premise string | hypothesis string | label int64 |
|---|---|---|
| Reference | Variant | ∆=3 | ∆=4 | ∆=5 | ∆=6 |
| --- | --- | --- | --- | --- | --- |
| Zehavi | Directed | ∗k<br>O(2.51985) | ∗k<br>O(2.99662) | ∗k<br>O(3.24901) | ∗k<br>O(3.40267) | | | Corollary?? | Undirected | O(2.24493) | O(2.66968) | O(2.87787) | O(3.00355) |
| --- | --- | --- | --- | --- | --- |
| Raibleetal. | Undirected | ∗n<br>O(1.96799) | ∗n<br>O(1.98735) | ∗n<br>O(1.99376) | ∗n<br>O(1.99777) |
| Corollary?? | Undirected | O(1.71449) | O(1.80251) | O(1.82948) | O(1.84227) | | 1 |
| Reference | Variant | ∆=3 | ∆=4 | ∆=5 | ∆=6 |
| --- | --- | --- | --- | --- | --- |
| Zehavi | Directed | ∗k<br>O(2.51985) | ∗k<br>O(2.99662) | ∗k<br>O(3.24901) | ∗k<br>O(3.40267) | | | Reference | Randomized\Deterministic | Variation | RunningTime |
| --- | --- | --- | --- |
| Chenetal. | D | (3,p)-SP | ∗O(p)<br>O(p) |
| Downeyetal. | D | (3,p)-WSP | O(p) |
| Fellowsetal. | D | (3,p)-WSP | O(2) |
| Liuetal. | D | (3,p)-WSP | O(2,0097.152) |
| Koutis | D<br>R | (3,p)-SP<br>(3,p)-SP | O(2)<br>∗p<br>O... | 0 |
| Reference | Variant | ∆=3 | ∆=4 | ∆=5 | ∆=6 |
| --- | --- | --- | --- | --- | --- |
| Zehavi | Directed | ∗k<br>O(2.51985) | ∗k<br>O(2.99662) | ∗k<br>O(3.24901) | ∗k<br>O(3.40267) | | | Corollary?? | Undirected | O(2.24493) | O(2.66968) | O(2.87787) | O(3.00355) |
| --- | --- | --- | --- | --- | --- |
| Raibleetal. | Undirected | ∗n<br>O(1.96799) | ∗n<br>O(1.98735) | ∗n<br>O(1.99376) | ∗n<br>O(1.99777) |
| Corollary?? | Undirected | O(1.71449) | O(1.80251) | O(1.82948) | O(1.84227) | | 1 |
| Reference | Variant | ∆=3 | ∆=4 | ∆=5 | ∆=6 |
| --- | --- | --- | --- | --- | --- |
| Zehavi | Directed | ∗k<br>O(2.51985) | ∗k<br>O(2.99662) | ∗k<br>O(3.24901) | ∗k<br>O(3.40267) | | | Koutis | R | (3,p)-SP | O(8) |
| --- | --- | --- | --- |
| Koutisetal. | R | (3,p)-DM | O(4) |
| Bj¨orklundetal. | R<br>R | (3,p)-SP<br>(3,p)-DM | O(3.344)<br>∗p<br>O(2) |
| Thispaper | D<br>D<br>D | (3,p)-WSP<br>(3,p)-WDM<br>(3,p)-DM | O(12.155)<br>∗p<br>O(8.125)<br>∗p<br>O(8.042) | | 0 |
| Method | 800 | 2500 | 10000 | 40000 |
| --- | --- | --- | --- | --- |
| DC | (0.7436,2.1873) | (0.3404,1.1705) | (0.1457,0.4359) | (0.0686,0.2651) |
| HF | (∞,∞) | (0.4247,4.0458) | (0.1545,1.3129) | (0.0716,2.0045) |
| BD | (1.1520,6.5863) | (0.7330,4.9571) | (0.3930,3.9686) | (0.2873,5.2264) |
| (d,d)2∞ | | | | ... | | HF | 0.966 | 2.24 | 8.52 | 37.4 |
| --- | --- | --- | --- | --- |
| BD | 38.0 | 116 | 475 | 1941 |
| timing(sec) | | | | | | 1 |
| Method | 800 | 2500 | 10000 | 40000 |
| --- | --- | --- | --- | --- |
| DC | (0.7436,2.1873) | (0.3404,1.1705) | (0.1457,0.4359) | (0.0686,0.2651) |
| HF | (∞,∞) | (0.4247,4.0458) | (0.1545,1.3129) | (0.0716,2.0045) |
| BD | (1.1520,6.5863) | (0.7330,4.9571) | (0.3930,3.9686) | (0.2873,5.2264) |
| (d,d)2∞ | | | | ... | | Method | 750 | 3000 | 12000 | 50000 | 200000 |
| --- | --- | --- | --- | --- | --- |
| DC | (0.1422,1.5259) | (0.1112,0.4187) | (0.0290,0.2091) | (0.0184,0.1071) | (0.0085,0.0361) |
| HF | (0.1133,0.3985) | (0.1236,3.0128) | (0.0828,6.2417) | (0.0325,4.7646) | (0.0343,14.158) |
| (d,d)2∞ | | | | | |
| DC | 0.040... | 0 |
| Method | 800 | 2500 | 10000 | 40000 |
| --- | --- | --- | --- | --- |
| DC | (0.7436,2.1873) | (0.3404,1.1705) | (0.1457,0.4359) | (0.0686,0.2651) |
| HF | (∞,∞) | (0.4247,4.0458) | (0.1545,1.3129) | (0.0716,2.0045) | | | BD | (1.1520,6.5863) | (0.7330,4.9571) | (0.3930,3.9686) | (0.2873,5.2264) |
| --- | --- | --- | --- | --- |
| (d,d)2∞ | | | | |
| DC | 0.236 | 1.27 | 5.84 | 42.3 |
| HF | 0.966 | 2.24 | 8.52 | 37.4 |
| BD | 38.0 | 116 | 475 | 1941 |
| timing(sec) | | | | | | 1 |
| Method | 800 | 2500 | 10000 | 40000 |
| --- | --- | --- | --- | --- |
| DC | (0.7436,2.1873) | (0.3404,1.1705) | (0.1457,0.4359) | (0.0686,0.2651) |
| HF | (∞,∞) | (0.4247,4.0458) | (0.1545,1.3129) | (0.0716,2.0045) | | | HF | (0.1133,0.3985) | (0.1236,3.0128) | (0.0828,6.2417) | (0.0325,4.7646) | (0.0343,14.158) |
| --- | --- | --- | --- | --- | --- |
| (d,d)2∞ | | | | | |
| DC | 0.040 | 0.196 | 1.12 | 5.88 | 59.1 |
| HF | 1.58 | 4.91 | 19.2 | 80.6 | 339 |
| timing(sec) | | | | | | | 0 |
| Word-EmbeddingVectorLength | 100 |
| --- | --- |
| FinalHiddenLayer | 200 |
| Short-TermHiddenLayer | 150 | | | (Monthly,Weekly)ConvolutionalHiddenLayer | (40,20) |
| --- | --- |
| (Monthly,Weekly)ConvolutionWindowSize | (3,3) |
| Optimizer | ADAM |
| (Day,Week,Month)Lags | (1,7,30) |
| (BatchSizeandLearningRate) | (50,0.001) | | 1 |
| Word-EmbeddingVectorLength | 100 |
| --- | --- |
| FinalHiddenLayer | 200 |
| Short-TermHiddenLayer | 150 | | | VocabularySize | 8000 |
| --- | --- |
| EmbeddingSize | 128 |
| HiddenLayerSize | 128 |
| LearningRate | 1×10 |
| DropoutRate | 0.095 |
| AdamOptimizer(β,β,α)12 | 0.09,0.99,0.001 | | 0 |
| Word-EmbeddingVectorLength | 100 |
| --- | --- |
| FinalHiddenLayer | 200 |
| Short-TermHiddenLayer | 150 |
| (Monthly,Weekly)ConvolutionalHiddenLayer | (40,20) |
| (Monthly,Weekly)ConvolutionWindowSize | (3,3) | | | Optimizer | ADAM |
| --- | --- |
| (Day,Week,Month)Lags | (1,7,30) |
| (BatchSizeandLearningRate) | (50,0.001) | | 1 |
| Word-EmbeddingVectorLength | 100 |
| --- | --- |
| FinalHiddenLayer | 200 |
| Short-TermHiddenLayer | 150 |
| (Monthly,Weekly)ConvolutionalHiddenLayer | (40,20) |
| (Monthly,Weekly)ConvolutionWindowSize | (3,3) | | | HiddenLayerSize | 128 |
| --- | --- |
| LearningRate | 1×10 |
| DropoutRate | 0.095 |
| AdamOptimizer(β,β,α)12 | 0.09,0.99,0.001 | | 0 |
| System | Synchronisation | BarrierMethod |
| --- | --- | --- |
| MapReduce | Requiresmaptocompletebeforereducing | BSP | | | Spark | Aggregateupdatesaftertaskcompletion | BSP |
| --- | --- | --- |
| Pregel | Superstepmodel | BSP |
| Hogwild! | ASPbutsystem-levelboundsondelays | ASP,SSP |
| ParameterServers | Swappablesynchronisationmethod | BSP,ASP,SSP |
| CyclicDelay | UpdatesdelayedbyuptoN−1steps | SSP |
| Yahoo!LDA | Checkpoints | SSP,A... | 1 |
| System | Synchronisation | BarrierMethod |
| --- | --- | --- |
| MapReduce | Requiresmaptocompletebeforereducing | BSP | | | Parameter | Code | ValueforO2 | ValueforTexas |
| --- | --- | --- | --- |
| Systemclass | SYSCLASS | Pageserver | Centralized |
| Networkthroughput | NETTHRU | +∞ | N/A |
| Diskpagesize | PGSIZE | 4096bytes | 4096bytes |
| Buffersize | BUFFSIZE | 3840pages | 3275pages |
| Bufferpagereplacementstrategy | PGREP | LRU | L... | 0 |
| System | Synchronisation | BarrierMethod |
| --- | --- | --- |
| MapReduce | Requiresmaptocompletebeforereducing | BSP |
| Spark | Aggregateupdatesaftertaskcompletion | BSP |
| Pregel | Superstepmodel | BSP |
| Hogwild! | ASPbutsystem-levelboundsondelays | ASP,SSP | | | ParameterServers | Swappablesynchronisationmethod | BSP,ASP,SSP |
| --- | --- | --- |
| CyclicDelay | UpdatesdelayedbyuptoN−1steps | SSP |
| Yahoo!LDA | Checkpoints | SSP,ASP |
| Owl+Actor | Swappablesynchronisationmethod | BSP,ASP,SSP,PSP | | 1 |
| System | Synchronisation | BarrierMethod |
| --- | --- | --- |
| MapReduce | Requiresmaptocompletebeforereducing | BSP |
| Spark | Aggregateupdatesaftertaskcompletion | BSP |
| Pregel | Superstepmodel | BSP |
| Hogwild! | ASPbutsystem-levelboundsondelays | ASP,SSP | | | Locksreleasetime | RELLOCK | 0.5ms | 0 |
| --- | --- | --- | --- |
| Numberofusers | NUSERS | 1 | 1 | | 0 |
| Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 |
| 3 | 15.3 | 39.5 | 50.8 |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 |
| 6 | 17.2 | 41.8 | 50.7 |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 | | | 40 | 22.3 | 45.0 | |
| --- | --- | --- | --- |
| 100 | 24.4 | 46.4 | | | 1 |
| Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 |
| 3 | 15.3 | 39.5 | 50.8 |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 |
| 6 | 17.2 | 41.8 | 50.7 |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 | | | Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 |
| 3 | 15.3 | 39.5 | 50.8 |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 |
| 6 | 17.2 | 41.8 | 50.7 |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 |
| 40 | 22.3 | 45.0 | |
| 100 | 24... | 0 |
| Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 |
| 3 | 15.3 | 39.5 | 50.8 | | | 4 | 16.1 | 41.2 | 50.4 |
| --- | --- | --- | --- |
| 5 | 16.8 | 41.2 | 51.0 |
| 6 | 17.2 | 41.8 | 50.7 |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 |
| 40 | 22.3 | 45.0 | |
| 100 | 24.4 | 46.4 | | | 1 |
| Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 |
| 3 | 15.3 | 39.5 | 50.8 | | | 6 | 17.2 | 41.8 | 50.7 |
| --- | --- | --- | --- |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 |
| 40 | 22.3 | 45.0 | |
| 100 | 24.4 | 46.4 | | | 0 |
| sidelengthofsub-square | Lij | linksetofsub-square(i,j) | Yij |
| --- | --- | --- | --- |
| sidelengthofsuper-subSquare | X(t)ij | newschedulingforLattij | S(t)ij | | | locallinkset | OPT(t)<br>ij | localoptimalMWISLforLij | S(t) |
| --- | --- | --- | --- |
| longestlinklength | S(t)<br>ij | intersectionofLandS(t)ij | S(t) |
| sidelengthofcell | (cid:107)uv(cid:107) | linklength | r(l)S |
| affectnesslgetfromlinksetS | Q(t) | queuelengthvector | W(S) |
| interferencelinklsufferedfroml... | 1 |
| sidelengthofsub-square | Lij | linksetofsub-square(i,j) | Yij |
| --- | --- | --- | --- |
| sidelengthofsuper-subSquare | X(t)ij | newschedulingforLattij | S(t)ij | | | Graph | TSM-MWC<br>w | LSCC<br>w(w)maxavg | RRWL<br>w(w)maxavg | TRSC<br>w(w)maxavg |
| --- | --- | --- | --- | --- |
| frb56-25-1<br>frb56-25-2<br>frb56-25-3<br>frb56-25-4<br>frb56-25-5<br>frb59-26-1<br>frb59-26-2<br>frb59-26-3<br>frb59-26-4<br>frb59-26-5 | 3693<br>4470<br>3958<br>4609<br>4023<br>4469<br>5105<br>437... | 0 |
| sidelengthofsub-square | Lij | linksetofsub-square(i,j) | Yij |
| --- | --- | --- | --- |
| sidelengthofsuper-subSquare | X(t)ij | newschedulingforLattij | S(t)ij | | | locallinkset | OPT(t)<br>ij | localoptimalMWISLforLij | S(t) |
| --- | --- | --- | --- |
| longestlinklength | S(t)<br>ij | intersectionofLandS(t)ij | S(t) |
| sidelengthofcell | (cid:107)uv(cid:107) | linklength | r(l)S |
| affectnesslgetfromlinksetS | Q(t) | queuelengthvector | W(S) |
| interferencelinklsufferedfroml... | 1 |
| sidelengthofsub-square | Lij | linksetofsub-square(i,j) | Yij |
| --- | --- | --- | --- |
| sidelengthofsuper-subSquare | X(t)ij | newschedulingforLattij | S(t)ij | | | hamming10-4 | 4828 | 5129(5129.0) | 5129(5129.0) | 5129(5129.0) |
| --- | --- | --- | --- | --- |
| keller6 | 4793 | 8062(7841.39) | 8062(7891.05) | 8062(7961.9) |
| MANNa45<br>MANNa81 | ∗<br>34265<br>110037 | 34254(34244.51)<br>111126(111093.81) | 34263(34254.75)<br>111346(111306.32) | 34262(34254.18)<br>111356(1113... | 0 |
| | TestSet1 | TestSet2 | TestSets1and2 |
| --- | --- | --- | --- |
| Uniform | 2.12(—) | 1.76(—) | 2.01(—) | | | Greedy | 1.50(15) | 1.30(20) | 1.41(30) |
| --- | --- | --- | --- |
| MergingDecision | 1.32(15) | 1.13(20) | 1.27(27) |
| Evidential | 1.10(17) | 0.89(21) | 1.00(35) | | 1 |
| | TestSet1 | TestSet2 | TestSets1and2 |
| --- | --- | --- | --- |
| Uniform | 2.12(—) | 1.76(—) | 2.01(—) | | | Quantity | TestingSet | CrossValidation |
| --- | --- | --- |
| 0.5k0.5k | 83 | 79.90 |
| 1k1k | 84 | 81.70 |
| 2k2k | 85.80 | 83.30 |
| 4k4k | 87.20 | 83.80 |
| 8k8k | 89.10 | 83.50 |
| 16k16k | 91.30 | 84.10 |
| 32k32k | 92.50 | 86.10 | | 0 |
| | TestSet1 | TestSet2 | TestSets1and2 |
| --- | --- | --- | --- |
| Uniform | 2.12(—) | 1.76(—) | 2.01(—) |
| Greedy | 1.50(15) | 1.30(20) | 1.41(30) | | | MergingDecision | 1.32(15) | 1.13(20) | 1.27(27) |
| --- | --- | --- | --- |
| Evidential | 1.10(17) | 0.89(21) | 1.00(35) | | 1 |
| | TestSet1 | TestSet2 | TestSets1and2 |
| --- | --- | --- | --- |
| Uniform | 2.12(—) | 1.76(—) | 2.01(—) |
| Greedy | 1.50(15) | 1.30(20) | 1.41(30) | | | 4k4k | 87.20 | 83.80 |
| --- | --- | --- |
| 8k8k | 89.10 | 83.50 |
| 16k16k | 91.30 | 84.10 |
| 32k32k | 92.50 | 86.10 | | 0 |
| 0.3098e-05 | 0.3400e-05 | 0.031224 | 0.027232 |
| --- | --- | --- | --- |
| 0.4261e-05 | 0.6327e-05 | 0.018957 | 0.008058 |
| 0.9840e-05 | 1.8471e-05 | 0.003965 | 0.001075 |
| 2.4910e-05 | 4.0698e-05 | 0.001303 | 0.000349 |
| 4.6378e-05 | 5.6221e-05 | 0.000556 | 0.000230 | | | 1.6833e-05 | 3.7144e-05 | 0.002008 | 0.000682 |
| --- | --- | --- | --- |
| 3.9273e-05 | 8.2546e-05 | 0.000988 | 0.000289 |
| 1.3435e-05 | 3.3610e-05 | 0.003192 | 0.000994 |
| 0.7797e-05 | 1.8311e-05 | 0.005119 | 0.001512 |
| 2.7111e-05 | 6.1215e-05 | 0.001243 | 0.000412 | | 1 |
| 0.3098e-05 | 0.3400e-05 | 0.031224 | 0.027232 |
| --- | --- | --- | --- |
| 0.4261e-05 | 0.6327e-05 | 0.018957 | 0.008058 |
| 0.9840e-05 | 1.8471e-05 | 0.003965 | 0.001075 |
| 2.4910e-05 | 4.0698e-05 | 0.001303 | 0.000349 |
| 4.6378e-05 | 5.6221e-05 | 0.000556 | 0.000230 | | | c1 | c2 | c3 | c4 | c5 | c6 | c7 | c8 | c9 | c10 | c11 | c12 | c13 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0.8833 | 0.8860 | 0.8461 | 0.8531 | 0.8383 | 0.8258 | 0.8608 | 0.8586 | 0.8229 | 0.8197 | 0.8829 | 0.8461 | 0.8852 |
| 0.8246 | 0.8390 | 0.8837 | 0.8920 | 0.8313 | 0.8... | 0 |
| 0.3098e-05 | 0.3400e-05 | 0.031224 | 0.027232 |
| --- | --- | --- | --- |
| 0.4261e-05 | 0.6327e-05 | 0.018957 | 0.008058 |
| 0.9840e-05 | 1.8471e-05 | 0.003965 | 0.001075 |
| 2.4910e-05 | 4.0698e-05 | 0.001303 | 0.000349 |
| 4.6378e-05 | 5.6221e-05 | 0.000556 | 0.000230 |
| 1.6833e-05 | 3.7144e-05 | 0.002008 | 0.000... | | 1.3435e-05 | 3.3610e-05 | 0.003192 | 0.000994 |
| --- | --- | --- | --- |
| 0.7797e-05 | 1.8311e-05 | 0.005119 | 0.001512 |
| 2.7111e-05 | 6.1215e-05 | 0.001243 | 0.000412 | | 1 |
| 0.3098e-05 | 0.3400e-05 | 0.031224 | 0.027232 |
| --- | --- | --- | --- |
| 0.4261e-05 | 0.6327e-05 | 0.018957 | 0.008058 |
| 0.9840e-05 | 1.8471e-05 | 0.003965 | 0.001075 |
| 2.4910e-05 | 4.0698e-05 | 0.001303 | 0.000349 |
| 4.6378e-05 | 5.6221e-05 | 0.000556 | 0.000230 |
| 1.6833e-05 | 3.7144e-05 | 0.002008 | 0.000... | | 0.9792 | 0.9378 | 0.9278 | 0.9584 | 0.9625 | 0.9241 | 0.9771 | 0.9860 | 0.9025 | 0.9010 | 0.9819 | 0.9327 | 0.9376 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0.9950 | 0.9445 | 0.9528 | 0.9643 | 0.9756 | 0.9500 | 0.9645 | 0.9433 | 0.9398 | 0.9351 | 0.9503 | 0.9520 | 0.9558 | | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {12} | {12} | {12} | {12} | | | 2 | {3,12} | {3,12} | {3,12} | {3,12} |
| --- | --- | --- | --- | --- |
| 3 | {3,12,19},{3,12,21}<br>{3,12,22},{3,12,23} | {3,12,21},{3,12,22}<br>{3,12,23} | {3,12,19},{3,12,21} | {3,12,22} |
| 4 | {3,12,19,23} | {3,12,19,23} | {3,12,15,19},{3,12,15,21} | {3,5,12,22} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {12} | {12} | {12} | {12} | | | n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {12} | {12} | {12} | {12} |
| 2 | {3,12} | {3,12} | {3,12} | {3,12} |
| 3 | {3,12,19},{3,12,21}<br>{3,12,22},{3,12,23} | {3,12,21},{3,12,22}<br>{3,12,23} | {3,12,19},{3,12,21} | {3,12,22} |
| 4 | {3,12,19,23} | {3,12,19,23} | {... | 0 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {12} | {12} | {12} | {12} |
| 2 | {3,12} | {3,12} | {3,12} | {3,12} | | | 3 | {3,12,19},{3,12,21}<br>{3,12,22},{3,12,23} | {3,12,21},{3,12,22}<br>{3,12,23} | {3,12,19},{3,12,21} | {3,12,22} |
| --- | --- | --- | --- | --- |
| 4 | {3,12,19,23} | {3,12,19,23} | {3,12,15,19},{3,12,15,21} | {3,5,12,22} | | 1 |
| n | degree | closeness | betweenness | random-walk |
| --- | --- | --- | --- | --- |
| 1 | {12} | {12} | {12} | {12} |
| 2 | {3,12} | {3,12} | {3,12} | {3,12} | | | 3 | {3,12,19},{3,12,21}<br>{3,12,22},{3,12,23} | {3,12,21},{3,12,22}<br>{3,12,23} | {3,12,19},{3,12,21} | {3,12,22} |
| --- | --- | --- | --- | --- |
| 4 | {3,12,19,23} | {3,12,19,23} | {3,12,15,19},{3,12,15,21} | {3,5,12,22} | | 0 |
| nc | nf | JV | ALG1 | ALG2 |
| --- | --- | --- | --- | --- |
| 50 | 16 | 1.0642 | 1.0156 | 1.0 |
| 50 | 16 | 1.127 | 1.0363 | 1.0 |
| 50 | 16 | 1.1968 | 1.0258 | 1.0 |
| 50 | 16 | 1.2649 | 1.0258 | 1.0022 | | | 50 | 25 | 1.1167 | 1.006 | 1.0028 |
| --- | --- | --- | --- | --- |
| 50 | 25 | 1.2206 | 1.0393 | 1.0 |
| 50 | 25 | 1.3246 | 1.0277 | 1.0 |
| 50 | 25 | 1.4535 | 1.0318 | 1.0049 |
| 50 | 50 | 1.3566 | 1.0101 | 1.0017 |
| 50 | 50 | 1.5762 | 1.0348 | 1.0061 |
| 50 | 50 | 1.7648 | 1.0378 | 1.0022 |
| 50 | 50 | 2.0543 | 1... | 1 |
| nc | nf | JV | ALG1 | ALG2 |
| --- | --- | --- | --- | --- |
| 50 | 16 | 1.0642 | 1.0156 | 1.0 |
| 50 | 16 | 1.127 | 1.0363 | 1.0 |
| 50 | 16 | 1.1968 | 1.0258 | 1.0 |
| 50 | 16 | 1.2649 | 1.0258 | 1.0022 | | | nc | nf | JV | ALG1 | ALG2 |
| --- | --- | --- | --- | --- |
| 100 | 20 | 1.004 | 1.0047 | 1.0001 |
| 160 | 20 | 1.5116 | 1.0612 | 1.0009 |
| 160 | 40 | 1.065 | 1.0063 | 1.0 |
| 208 | 52 | 2.2537 | 1.074 | 1.019 |
| 240 | 60 | 1.0083 | 1.0045 | 1.0001 |
| 300 | 75 | 1.8088 | 1.0478 | 1.0006 |
| 312 | 52 | 1.7593 | 1.... | 0 |
| nc | nf | JV | ALG1 | ALG2 |
| --- | --- | --- | --- | --- |
| 50 | 16 | 1.0642 | 1.0156 | 1.0 |
| 50 | 16 | 1.127 | 1.0363 | 1.0 |
| 50 | 16 | 1.1968 | 1.0258 | 1.0 |
| 50 | 16 | 1.2649 | 1.0258 | 1.0022 |
| 50 | 25 | 1.1167 | 1.006 | 1.0028 |
| 50 | 25 | 1.2206 | 1.0393 | 1.0 |
| 50 | 25 | 1.3246 | 1.0277 | 1.0 |
|... | | 1000 | 100 | 1.0155 | 1.0226 | 1.0 |
| --- | --- | --- | --- | --- |
| 1000 | 100 | 1.0055 | 1.0101 | 1.0 | | 1 |
| nc | nf | JV | ALG1 | ALG2 |
| --- | --- | --- | --- | --- |
| 50 | 16 | 1.0642 | 1.0156 | 1.0 |
| 50 | 16 | 1.127 | 1.0363 | 1.0 |
| 50 | 16 | 1.1968 | 1.0258 | 1.0 |
| 50 | 16 | 1.2649 | 1.0258 | 1.0022 |
| 50 | 25 | 1.1167 | 1.006 | 1.0028 |
| 50 | 25 | 1.2206 | 1.0393 | 1.0 |
| 50 | 25 | 1.3246 | 1.0277 | 1.0 |
|... | | 160 | 40 | 1.065 | 1.0063 | 1.0 |
| --- | --- | --- | --- | --- |
| 208 | 52 | 2.2537 | 1.074 | 1.019 |
| 240 | 60 | 1.0083 | 1.0045 | 1.0001 |
| 300 | 75 | 1.8088 | 1.0478 | 1.0006 |
| 312 | 52 | 1.7593 | 1.0475 | 1.0008 |
| 320 | 32 | 1.0972 | 1.0015 | 1.0 |
| 400 | 100 | 1.0058 | 1.0048 | 1.0 |
| 416 | 52 | 1.0031... | 0 |
| term | Estimate | SE | t-statistic | p-value | WaldF-<br>statistic |
| --- | --- | --- | --- | --- | --- |
| (Intercept) | 3.65038 | 0.17320 | 21.07635 | 0.00000 | 458.0979 |
| Gender=“female” | -0.25473 | 0.39445 | -0.64578 | 0.55320 | 0.3529552 |
| log(citationcount) | -0.10303 | 0.13286 | -0.77546 | 0.44722 | 0.58... | | Seniority(years) | 0.09651 | 0.13090 | 0.73728 | 0.46689 | 0.5316029 |
| --- | --- | --- | --- | --- | --- |
| Framing=“fixedprobabilities” | -0.34076 | 0.16811 | -2.02704 | 0.04414 | 4.109484 |
| Region=“Europe” | 0.51848 | 0.21523 | 2.40898 | 0.01582 | 5.93565 |
| Region=“M.East” | -0.22763 | 0.37091 | -0.61369 | 0.... | 1 |
| term | Estimate | SE | t-statistic | p-value | WaldF-<br>statistic |
| --- | --- | --- | --- | --- | --- |
| (Intercept) | 3.65038 | 0.17320 | 21.07635 | 0.00000 | 458.0979 |
| Gender=“female” | -0.25473 | 0.39445 | -0.64578 | 0.55320 | 0.3529552 |
| log(citationcount) | -0.10303 | 0.13286 | -0.77546 | 0.44722 | 0.58... | | Year | p(citations) | p(readership) | Total |
| --- | --- | --- | --- |
| 1999 | 0.3738 | 0.1951 | 8 |
| 2000 | 0.1706 | 0.0555 | 10 |
| 2001 | 0.1988 | 0.3102 | 15 |
| 2003 | 0.1096 | 0.3459 | 9 |
| 2004 | 0.4157 | 0.1629 | 10 |
| 2005 | 0.2115 | 0.3178 | 17 |
| 2006 | 0.3230 | 0.2259 | 14 |
| 2007 | 0.1570 | 0.1482... | 0 |
| term | Estimate | SE | t-statistic | p-value | WaldF-<br>statistic |
| --- | --- | --- | --- | --- | --- |
| (Intercept) | 3.65038 | 0.17320 | 21.07635 | 0.00000 | 458.0979 |
| Gender=“female” | -0.25473 | 0.39445 | -0.64578 | 0.55320 | 0.3529552 | | | log(citationcount) | -0.10303 | 0.13286 | -0.77546 | 0.44722 | 0.5802456 |
| --- | --- | --- | --- | --- | --- |
| Seniority(years) | 0.09651 | 0.13090 | 0.73728 | 0.46689 | 0.5316029 |
| Framing=“fixedprobabilities” | -0.34076 | 0.16811 | -2.02704 | 0.04414 | 4.109484 |
| Region=“Europe” | 0.51848 | 0.21523 | 2.40898... | 1 |
| term | Estimate | SE | t-statistic | p-value | WaldF-<br>statistic |
| --- | --- | --- | --- | --- | --- |
| (Intercept) | 3.65038 | 0.17320 | 21.07635 | 0.00000 | 458.0979 |
| Gender=“female” | -0.25473 | 0.39445 | -0.64578 | 0.55320 | 0.3529552 | | | 2015 | 0.4661 | 0.1684 | 11 |
| --- | --- | --- | --- |
| 2016 | 0.0842 | 0.3098 | 17 |
| Total | - | - | 239 | | 0 |
| MeanRank | | |
| --- | --- | --- |
| 210 | 119 | 48.5 |
| 212 | 87 | 45.7 |
| 167 | 39 | 51.7 |
| 200 | 113 | 44.3 |
| 181 | 93 | 49.6 | | | 213 | 113 | 52.0 |
| --- | --- | --- |
| 188 | 85 | 53.5 |
| MeanRank | | |
| 263 | 251 | 75.4 |
| 401 | 338 | 73.0 |
| 312 | 193 | 81.3 |
| 168 | 156 | 81.2 | | 1 |
| MeanRank | | |
| --- | --- | --- |
| 210 | 119 | 48.5 |
| 212 | 87 | 45.7 |
| 167 | 39 | 51.7 |
| 200 | 113 | 44.3 |
| 181 | 93 | 49.6 | | | Group | 4 | 5 | 6 | 7 | 8 | 9 | 11 | 12 | 13 | rule |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 77.80 | 63.41 | 51.43 | 81.72 | 81.49 | 76.23 | 81.41 | 78.60 | 81.49 | 81.49 |
| 2 | 14.68 | 10.87 | 2.08 | 16.18 | 15.95 | 14.68 | 16.07 | 16.07 | 15.95 | 15.95 |
| 3 | 65.94 | 41.16 | 33.... | 0 |
| MeanRank | | |
| --- | --- | --- |
| 210 | 119 | 48.5 |
| 212 | 87 | 45.7 |
| 167 | 39 | 51.7 | | | 200 | 113 | 44.3 |
| --- | --- | --- |
| 181 | 93 | 49.6 |
| 213 | 113 | 52.0 |
| 188 | 85 | 53.5 |
| MeanRank | | |
| 263 | 251 | 75.4 |
| 401 | 338 | 73.0 |
| 312 | 193 | 81.3 |
| 168 | 156 | 81.2 | | 1 |
| MeanRank | | |
| --- | --- | --- |
| 210 | 119 | 48.5 |
| 212 | 87 | 45.7 |
| 167 | 39 | 51.7 | | | 2 | 14.68 | 10.87 | 2.08 | 16.18 | 15.95 | 14.68 | 16.07 | 16.07 | 15.95 | 15.95 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 65.94 | 41.16 | 33.62 | 72.75 | 72.75 | 69.06 | 68.98 | 70.48 | 74.17 | 72.75 |
| 4 | 73.27 | 62.18 | 48.71 | 77.62 | 77.62 | 73.66 | 77.23 | 77.62 | 77.62 | 77.... | 0 |
| | JavaSHA1PRNG | DRBG-SHA1 | DRBG-SHA256(1000) | DRBG-SHA256(10000) |
| --- | --- | --- | --- | --- |
| ∆wlil,0.1 | 0.140 | 0.194 | 0.200 | 0.045 |
| ∆wlil,0.05 | 0.276 | 0.224 | 0.289 | 0.063 | | | RMSDwlil,0.1 | 0.004647 | 0.003741 | 0.004984 | 0.00118 |
| --- | --- | --- | --- | --- |
| RMSDwlil,0.05 | 0.004042 | 0.003023 | 0.004423 | 0.001107 | | 1 |
| | JavaSHA1PRNG | DRBG-SHA1 | DRBG-SHA256(1000) | DRBG-SHA256(10000) |
| --- | --- | --- | --- | --- |
| ∆wlil,0.1 | 0.140 | 0.194 | 0.200 | 0.045 |
| ∆wlil,0.05 | 0.276 | 0.224 | 0.289 | 0.063 | | | | Algorithm | Symm | Asymm | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | | |
| VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 |
| BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 | |
| NIQE | 0.9285 | 0.9236 | 3.98... | 0 |
| | JavaSHA1PRNG | DRBG-SHA1 | DRBG-SHA256(1000) | DRBG-SHA256(10000) |
| --- | --- | --- | --- | --- |
| ∆wlil,0.1 | 0.140 | 0.194 | 0.200 | 0.045 |
| ∆wlil,0.05 | 0.276 | 0.224 | 0.289 | 0.063 | | | RMSDwlil,0.1 | 0.004647 | 0.003741 | 0.004984 | 0.00118 |
| --- | --- | --- | --- | --- |
| RMSDwlil,0.05 | 0.004042 | 0.003023 | 0.004423 | 0.001107 | | 1 |
| | JavaSHA1PRNG | DRBG-SHA1 | DRBG-SHA256(1000) | DRBG-SHA256(10000) |
| --- | --- | --- | --- | --- |
| ∆wlil,0.1 | 0.140 | 0.194 | 0.200 | 0.045 |
| ∆wlil,0.05 | 0.276 | 0.224 | 0.289 | 0.063 | | | VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 | |
| NIQE | 0.9285 | 0.9236 | 3.9852 | 0.8955 | 0.8490 | 6.9563 | | | 0 |
| Methods | Magnificationfactorα | | |
| --- | --- | --- | --- |
| 2 | 4 | 6 | 8 | | | Bicubic | 5.96 | 6.95 | 7.15 | 7.21 |
| --- | --- | --- | --- | --- |
| AAMs | 6.13 | 6.33 | 6.44 | 6.69 |
| DAMs | 5.91 | 6.00 | 6.11 | 6.21 | | 1 |
| Methods | Magnificationfactorα | | |
| --- | --- | --- | --- |
| 2 | 4 | 6 | 8 | | | Method | G1 | G2 | G3 | G4 | Total |
| --- | --- | --- | --- | --- | --- |
| S-extract | 81.84 | 82.07 | 67.51 | 69.25 | 78.31 |
| M-extract | 84.98 | 89.89 | 81.41 | 81.03 | 85.29 |
| S-CNN | 90.50 | 92.90 | 87.00 | 89.57 | 90.43 |
| M-CNN | 91.72 | 94.26 | 87.96 | 91.51 | 91.70 |
| MG-CNN | 93.12 | 95.37 | 88.65 | ... | 0 |
| Methods | Magnificationfactorα | | | |
| --- | --- | --- | --- | --- |
| 2 | 4 | 6 | 8 | |
| Bicubic | 5.96 | 6.95 | 7.15 | 7.21 | | | AAMs | 6.13 | 6.33 | 6.44 | 6.69 |
| --- | --- | --- | --- | --- |
| DAMs | 5.91 | 6.00 | 6.11 | 6.21 | | 1 |
| Methods | Magnificationfactorα | | | |
| --- | --- | --- | --- | --- |
| 2 | 4 | 6 | 8 | |
| Bicubic | 5.96 | 6.95 | 7.15 | 7.21 | | | MG-CNN | 93.12 | 95.37 | 88.65 | 91.93 | 92.82 |
| --- | --- | --- | --- | --- | --- |
| CF | 81.00 | 82.08 | 77.63 | 78.50 | 80.48 |
| CRF | 85.00 | 84.33 | 81.25 | 82.50 | 83.95 | | 0 |
| Label | Numberofimages |
| --- | --- |
| Neutral | 3501 |
| Happy | 7130 |
| Sad | 3128 |
| Surprise | 1439 |
| Fear | 1307 |
| Disgust | 702 | | | Anger | 2355 |
| --- | --- |
| None | 403 |
| Uncertain | 280 |
| No-face | 3755 | | 1 |
| Label | Numberofimages |
| --- | --- |
| Neutral | 3501 |
| Happy | 7130 |
| Sad | 3128 |
| Surprise | 1439 |
| Fear | 1307 |
| Disgust | 702 | | | Expression | Number |
| --- | --- |
| Neutral | 80,276 |
| Happy | 146,198 |
| Sad | 29,487 |
| Surprise | 16,288 |
| Fear | 8,191 |
| Disgust | 5,264 |
| Anger | 28,130 |
| Contempt | 5,135 |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 | | 0 |
| Label | Numberofimages |
| --- | --- |
| Neutral | 3501 |
| Happy | 7130 | | | Sad | 3128 |
| --- | --- |
| Surprise | 1439 |
| Fear | 1307 |
| Disgust | 702 |
| Anger | 2355 |
| None | 403 |
| Uncertain | 280 |
| No-face | 3755 | | 1 |
| Label | Numberofimages |
| --- | --- |
| Neutral | 3501 |
| Happy | 7130 | | | Contempt | 5,135 |
| --- | --- |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 | | 0 |
| Item | Quantity |
| --- | --- |
| 3mmx10mmboltandnut | 29 | | | 32mmx2mmsteelbar | 7 |
| --- | --- |
| 2x6x2.5mmballbearing | 8 |
| 10mmx100mmwoodenbar | 1 | | 1 |
| Item | Quantity |
| --- | --- |
| 3mmx10mmboltandnut | 29 | | | Item | NormalizedDecayedWeight |
| --- | --- |
| 2 | 198.08 |
| 3 | 96.16 |
| 5 | 72.15 |
| 6 | 37.04 | | 0 |
| Item | Quantity |
| --- | --- |
| 3mmx10mmboltandnut | 29 | | | 32mmx2mmsteelbar | 7 |
| --- | --- |
| 2x6x2.5mmballbearing | 8 |
| 10mmx100mmwoodenbar | 1 | | 1 |
| Item | Quantity |
| --- | --- |
| 3mmx10mmboltandnut | 29 | | | 3 | 96.16 |
| --- | --- |
| 5 | 72.15 |
| 6 | 37.04 | | 0 |
| algorithm | time<br>(min:sec.milisec) | sizeofthe<br>answerset |
| --- | --- | --- |
| a | 20:36.323 | 12 |
| b | 2:31.217 | 12 | | | c | 0:10.139 | 3×2=6 |
| --- | --- | --- |
| d | 0:17.698 | 12×2=24 | | 1 |
| algorithm | time<br>(min:sec.milisec) | sizeofthe<br>answerset |
| --- | --- | --- |
| a | 20:36.323 | 12 |
| b | 2:31.217 | 12 | | | N | Int32 | Int64 | Float | Double |
| --- | --- | --- | --- | --- |
| 32M | 24.1 | 12.4 | 24.5 | 12.6 |
| 64M | 24.8 | 12.6 | 25.1 | 12.9 |
| 128M | 25.3 | 12.7 | 25.5 | 13.0 |
| 256M | 25.5 | 12.7 | 25.6 | 13.0 |
| 512M | 25.5 | 12.8 | 25.7 | 13.0 | | 0 |
| algorithm | time<br>(min:sec.milisec) | sizeofthe<br>answerset |
| --- | --- | --- |
| a | 20:36.323 | 12 |
| b | 2:31.217 | 12 | | | c | 0:10.139 | 3×2=6 |
| --- | --- | --- |
| d | 0:17.698 | 12×2=24 | | 1 |
| algorithm | time<br>(min:sec.milisec) | sizeofthe<br>answerset |
| --- | --- | --- |
| a | 20:36.323 | 12 |
| b | 2:31.217 | 12 | | | 64M | 24.8 | 12.6 | 25.1 | 12.9 |
| --- | --- | --- | --- | --- |
| 128M | 25.3 | 12.7 | 25.5 | 13.0 |
| 256M | 25.5 | 12.7 | 25.6 | 13.0 |
| 512M | 25.5 | 12.8 | 25.7 | 13.0 | | 0 |
| 1(1024) | 2(512) |
| --- | --- |
| 2<br>Area(µm)Power(µW) | 2<br>Area(µm)Power(µW) | | | 243.5 | 749.8 |
| --- | --- |
| 639.4 | 10717.2 |
| –– | 42462.1 |
| 42457.1 | 44065.1 | | 1 |
| 1(1024) | 2(512) |
| --- | --- |
| 2<br>Area(µm)Power(µW) | 2<br>Area(µm)Power(µW) | | | 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... | 0 |
| 1(1024) | 2(512) |
| --- | --- |
| 2<br>Area(µm)Power(µW) | 2<br>Area(µm)Power(µW) |
| 243.5 | 749.8 | | | 639.4 | 10717.2 |
| --- | --- |
| –– | 42462.1 |
| 42457.1 | 44065.1 | | 1 |
| 1(1024) | 2(512) |
| --- | --- |
| 2<br>Area(µm)Power(µW) | 2<br>Area(µm)Power(µW) |
| 243.5 | 749.8 | | | 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 |
| Measures | | DegComp | ¬DegComp | | |
| --- | --- | --- | --- | --- | --- |
| | | CVSIDS | ¬CVSIDS | CVSIDS | ¬CVSIDS | | | LBD | SIZE | 218 | 1 | 0 | 0 |
| --- | --- | --- | --- | --- | --- |
| ¬SIZE | 1 | 1 | 1 | 1 | |
| ¬LBD | SIZE | 3 | 3 | 0 | 5 |
| ¬SIZE | 3 | 5 | 1 | 44 | | | 1 |
| Measures | | DegComp | ¬DegComp | | |
| --- | --- | --- | --- | --- | --- |
| | | CVSIDS | ¬CVSIDS | CVSIDS | ¬CVSIDS | | | | Maxlength | Vocabulary | Classes | Documents | Test |
| --- | --- | --- | --- | --- | --- |
| MR | 64 | 18767 | 2 | 10662 | CV |
| SST-1 | 61 | 17838 | 5 | 11855 | |
| SST-2 | 61 | 16190 | 2 | 9613 | |
| Subj | 128 | 21324 | 2 | 10000 | CV |
| TREC | 45 | 8766 | 6 | 5952 | |
| CR | 113 | 5341 | 2 | 3775 | CV |
... | 0 |
| Measures | | DegComp | ¬DegComp | | |
| --- | --- | --- | --- | --- | --- |
| | | CVSIDS | ¬CVSIDS | CVSIDS | ¬CVSIDS |
| LBD | SIZE | 218 | 1 | 0 | 0 | | | ¬SIZE | 1 | 1 | 1 | 1 | |
| --- | --- | --- | --- | --- | --- |
| ¬LBD | SIZE | 3 | 3 | 0 | 5 |
| ¬SIZE | 3 | 5 | 1 | 44 | | | 1 |
| Measures | | DegComp | ¬DegComp | | |
| --- | --- | --- | --- | --- | --- |
| | | CVSIDS | ¬CVSIDS | CVSIDS | ¬CVSIDS |
| LBD | SIZE | 218 | 1 | 0 | 0 | | | Subj | 128 | 21324 | 2 | 10000 | CV |
| --- | --- | --- | --- | --- | --- |
| TREC | 45 | 8766 | 6 | 5952 | |
| CR | 113 | 5341 | 2 | 3775 | CV |
| MPQA | 44 | 6248 | 2 | 10606 | CV | | 0 |
| Circuit | No.of<br>Inputs | No.of<br>Gates | Time |
| --- | --- | --- | --- |
| c17 | 5 | 6 | 0.047s |
| | | | |
| voter | 12 | 59 | 0.641s | | | pc | 27 | 103 | 225.297s |
| --- | --- | --- | --- |
| count | 35 | 144 | 36.610s |
| alu4 | 14 | 63 | 58.626s |
| malu4 | 14 | 92 | 588.702s | | 1 |
| Circuit | No.of<br>Inputs | No.of<br>Gates | Time |
| --- | --- | --- | --- |
| c17 | 5 | 6 | 0.047s |
| | | | |
| voter | 12 | 59 | 0.641s | | | nqubits | ngates | Total<br>Time(s) | Timeper<br>Gate(s) |
| --- | --- | --- | --- |
| 29 | 435 | 116.6 | 0.27 |
| 30 | 465 | 141.6 | 0.30 |
| 31 | 496 | 167.9 | 0.34 |
| 32 | 528 | 200.9 | 0.38 |
| 33 | 561 | 245.0 | 0.44 |
| 34 | 595 | 297.4 | 0.50 |
| 35 | 630 | 339.7 | 0.54 |
| 36 | 666 | 445.4 | 0.67 |
| 37 | 70... | 0 |
| Circuit | No.of<br>Inputs | No.of<br>Gates | Time |
| --- | --- | --- | --- |
| c17 | 5 | 6 | 0.047s |
| | | | |
| voter | 12 | 59 | 0.641s | | | pc | 27 | 103 | 225.297s |
| --- | --- | --- | --- |
| count | 35 | 144 | 36.610s |
| alu4 | 14 | 63 | 58.626s |
| malu4 | 14 | 92 | 588.702s | | 1 |
| Circuit | No.of<br>Inputs | No.of<br>Gates | Time |
| --- | --- | --- | --- |
| c17 | 5 | 6 | 0.047s |
| | | | |
| voter | 12 | 59 | 0.641s | | | 39 | 780 | 766.1 | 0.98 |
| --- | --- | --- | --- |
| 40 | 820 | 997.2 | 1.22 | | 0 |
| Top1 | Top5 | acceleration |
| --- | --- | --- |
| 56.8 | 80.0 | - | | | 56.8 | 79.9 | 1.00 |
| --- | --- | --- |
| 44.2 | 69.2 | 58.0 |
| 55.1 | 78.8 | 1.79 | | 1 |
| Top1 | Top5 | acceleration |
| --- | --- | --- |
| 56.8 | 80.0 | - | | | Timings |
| --- |
| 412.579 |
| 159.950 |
| 62.638 |
| 4.572 |
| 3.175 |
| 1.113 | | 0 |
| Top1 | Top5 | acceleration |
| --- | --- | --- |
| 56.8 | 80.0 | - |
| 56.8 | 79.9 | 1.00 | | | 44.2 | 69.2 | 58.0 |
| --- | --- | --- |
| 55.1 | 78.8 | 1.79 | | 1 |
| Top1 | Top5 | acceleration |
| --- | --- | --- |
| 56.8 | 80.0 | - |
| 56.8 | 79.9 | 1.00 | | | 4.572 |
| --- |
| 3.175 |
| 1.113 | | 0 |
| PMIscores(cid:100) | 28 | 15 | 9 | 5 |
| --- | --- | --- | --- | --- |
| MSD2V | 0.23 | 0.257 | 0.136 | 0.127 | | | WardBoW | 0.241 | 0.209 | 0.146 | 0.138 |
| --- | --- | --- | --- | --- |
| WardD2V | 0.212 | 0.156 | 0.1 | 0.071 |
| LDA | 0.144 | 0.145 | 0.109 | 0.124 | | 1 |
| PMIscores(cid:100) | 28 | 15 | 9 | 5 |
| --- | --- | --- | --- | --- |
| MSD2V | 0.23 | 0.257 | 0.136 | 0.127 | | | Objectiveevaluation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | SSIM | PSNR | MSE | MI | UIQI |
| DCT+Acmax | 0.9763 | 34.9162 | 20.9634 | 3.7848 | 0.8303 |
| DCT+Acmax+Cv | 0.9759 | 34.8722 | 21.1768 | 3.7763 | 0.8284 |
| DCT+Varience | 0.979 | 35.1015 | 20.0879 | 3.9204 | 0.8319 |
| DCT+Varien... | 0 |
| PMIscores(cid:100) | 28 | 15 | 9 | 5 |
| --- | --- | --- | --- | --- |
| MSD2V | 0.23 | 0.257 | 0.136 | 0.127 | | | WardBoW | 0.241 | 0.209 | 0.146 | 0.138 |
| --- | --- | --- | --- | --- |
| WardD2V | 0.212 | 0.156 | 0.1 | 0.071 |
| LDA | 0.144 | 0.145 | 0.109 | 0.124 | | 1 |
| PMIscores(cid:100) | 28 | 15 | 9 | 5 |
| --- | --- | --- | --- | --- |
| MSD2V | 0.23 | 0.257 | 0.136 | 0.127 | | | DCT+SF+Cv | 0.9844 | 36.2036 | 15.5856 | 4.0282 | 0.8457 |
| --- | --- | --- | --- | --- | --- |
| DCT+Ampmax(Proposed) | 0.9836 | 36.1464 | 15.7923 | 4.005 | 0.8415 |
| DCT+Ampmax+Cv(Proposed) | 0.9836 | 36.1498 | 15.78 | 4.005 | 0.8415 | | 0 |
| FW | Mult.<br>inF(P) | Occurrences<br>incorpus | p1<br>(cid:101) | p2<br>(cid:101) |
| --- | --- | --- | --- | --- |
| | 200519 | 531990 | 0,32 | 0,32 |
| die | 6279 | 19646 | 0,38 | 0,48 |
| der | 5934 | 19138 | 0,38 | 0,40 |
| und | 1706 | 14015 | 0,40 | 0,37 | | | zu | 1535 | 6492 | 0,55 | 0,31 |
| --- | --- | --- | --- | --- |
| den | 1364 | 6196 | 0,35 | 0,44 |
| eine | 1205 | 3775 | 0,50 | 0,43 |
| ,daß | 1161 | 5274 | 0,37 | 0,37 |
| des | 992 | 3945 | 0,44 | 0,35 |
| ,die | 945 | 4645 | 0,46 | 0,48 |
| das | 917 | 4298 | 0,41 | 0,45 |
| nicht | 888 | 4192 | 0,46 | 0,40 |
... | 1 |
| FW | Mult.<br>inF(P) | Occurrences<br>incorpus | p1<br>(cid:101) | p2<br>(cid:101) |
| --- | --- | --- | --- | --- |
| | 200519 | 531990 | 0,32 | 0,32 |
| die | 6279 | 19646 | 0,38 | 0,48 |
| der | 5934 | 19138 | 0,38 | 0,40 |
| und | 1706 | 14015 | 0,40 | 0,37 | | | FW | Mult.<br>inF(P) | Occurrences<br>incorpus | p1<br>(cid:101) | p2<br>(cid:101) |
| --- | --- | --- | --- | --- |
| | 99742 | 246490 | 0.34 | 0.35 |
| . | 3149 | 7935 | 0.41 | 0.44 |
| [ | 2843 | 5748 | 0.37 | 0.35 |
| die | 1606 | 5013 | 0.46 | 0.41 |
| der | 1164 | 4883 | 0.41 | 0.39 |
| das | 778 | 3238 | 0.44... | 0 |
| FW | Mult.<br>inF(P) | Occurrences<br>incorpus | p1<br>(cid:101) | p2<br>(cid:101) |
| --- | --- | --- | --- | --- |
| | 200519 | 531990 | 0,32 | 0,32 |
| die | 6279 | 19646 | 0,38 | 0,48 |
| der | 5934 | 19138 | 0,38 | 0,40 |
| und | 1706 | 14015 | 0,40 | 0,37 |
| zu | 1535 | 6492 | 0,55 | 0,31 |
| den | 1364 | 619... | | wir | 558 | 4050 | 0,26 | 0,48 |
| --- | --- | --- | --- | --- |
| fu¨r | 542 | 4791 | 0,46 | 0,26 |
| es | 438 | 3229 | 0,28 | 0,45 |
| auf | 429 | 3808 | 0,47 | 0,27 |
| auch | 398 | 3047 | 0,38 | 0,41 |
| einer | 389 | 1621 | 0,41 | 0,45 |
| mit | 367 | 3146 | 0,467 | 0,28 | | 1 |
| FW | Mult.<br>inF(P) | Occurrences<br>incorpus | p1<br>(cid:101) | p2<br>(cid:101) |
| --- | --- | --- | --- | --- |
| | 200519 | 531990 | 0,32 | 0,32 |
| die | 6279 | 19646 | 0,38 | 0,48 |
| der | 5934 | 19138 | 0,38 | 0,40 |
| und | 1706 | 14015 | 0,40 | 0,37 |
| zu | 1535 | 6492 | 0,55 | 0,31 |
| den | 1364 | 619... | | nicht | 460 | 2755 | 0.40 | 0.41 |
| --- | --- | --- | --- | --- |
| the | 460 | 1836 | 0.43 | 0.36 |
| ein | 459 | 2028 | 0.45 | 0.39 |
| daß | 409 | 2124 | 0.39 | 0.39 |
| ” | 344 | 2166 | 0.31 | 0.53 |
| ist | 343 | 2911 | 0.41 | 0.32 |
| den | 301 | 1896 | 0.41 | 0.36 |
| to | 295 | 1095 | 0.42 | 0.40 |
| es | 29... | 0 |
| PMI | GloVe | skipgram |
| --- | --- | --- |
| service | | |
| services(1)<br>network(2)<br>operates(8)<br>launched(18)<br>served(22)<br>intercity(34) | services(1)<br>operated(3)<br>serving(6)<br>military(17)<br>duty(20)<br>passenger(21)<br>dialaride(644)<br>aftersales(759)<br>limitedstop(802) | services(1) | | | bad | | |
| --- | --- | --- |
| terrible(1)<br>that(2)<br>luck(39)<br>unfortunate(70)<br>stalling(276)<br>donnersbergkreis(860)<br>rancid(980) | good(1)<br>kissingen(2)<br>ugly(45)<br>nasty(48)<br>dirty(106)<br>omen(328)<br>conkers(360)<br>karma(952) | nauheim(1)<br>good(2)<br>dreadful(5) |
| above | | |
| below(... | 1 |
| PMI | GloVe | skipgram |
| --- | --- | --- |
| service | | |
| services(1)<br>network(2)<br>operates(8)<br>launched(18)<br>served(22)<br>intercity(34) | services(1)<br>operated(3)<br>serving(6)<br>military(17)<br>duty(20)<br>passenger(21)<br>dialaride(644)<br>aftersales(759)<br>limitedstop(802) | services(1) | | | network | ncomm | Q | nG,tot | pG,tot | nL,av | pL,av |
| --- | --- | --- | --- | --- | --- | --- |
| VTc | 4 | 0.332 | 6 | 0.48 | 9 | 10 |
| stn | 58 | 0.530 | 3 | 0.75 | 19 | 10 |
| Rome | 39 | 0.907 | 18 | 10 | 19 | 10 |
| ER | 3.68<br>1.55 | 0.114<br>0.020 | 3.94<br>2.34 | 0.59<br>0.30 | 5.39<br>3.34 | 0.66<br>0.... | 0 |
| PMI | GloVe | skipgram |
| --- | --- | --- |
| service | | |
| services(1)<br>network(2)<br>operates(8)<br>launched(18)<br>served(22)<br>intercity(34) | services(1)<br>operated(3)<br>serving(6)<br>military(17)<br>duty(20)<br>passenger(21)<br>dialaride(644)<br>aftersales(759)<br>limitedstop(802) | services(1) |
| ba... | | above | | |
| --- | --- | --- |
| below(1)<br>around(2)<br>feet(5)<br>measuring(29)<br>beneath(36)<br>columns(62)<br>atop(102) | below(1)<br>level(2)<br>height(3)<br>just(4)<br>stands(10)<br>lower(11)<br>beneath(12)<br>rise(21)<br>sea(30)<br>.<br>.<br>. | below(1)<br>500ft(2) | | 1 |
| PMI | GloVe | skipgram |
| --- | --- | --- |
| service | | |
| services(1)<br>network(2)<br>operates(8)<br>launched(18)<br>served(22)<br>intercity(34) | services(1)<br>operated(3)<br>serving(6)<br>military(17)<br>duty(20)<br>passenger(21)<br>dialaride(644)<br>aftersales(759)<br>limitedstop(802) | services(1) |
| ba... | | stnaggr. | 9 | 0.34 | 18 | 0.38 | 7 | 0.05 |
| --- | --- | --- | --- | --- | --- | --- |
| Romeaggr. | 6 | 0.46 | 8 | 0.24 | 5 | 0.86 | | 0 |
| 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.... | | 81.12(80.87,81.29) | 46.91(46.58,47.48) | 85.47(85.23,85.74) | 93.15(92.9993.29) | 91.58(91.3791.84) | 83.92(83.4084.54) |
| --- | --- | --- | --- | --- | --- |
| 81.13(80.64,81.33) | 46.96(46.62,47.31) | 85.46(85.17,85.64) | 93.10(92.9893.19) | 91.54(91.2891.73) | 84.09(83.5984.53) |
| 81.22(80.82,81.66) | 47.02(46.... | 1 |
| 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.... | | 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.... | 0 |
| 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.... | | 81.38(81.21,81.68) | 46.91(46.22,47.38) | 85.33(85.25,85.72) | 93.08(92.9693.22) | 91.56(91.2691.90) | 84.00(83.2184.60) |
| --- | --- | --- | --- | --- | --- |
| 81.22(81.03,81.49) | 46.93(46.44,47.38) | 85.46(84.98,85.73) | 93.14(92.9093.33) | 91.58(91.3991.87) | 83.99(83.7384.31) |
| 81.19(80.94,81.42) | 46.74(46.... | 1 |
| 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.... | | 81.12(80.87,81.29) | 46.91(46.58,47.48) | 85.47(85.23,85.74) | 93.15(92.9993.29) | 91.58(91.3791.84) | 83.92(83.4084.54) |
| --- | --- | --- | --- | --- | --- |
| 81.13(80.64,81.33) | 46.96(46.62,47.31) | 85.46(85.17,85.64) | 93.10(92.9893.19) | 91.54(91.2891.73) | 84.09(83.5984.53) |
| 81.22(80.82,81.66) | 47.02(46.... | 0 |
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