,6 | >1h<br>2164<br>137,7 |
| aim-200-1-6<br>(unsat) | norestart<br>arithmetic<br>geometric | 4,8<br>81,4<br>1,9 | 1,5<br>150,3<br>3,2 | 4,7<br>212,7<br>5,3 | 2,3<br>124,8<br>105,9 | 2,8<br>9,4<br>4,8 | 3,1<br>9,2<br>8,5 | 0,28<br>0,39<br>0,19 | 0,31<br>0,27<br>0,23 |
| ehi-85-297-0<br>(unsat) | norestart<br>arithmetic<br>geometric | 17,1<br>2<br>2,1 | 90,4<br>102,2<br>94,2 | 7,1<br>2,8<br>2,7 | 11,8<br>12,8<br>11,7 | 12,2<br>12,4<br>12,1 | 12,4<br>12,3<br>12 | 0,16<br>0,15<br>0,15 | 1,9<br>1,18<br>1,2 | | | frb30-15-1<br>(sat) | norestart<br>arithmetic<br>geometric | 3,2<br>15,9<br>10,5 | 30,1<br>149,2<br>42 | 3,6<br>15,1<br>13,2 | 152,6<br>303,9<br>66,4 | 215,1<br>626,1<br>295,6 | 201,5<br>532,5<br>375,6 | 7,1<br>184,3<br>20,5 | 3,8<br>201,2<br>15,6 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| langford-4-10<br>(unsat) | norestart<br>arithmetic<br>geometric | 16,2<br>521,1<br>65,9 | 193,7<br>749,7<br>238,2 | 24,6<br>557,2<br>101,2 | 59,1<br>2579<br>183,4 | 74,6<br>904,1<br>289,3 | 79,3<br>1293<br>301,1 | 24,1<br>1011<br>106,7 | 20,8<br>744,9<br>70,3 |
| cc-12-12-2<br>(unsat) | norestart<br>arithmetic<br>geometric | 17<br>2939<br>50,7 | 27,6<br>1976<br>67,6 | 25,4<br>>1h<br>79,3 | 16,4<br>>1h<br>65 | 115,9<br>>1h<br>523,6 | 98,2<br>>1h<br>555,6 | 17,9<br>2501<br>49,1 | 17,2<br>2589<br>54,3 |
| ash958GPIA-4<br>(sat) | norestart<br>arithmetic<br>geometric | 10,4<br>13<br>12,8 | 35,6<br>36,2<br>36,8 | 162,2<br>310,2<br>299,2 | 383,7<br>118,3<br>111,4 | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | 6,3<br>14<br>11,6 | 6,4<br>10,7<br>1,2 | | 1 |
| Instance | restart<br>policy | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| scen11<br>(sat) | norestart<br>arithmetic<br>geometric | 42,5<br>8<br>5,5 | 102,2<br>109,5<br>118,1 | 148,3<br>142,7<br>141,2 | >1h<br>29<br>29,3 | >1h<br>211,3<br>210,6 | >1h<br>218,3<br>224,8 | 112,4<br>4<br>4 | 41,3<br>4,5<br>4,3 |
| scen11-f7<br>(unsat) | norestart<br>arithmetic<br>geometric | >1h<br>1848<br>133,7 | 109<br>1464<br>189,9 | >1h<br>1991<br>211,2 | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | >1h<br>3207<br>130,6 | >1h<br>2164<br>137,7 |
| aim-200-1-6<br>(unsat) | norestart<br>arithmetic<br>geometric | 4,8<br>81,4<br>1,9 | 1,5<br>150,3<br>3,2 | 4,7<br>212,7<br>5,3 | 2,3<br>124,8<br>105,9 | 2,8<br>9,4<br>4,8 | 3,1<br>9,2<br>8,5 | 0,28<br>0,39<br>0,19 | 0,31<br>0,27<br>0,23 |
| ehi-85-297-0<br>(unsat) | norestart<br>arithmetic<br>geometric | 17,1<br>2<br>2,1 | 90,4<br>102,2<br>94,2 | 7,1<br>2,8<br>2,7 | 11,8<br>12,8<br>11,7 | 12,2<br>12,4<br>12,1 | 12,4<br>12,3<br>12 | 0,16<br>0,15<br>0,15 | 1,9<br>1,18<br>1,2 | | | Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ehi-85-0<br>(unsat) | t<br>n | 2,1<br>722 | 94,2(0,15)<br>8005(4) | 2,7<br>61 | 11,7<br>3 | 12,1<br>3 | 12<br>3 | 0,15<br>4 | 1,2<br>149 |
| ehi-85-2<br>(unsat) | t<br>n | 1<br>248 | 101,6(0,15)<br>7944(5) | 2,4<br>12 | 11,8<br>4 | 12,4<br>4 | 12,4<br>4 | 5,6<br>650 | 1,1<br>145 |
| geo50-d4-<br>75-2(sat) | t<br>n | 334,9<br>50483 | 526(490,6)<br>88615(76247) | 311,3<br>46772 | >1h<br>– | >1h<br>– | >1h<br>– | 280<br>42946 | 129,2<br>18545 |
| frb30-15-1<br>(sat) | t<br>n | 10,5<br>3557 | 42(15,4)<br>15833(4426) | 13,2<br>3275 | 66,4<br>17866 | 295,6<br>71052 | 375,6<br>85017 | 20,5<br>6044 | 15,6<br>4493 |
| frb30-15-2<br>(sat) | t<br>n | 63,7<br>21330 | 123,6(97,8)<br>38765(27458) | 55,4<br>20019 | 273,4<br>79936 | 5,4<br>1306 | 391,3<br>81911 | 86,8<br>26596 | 91,2<br>26296 |
| 40-8-753-<br>0,1(sat) | t<br>n | 76,5<br>21164 | 70,9(45,9)<br>21369(13422) | 60,4<br>15239 | 2117<br>523831 | 404,5<br>67979 | 931,3<br>180281 | 50,5<br>13823 | 486,3<br>127686 |
| 40-11-414-<br>0,2(unsat) | t<br>n | 1192<br>336691 | 1261(1234)<br>354778(345212) | 1219<br>345886 | >1h<br>– | >1h<br>– | >1h<br>– | 1178<br>346368 | 1162<br>332844 |
| 40-16-250-<br>0,35(unsat) | t<br>n | 2919<br>741883 | 2928(2895)<br>755386(743183) | 3172<br>750910 | >1h<br>– | >1h<br>– | >1h<br>– | 2893<br>747757 | 3038<br>764989 |
| 40-25-180-<br>0,5(unsat) | t<br>n | 2481<br>373742 | 2689(2632)<br>402266(385072) | 2878<br>390292 | >1h<br>– | >1h<br>– | >1h<br>– | 2340<br>349685 | 2606<br>389603 |
| Averagedcputime | t | 786,7 | 870,7 | 857,1 | – | – | – | 761,6 | 836,7 | | 0 |
| Instance | restart<br>policy | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| scen11<br>(sat) | norestart<br>arithmetic<br>geometric | 42,5<br>8<br>5,5 | 102,2<br>109,5<br>118,1 | 148,3<br>142,7<br>141,2 | >1h<br>29<br>29,3 | >1h<br>211,3<br>210,6 | >1h<br>218,3<br>224,8 | 112,4<br>4<br>4 | 41,3<br>4,5<br>4,3 |
| scen11-f7<br>(unsat) | norestart<br>arithmetic<br>geometric | >1h<br>1848<br>133,7 | 109<br>1464<br>189,9 | >1h<br>1991<br>211,2 | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | >1h<br>3207<br>130,6 | >1h<br>2164<br>137,7 | | | aim-200-1-6<br>(unsat) | norestart<br>arithmetic<br>geometric | 4,8<br>81,4<br>1,9 | 1,5<br>150,3<br>3,2 | 4,7<br>212,7<br>5,3 | 2,3<br>124,8<br>105,9 | 2,8<br>9,4<br>4,8 | 3,1<br>9,2<br>8,5 | 0,28<br>0,39<br>0,19 | 0,31<br>0,27<br>0,23 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ehi-85-297-0<br>(unsat) | norestart<br>arithmetic<br>geometric | 17,1<br>2<br>2,1 | 90,4<br>102,2<br>94,2 | 7,1<br>2,8<br>2,7 | 11,8<br>12,8<br>11,7 | 12,2<br>12,4<br>12,1 | 12,4<br>12,3<br>12 | 0,16<br>0,15<br>0,15 | 1,9<br>1,18<br>1,2 |
| frb30-15-1<br>(sat) | norestart<br>arithmetic<br>geometric | 3,2<br>15,9<br>10,5 | 30,1<br>149,2<br>42 | 3,6<br>15,1<br>13,2 | 152,6<br>303,9<br>66,4 | 215,1<br>626,1<br>295,6 | 201,5<br>532,5<br>375,6 | 7,1<br>184,3<br>20,5 | 3,8<br>201,2<br>15,6 |
| langford-4-10<br>(unsat) | norestart<br>arithmetic<br>geometric | 16,2<br>521,1<br>65,9 | 193,7<br>749,7<br>238,2 | 24,6<br>557,2<br>101,2 | 59,1<br>2579<br>183,4 | 74,6<br>904,1<br>289,3 | 79,3<br>1293<br>301,1 | 24,1<br>1011<br>106,7 | 20,8<br>744,9<br>70,3 |
| cc-12-12-2<br>(unsat) | norestart<br>arithmetic<br>geometric | 17<br>2939<br>50,7 | 27,6<br>1976<br>67,6 | 25,4<br>>1h<br>79,3 | 16,4<br>>1h<br>65 | 115,9<br>>1h<br>523,6 | 98,2<br>>1h<br>555,6 | 17,9<br>2501<br>49,1 | 17,2<br>2589<br>54,3 |
| ash958GPIA-4<br>(sat) | norestart<br>arithmetic<br>geometric | 10,4<br>13<br>12,8 | 35,6<br>36,2<br>36,8 | 162,2<br>310,2<br>299,2 | 383,7<br>118,3<br>111,4 | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | 6,3<br>14<br>11,6 | 6,4<br>10,7<br>1,2 | | 1 |
| Instance | restart<br>policy | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| scen11<br>(sat) | norestart<br>arithmetic<br>geometric | 42,5<br>8<br>5,5 | 102,2<br>109,5<br>118,1 | 148,3<br>142,7<br>141,2 | >1h<br>29<br>29,3 | >1h<br>211,3<br>210,6 | >1h<br>218,3<br>224,8 | 112,4<br>4<br>4 | 41,3<br>4,5<br>4,3 |
| scen11-f7<br>(unsat) | norestart<br>arithmetic<br>geometric | >1h<br>1848<br>133,7 | 109<br>1464<br>189,9 | >1h<br>1991<br>211,2 | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | >1h<br>>1h<br>>1h | >1h<br>3207<br>130,6 | >1h<br>2164<br>137,7 | | | frb30-15-1<br>(sat) | t<br>n | 10,5<br>3557 | 42(15,4)<br>15833(4426) | 13,2<br>3275 | 66,4<br>17866 | 295,6<br>71052 | 375,6<br>85017 | 20,5<br>6044 | 15,6<br>4493 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| frb30-15-2<br>(sat) | t<br>n | 63,7<br>21330 | 123,6(97,8)<br>38765(27458) | 55,4<br>20019 | 273,4<br>79936 | 5,4<br>1306 | 391,3<br>81911 | 86,8<br>26596 | 91,2<br>26296 |
| 40-8-753-<br>0,1(sat) | t<br>n | 76,5<br>21164 | 70,9(45,9)<br>21369(13422) | 60,4<br>15239 | 2117<br>523831 | 404,5<br>67979 | 931,3<br>180281 | 50,5<br>13823 | 486,3<br>127686 |
| 40-11-414-<br>0,2(unsat) | t<br>n | 1192<br>336691 | 1261(1234)<br>354778(345212) | 1219<br>345886 | >1h<br>– | >1h<br>– | >1h<br>– | 1178<br>346368 | 1162<br>332844 |
| 40-16-250-<br>0,35(unsat) | t<br>n | 2919<br>741883 | 2928(2895)<br>755386(743183) | 3172<br>750910 | >1h<br>– | >1h<br>– | >1h<br>– | 2893<br>747757 | 3038<br>764989 |
| 40-25-180-<br>0,5(unsat) | t<br>n | 2481<br>373742 | 2689(2632)<br>402266(385072) | 2878<br>390292 | >1h<br>– | >1h<br>– | >1h<br>– | 2340<br>349685 | 2606<br>389603 |
| Averagedcputime | t | 786,7 | 870,7 | 857,1 | – | – | – | 761,6 | 836,7 | | 0 |
| Attribute | DomainSize |
| --- | --- |
| Age | 76 |
| Gender | 2 |
| Education | 14 |
| Marital | 6 | | | Race | 9 |
| --- | --- |
| Work-Class | 10 |
| Country | 83 |
| Occupation | 50 | | 1 |
| Attribute | DomainSize |
| --- | --- |
| Age | 76 |
| Gender | 2 |
| Education | 14 |
| Marital | 6 | | | Portalcategories | Numberofportals |
| --- | --- |
| Statistics | 1 |
| Representations | 2 |
| PeriphericalOffices | 6 |
| Certifications | 4 |
| PropertyRegisterOffices | 3 |
| SocialSecurity | 9 |
| ForeignRelations | 4 |
| RelationsAbroad | 6 |
| Defense | 1 |
| Justice | 10 |
| Criminality | 6 |
| InternalSecurity | 6 |
| PublicAssistance | 5 |
| HealthServices | 6 |
| Education | 3 |
| Environment | 8 |
| CulturalGoods | 10 |
| Employment | 9 |
| Farms | 3 |
| IndustrialCompanies | 9 |
| Transportations | 10 | | 0 |
| Attribute | DomainSize |
| --- | --- |
| Age | 76 |
| Gender | 2 |
| Education | 14 |
| Marital | 6 |
| Race | 9 | | | Work-Class | 10 |
| --- | --- |
| Country | 83 |
| Occupation | 50 | | 1 |
| Attribute | DomainSize |
| --- | --- |
| Age | 76 |
| Gender | 2 |
| Education | 14 |
| Marital | 6 |
| Race | 9 | | | Employment | 9 |
| --- | --- |
| Farms | 3 |
| IndustrialCompanies | 9 |
| Transportations | 10 | | 0 |
| Dataset | \|Triples\| | \|Predicates\| | MK-tree | IK-tree | RDF-3X |
| --- | --- | --- | --- | --- | --- |
| Jamendo | 1,049,639 | 28 | 0.74 | 0.74 | 37.73 |
| Dblp | 46,597,620 | 27 | 82.48 | 84.04 | 1,643.31 | | | Geonames | 112,235,492 | 26 | 152.20 | 156.01 | 3,584.80 |
| --- | --- | --- | --- | --- | --- |
| DBpedia | 232,542,405 | 39,672 | 931.44 | 788.19 | 9,757.58 | | 1 |
| Dataset | \|Triples\| | \|Predicates\| | MK-tree | IK-tree | RDF-3X |
| --- | --- | --- | --- | --- | --- |
| Jamendo | 1,049,639 | 28 | 0.74 | 0.74 | 37.73 |
| Dblp | 46,597,620 | 27 | 82.48 | 84.04 | 1,643.31 | | | #Dataset | #Triples | #(S∩O) | #P |
| --- | --- | --- | --- |
| WatDiv100M | 108997714 | 10250947 | 86 |
| WatDiv200M | 219783842 | 20296483 | 86 |
| WatDiv300M | 329827477 | 30221812 | 86 |
| WatDiv400M | 439433765 | 40040420 | 86 |
| WatDiv500M | 549246141 | 49771433 | 86 |
| Yago | 200737655 | 38734252 | 46 |
| DBpedia | 120978080 | 42966066 | 4282 | | 0 |
| Dataset | \|Triples\| | \|Predicates\| | MK-tree | IK-tree | RDF-3X |
| --- | --- | --- | --- | --- | --- |
| Jamendo | 1,049,639 | 28 | 0.74 | 0.74 | 37.73 |
| Dblp | 46,597,620 | 27 | 82.48 | 84.04 | 1,643.31 | | | Geonames | 112,235,492 | 26 | 152.20 | 156.01 | 3,584.80 |
| --- | --- | --- | --- | --- | --- |
| DBpedia | 232,542,405 | 39,672 | 931.44 | 788.19 | 9,757.58 | | 1 |
| Dataset | \|Triples\| | \|Predicates\| | MK-tree | IK-tree | RDF-3X |
| --- | --- | --- | --- | --- | --- |
| Jamendo | 1,049,639 | 28 | 0.74 | 0.74 | 37.73 |
| Dblp | 46,597,620 | 27 | 82.48 | 84.04 | 1,643.31 | | | Yago | 200737655 | 38734252 | 46 |
| --- | --- | --- | --- |
| DBpedia | 120978080 | 42966066 | 4282 | | 0 |
| k | pk | n/k<br>pµ=Onk | 3<br>λ=O(nµ)nn |
| --- | --- | --- | --- |
| 2 | 4 | n<br>2 | 3n<br>O(n2) |
| 3 | 7 | O(7) | O(n7)=O(1.913) |
| 4 | 13 | O(13) | O(n13)=O(1.8989) |
| 5 | 23 | O(23) | O(n23)=O(1.8722) | | | 6 | 41 | O(41) | O(n41)=O(1.8570) |
| --- | --- | --- | --- |
| 7 | 70 | O(70) | O(n70)=O(1.8348) |
| 8 | 120 | O(120) | O(n120)=O(1.8193) |
| 9 | 201 | O(201) | O(n201)=O(1.8027) |
| 10 | 346 | O(346) | O(n346)=O(1.7944) |
| 11 | 591 | O(591) | O(n591)=O(1.7864) | | 1 |
| k | pk | n/k<br>pµ=Onk | 3<br>λ=O(nµ)nn |
| --- | --- | --- | --- |
| 2 | 4 | n<br>2 | 3n<br>O(n2) |
| 3 | 7 | O(7) | O(n7)=O(1.913) |
| 4 | 13 | O(13) | O(n13)=O(1.8989) |
| 5 | 23 | O(23) | O(n23)=O(1.8722) | | | \|Λ\|Algorithm | Objectivevaluesfordifferentp | | | | |
| --- | --- | --- | --- | --- | --- |
| p=0.9 | p=0.6 | p=0.5 | p=0.3 | p=0.1 | |
| 10DCG<br>10Greedy | 7.1<br>6.8 | 5.2<br>5.1 | 4.7<br>4.6 | 3.4<br>3.4 | 2.6<br>2.6 |
| 50DCG<br>50Greedy | 7.4<br>6.82 | 5.84<br>5.66 | 5.18<br>5.06 | 3.98<br>3.98 | 2.68<br>2.68 |
| 100DCG<br>100Greedy | 7.38<br>6.69 | 5.61<br>5.52 | 5.04<br>5.04 | 3.96<br>3.96 | 2.76<br>2.76 | | 0 |
| k | pk | n/k<br>pµ=Onk | 3<br>λ=O(nµ)nn |
| --- | --- | --- | --- |
| 2 | 4 | n<br>2 | 3n<br>O(n2) |
| 3 | 7 | O(7) | O(n7)=O(1.913) |
| 4 | 13 | O(13) | O(n13)=O(1.8989) |
| 5 | 23 | O(23) | O(n23)=O(1.8722) | | | 6 | 41 | O(41) | O(n41)=O(1.8570) |
| --- | --- | --- | --- |
| 7 | 70 | O(70) | O(n70)=O(1.8348) |
| 8 | 120 | O(120) | O(n120)=O(1.8193) |
| 9 | 201 | O(201) | O(n201)=O(1.8027) |
| 10 | 346 | O(346) | O(n346)=O(1.7944) |
| 11 | 591 | O(591) | O(n591)=O(1.7864) | | 1 |
| k | pk | n/k<br>pµ=Onk | 3<br>λ=O(nµ)nn |
| --- | --- | --- | --- |
| 2 | 4 | n<br>2 | 3n<br>O(n2) |
| 3 | 7 | O(7) | O(n7)=O(1.913) |
| 4 | 13 | O(13) | O(n13)=O(1.8989) |
| 5 | 23 | O(23) | O(n23)=O(1.8722) | | | 10DCG<br>10Greedy | 7.1<br>6.8 | 5.2<br>5.1 | 4.7<br>4.6 | 3.4<br>3.4 | 2.6<br>2.6 |
| --- | --- | --- | --- | --- | --- |
| 50DCG<br>50Greedy | 7.4<br>6.82 | 5.84<br>5.66 | 5.18<br>5.06 | 3.98<br>3.98 | 2.68<br>2.68 |
| 100DCG<br>100Greedy | 7.38<br>6.69 | 5.61<br>5.52 | 5.04<br>5.04 | 3.96<br>3.96 | 2.76<br>2.76 | | 0 |
| Field | Description |
| --- | --- |
| IMEI | IMEIcodeMS |
| called | calleduser |
| calling | callinguser |
| date/timestart | date/timestartcalling(GMT) |
| date/timeend | date/timeendcalling(GMT) | | | type | sms,mms,voice,dataetc. |
| --- | --- |
| IMSI | callingorcalledSIMcard |
| CGI | Lat.long.BTScompany | | 1 |
| Field | Description |
| --- | --- |
| IMEI | IMEIcodeMS |
| called | calleduser |
| calling | callinguser |
| date/timestart | date/timestartcalling(GMT) |
| date/timeend | date/timeendcalling(GMT) | | | Date | Time | Type | Direction | Duratio |
| --- | --- | --- | --- | --- |
| 20100916 | 130748 | Voice | Incoming | 18 |
| 20100916 | 133131 | Voice | Outgoing | 99 |
| 20100916 | 131324 | Voice | Incoming | 214 |
| 20100916 | 131735 | Voice | Incoming | 72 |
| 20100916 | 135342 | Voice | Incoming | 37 | | 0 |
| Field | Description |
| --- | --- |
| IMEI | IMEIcodeMS |
| called | calleduser |
| calling | callinguser |
| date/timestart | date/timestartcalling(GMT) |
| date/timeend | date/timeendcalling(GMT) |
| type | sms,mms,voice,dataetc. | | | IMSI | callingorcalledSIMcard |
| --- | --- |
| CGI | Lat.long.BTScompany | | 1 |
| Field | Description |
| --- | --- |
| IMEI | IMEIcodeMS |
| called | calleduser |
| calling | callinguser |
| date/timestart | date/timestartcalling(GMT) |
| date/timeend | date/timeendcalling(GMT) |
| type | sms,mms,voice,dataetc. | | | 20100916 | 131324 | Voice | Incoming | 214 |
| --- | --- | --- | --- | --- |
| 20100916 | 131735 | Voice | Incoming | 72 |
| 20100916 | 135342 | Voice | Incoming | 37 | | 0 |
| Name | Kernel | OutputSize | Name | Kernel | OutputSize |
| --- | --- | --- | --- | --- | --- |
| conv1,2 | 3×3 | 320×448×64 | deconv5 | 2×2 | 40×56×256 |
| pool1 | 2×2 | 160×224×64 | refine-1convs | 3×3 | 40×56×256 |
| conv3,4 | 3×3 | 160×224×128 | deconv4 | 2×2 | 80×112×128 |
| pool2 | 2×2 | 80×112×128 | refine-2convs | 3×3 | 80×112×128 |
| conv5,6,1-2 | 3×3 | 80×112×256 | deconv3 | 2×2 | 160×224×64 |
| pool3 | 2×2 | 40×56×256 | refine-3convs | 3×3 | 160×224×64 | | | conv7,8,1-2 | 3×3 | 40×56×512 | deconv2 | 2×2 | 320×448×32 |
| --- | --- | --- | --- | --- | --- |
| pool4 | 2×2 | 20×28×512 | refine-4convs | 3×3 | 320×448×32 | | 1 |
| Name | Kernel | OutputSize | Name | Kernel | OutputSize |
| --- | --- | --- | --- | --- | --- |
| conv1,2 | 3×3 | 320×448×64 | deconv5 | 2×2 | 40×56×256 |
| pool1 | 2×2 | 160×224×64 | refine-1convs | 3×3 | 40×56×256 |
| conv3,4 | 3×3 | 160×224×128 | deconv4 | 2×2 | 80×112×128 |
| pool2 | 2×2 | 80×112×128 | refine-2convs | 3×3 | 80×112×128 |
| conv5,6,1-2 | 3×3 | 80×112×256 | deconv3 | 2×2 | 160×224×64 |
| pool3 | 2×2 | 40×56×256 | refine-3convs | 3×3 | 160×224×64 | | | Layer | Support | Filtdim. | #filts. | Stride | Datasize |
| --- | --- | --- | --- | --- | --- |
| conv1 | 3×3 | 5 | 96 | 1×1 | 109×109 |
| pool1 | 3×3 | - | - | 2×2 | 54×54 |
| conv2 | 3×3 | 96 | 256 | 2×2 | 27×27 |
| pool2 | 3×3 | - | - | 2×2 | 13×13 |
| conv3 | 3×3 | 256 | 512 | 1×1 | 13×13 |
| conv4 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| conv5 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| pool5 | 3×3 | - | - | 2×2 | 6×6 |
| fc6 | 6×6 | 512 | 512 | - | 1×1 | | 0 |
| Name | Kernel | OutputSize | Name | Kernel | OutputSize |
| --- | --- | --- | --- | --- | --- |
| conv1,2 | 3×3 | 320×448×64 | deconv5 | 2×2 | 40×56×256 |
| pool1 | 2×2 | 160×224×64 | refine-1convs | 3×3 | 40×56×256 |
| conv3,4 | 3×3 | 160×224×128 | deconv4 | 2×2 | 80×112×128 | | | pool2 | 2×2 | 80×112×128 | refine-2convs | 3×3 | 80×112×128 |
| --- | --- | --- | --- | --- | --- |
| conv5,6,1-2 | 3×3 | 80×112×256 | deconv3 | 2×2 | 160×224×64 |
| pool3 | 2×2 | 40×56×256 | refine-3convs | 3×3 | 160×224×64 |
| conv7,8,1-2 | 3×3 | 40×56×512 | deconv2 | 2×2 | 320×448×32 |
| pool4 | 2×2 | 20×28×512 | refine-4convs | 3×3 | 320×448×32 | | 1 |
| Name | Kernel | OutputSize | Name | Kernel | OutputSize |
| --- | --- | --- | --- | --- | --- |
| conv1,2 | 3×3 | 320×448×64 | deconv5 | 2×2 | 40×56×256 |
| pool1 | 2×2 | 160×224×64 | refine-1convs | 3×3 | 40×56×256 |
| conv3,4 | 3×3 | 160×224×128 | deconv4 | 2×2 | 80×112×128 | | | conv5 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| --- | --- | --- | --- | --- | --- |
| pool5 | 3×3 | - | - | 2×2 | 6×6 |
| fc6 | 6×6 | 512 | 512 | - | 1×1 | | 0 |
| Input | blade | dragon | hand | happy |
| --- | --- | --- | --- | --- |
| Exact | 70.9 | 8.06 | 17 | 12.38 |
| Approx | 67 | 5.9 | 15 | 6.27 | | | Har-Peled | 84 | 84.6 | 36.8 | 76 |
| --- | --- | --- | --- | --- |
| Hybrid1 | 112 | 102 | 13 | 64.2 |
| Hybrid2 | 42 | 79 | 13 | 54 |
| Algorithm?? | 25.4 | 12.2 | 8.31 | 14.3 |
| Algorithm??-5 | 34 | 16.9 | 14.2 | 20.5 |
| Algorithm??-3 | 20.4 | 10.2 | 7.94 | 12.3 |
| Algorithm??-2 | 1.35 | 6.9 | 5.3 | 8.2 | | 1 |
| Input | blade | dragon | hand | happy |
| --- | --- | --- | --- | --- |
| Exact | 70.9 | 8.06 | 17 | 12.38 |
| Approx | 67 | 5.9 | 15 | 6.27 | | | Input<br>Points | Cube<br>10,000 | Cube<br>100,000 | Cube<br>1,000,000 | Ball<br>10,000 | Ball<br>100,000 | Ball<br>200,000 |
| --- | --- | --- | --- | --- | --- | --- |
| Exact | 1.2 | 6 | 72 | 0.23 | 1.88 | 7.43 |
| Approx | 0.3 | 0.7 | 41 | 0.2 | 1.97 | 3.9 |
| Har-Peled | 2 | 16 | 322 | 0.39 | 10 | 41.70 |
| Hybrid1 | 2 | 17 | 183 | 1.5 | 16.9 | 63.11 |
| Hybrid2 | 1.94 | 16 | 163 | 1.4 | 27.4 | 62.11 |
| Algorithm?? | 0.25 | 3.1 | 30.9 | 0.32 | 2.68 | 5.3 |
| Algorithm??-5 | 0.34 | 3.6 | 38 | 0.52 | 3.981 | 7.574 |
| Algorithm??-3 | 0.21 | 2.31 | 26.32 | 0.214 | 2.19 | 4.557 |
| Algorithm??-2 | 0.18 | 1.49 | 17.48 | 0.148 | 1.48 | 3.08 |
| Input<br>Points | Sphere<br>10,000 | Sphere<br>100,000 | Sphere<br>200,000 | Ellipsoid<br>1,000,000 | Ellipsoidrotated<br>1,000,000 | Ellipsoidregular<br>1,000,000 |
| Exact | 0.29 | 3.03 | 5.9 | 100.28 | 52.81 | 51.86 |
| Approx | 0.27 | 2.8 | 5.7 | 106.08 | 51.92 | 52.53 |
| Har-Peled | 122.71 | 7.96 | 33.27 | 284.69 | 103.88 | 113.8 |
| Hybrid1 | 1.29 | 0.75 | 3.22 | 95.19 | 66.65 | 66.93 |
| Hybrid2 | 1.43 | 0.71 | 2.94 | 0.114 | 65.1 | 68.75 |
| Algorithm?? | 0.27 | 2.6 | 6.1 | 23.5 | 26.84 | 27.8 |
| Algorithm??-5 | 0.34 | 3.59 | 7.69 | 44.3 | 38.65 | 38.89 |
| Algorithm??-3 | 0.23 | 2.17 | 4.56 | 25.89 | 23.91 | 23.39 |
| Algorithm??-2 | 0.14 | 1.53 | 3.66 | 15.23 | 15.77 | 15.44 | | 0 |
| Input | blade | dragon | hand | happy |
| --- | --- | --- | --- | --- |
| Exact | 70.9 | 8.06 | 17 | 12.38 |
| Approx | 67 | 5.9 | 15 | 6.27 |
| Har-Peled | 84 | 84.6 | 36.8 | 76 |
| Hybrid1 | 112 | 102 | 13 | 64.2 |
| Hybrid2 | 42 | 79 | 13 | 54 |
| Algorithm?? | 25.4 | 12.2 | 8.31 | 14.3 | | | Algorithm??-5 | 34 | 16.9 | 14.2 | 20.5 |
| --- | --- | --- | --- | --- |
| Algorithm??-3 | 20.4 | 10.2 | 7.94 | 12.3 |
| Algorithm??-2 | 1.35 | 6.9 | 5.3 | 8.2 | | 1 |
| Input | blade | dragon | hand | happy |
| --- | --- | --- | --- | --- |
| Exact | 70.9 | 8.06 | 17 | 12.38 |
| Approx | 67 | 5.9 | 15 | 6.27 |
| Har-Peled | 84 | 84.6 | 36.8 | 76 |
| Hybrid1 | 112 | 102 | 13 | 64.2 |
| Hybrid2 | 42 | 79 | 13 | 54 |
| Algorithm?? | 25.4 | 12.2 | 8.31 | 14.3 | | | Algorithm??-5 | 0.34 | 3.6 | 38 | 0.52 | 3.981 | 7.574 |
| --- | --- | --- | --- | --- | --- | --- |
| Algorithm??-3 | 0.21 | 2.31 | 26.32 | 0.214 | 2.19 | 4.557 |
| Algorithm??-2 | 0.18 | 1.49 | 17.48 | 0.148 | 1.48 | 3.08 |
| Input<br>Points | Sphere<br>10,000 | Sphere<br>100,000 | Sphere<br>200,000 | Ellipsoid<br>1,000,000 | Ellipsoidrotated<br>1,000,000 | Ellipsoidregular<br>1,000,000 |
| Exact | 0.29 | 3.03 | 5.9 | 100.28 | 52.81 | 51.86 |
| Approx | 0.27 | 2.8 | 5.7 | 106.08 | 51.92 | 52.53 |
| Har-Peled | 122.71 | 7.96 | 33.27 | 284.69 | 103.88 | 113.8 |
| Hybrid1 | 1.29 | 0.75 | 3.22 | 95.19 | 66.65 | 66.93 |
| Hybrid2 | 1.43 | 0.71 | 2.94 | 0.114 | 65.1 | 68.75 |
| Algorithm?? | 0.27 | 2.6 | 6.1 | 23.5 | 26.84 | 27.8 |
| Algorithm??-5 | 0.34 | 3.59 | 7.69 | 44.3 | 38.65 | 38.89 |
| Algorithm??-3 | 0.23 | 2.17 | 4.56 | 25.89 | 23.91 | 23.39 |
| Algorithm??-2 | 0.14 | 1.53 | 3.66 | 15.23 | 15.77 | 15.44 | | 0 |
| 16 | 11 | 10 | 16 | 24 | 40 | 51 | 61 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 12 | 12 | 14 | 19 | 26 | 58 | 60 | 55 |
| 14 | 13 | 16 | 24 | 40 | 57 | 69 | 56 |
| 14 | 17 | 22 | 29 | 51 | 87 | 80 | 62 |
| 18 | 22 | 37 | 56 | 68 | 109 | 103 | 77 |
| 24 | 35 | 55 | 64 | 81 | 104 | 113 | 92 | | | 49 | 64 | 78 | 87 | 103 | 121 | 120 | 101 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 72 | 92 | 95 | 98 | 112 | 100 | 103 | 99 | | 1 |
| 16 | 11 | 10 | 16 | 24 | 40 | 51 | 61 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 12 | 12 | 14 | 19 | 26 | 58 | 60 | 55 |
| 14 | 13 | 16 | 24 | 40 | 57 | 69 | 56 |
| 14 | 17 | 22 | 29 | 51 | 87 | 80 | 62 |
| 18 | 22 | 37 | 56 | 68 | 109 | 103 | 77 |
| 24 | 35 | 55 | 64 | 81 | 104 | 113 | 92 | | | 449 | 144 |
| --- | --- |
| 457 | 162 |
| 434 | 158 |
| 541 | 184 |
| 615 | 245 |
| 585 | 233 |
| 217 | 99 |
| 236 | 110 |
| 285 | 155 |
| 120 | 57 |
| 112 | 52 |
| 190 | 105 |
| 57 | 10 |
| 67 | 24 |
| 346 | 212 |
| 123 | 43 |
| 95 | 57 |
| 119 | 86 |
| 310 | 212 |
| 110 | 85 |
| 160 | 111 |
| 40 | 6 |
| 116 | 84 |
| 76 | 47 | | 0 |
| 16 | 11 | 10 | 16 | 24 | 40 | 51 | 61 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 12 | 12 | 14 | 19 | 26 | 58 | 60 | 55 |
| 14 | 13 | 16 | 24 | 40 | 57 | 69 | 56 |
| 14 | 17 | 22 | 29 | 51 | 87 | 80 | 62 |
| 18 | 22 | 37 | 56 | 68 | 109 | 103 | 77 |
| 24 | 35 | 55 | 64 | 81 | 104 | 113 | 92 | | | 49 | 64 | 78 | 87 | 103 | 121 | 120 | 101 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 72 | 92 | 95 | 98 | 112 | 100 | 103 | 99 | | 1 |
| 16 | 11 | 10 | 16 | 24 | 40 | 51 | 61 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 12 | 12 | 14 | 19 | 26 | 58 | 60 | 55 |
| 14 | 13 | 16 | 24 | 40 | 57 | 69 | 56 |
| 14 | 17 | 22 | 29 | 51 | 87 | 80 | 62 |
| 18 | 22 | 37 | 56 | 68 | 109 | 103 | 77 |
| 24 | 35 | 55 | 64 | 81 | 104 | 113 | 92 | | | 116 | 84 |
| --- | --- |
| 76 | 47 | | 0 |
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