premise string | hypothesis string | label int64 |
|---|---|---|
| Benchmarks | Trojanpayload | Trojantrigger | Trojantype |
| --- | --- | --- | --- |
| AES-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T200 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T700 | LeaksthekeythroughcovertCDMAchannel | Specificplaintext | II |
| AES-T900 | LeaksthekeythroughcovertCDMAchannel | Counter | II | | | AES-T1100 | LeaksthekeythroughcovertCDMAchannel | Plaintextsequence(FSM) | II |
| --- | --- | --- | --- |
| AES-T2000 | LeaksthekeythroughPSCofshiftregister | Specificplaintext | II |
| AES-T2100 | LeaksthekeythroughPSCofshiftregister | Plaintextsequence(FSM) | II |
| RSA-T100 | Leaksthekeythroughciphertextoutput | Specificplaintext | I |
| RSA-T300 | Leaksthekeythroughciphertextoutput | Counter | I |
| DES-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| PRESENT-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T1100(M) | LeaksthekeythroughcovertCDMAchannel | Plaintextsequence(FSM) | II | | 1 |
| Benchmarks | Trojanpayload | Trojantrigger | Trojantype |
| --- | --- | --- | --- |
| AES-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T200 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T700 | LeaksthekeythroughcovertCDMAchannel | Specificplaintext | II |
| AES-T900 | LeaksthekeythroughcovertCDMAchannel | Counter | II | | | Benchmarks | Trojanpayload | Trojantrigger | Trojantype | #ofControlpoints |
| --- | --- | --- | --- | --- |
| PIC-T100 | Manipulatesprogramexecutionflow | Counter | II | 17 |
| PIC-T200 | Manipulatesinstructionregister | Counter | II | 41 |
| b19-T500 | Manipulatesinstructionregister | FSM | II | 193 |
| RS232-T500 | Manipulatesacontrolsignal | Counter | II | 13 |
| s35932-T100 | Manipulatesscanmode | Counter | II | 23 |
| RSA-T400 | Replacesthekeytoleakplaintext | Counter | II | 34 | | 0 |
| Benchmarks | Trojanpayload | Trojantrigger | Trojantype |
| --- | --- | --- | --- |
| AES-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T200 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T700 | LeaksthekeythroughcovertCDMAchannel | Specificplaintext | II |
| AES-T900 | LeaksthekeythroughcovertCDMAchannel | Counter | II |
| AES-T1100 | LeaksthekeythroughcovertCDMAchannel | Plaintextsequence(FSM) | II | | | AES-T2000 | LeaksthekeythroughPSCofshiftregister | Specificplaintext | II |
| --- | --- | --- | --- |
| AES-T2100 | LeaksthekeythroughPSCofshiftregister | Plaintextsequence(FSM) | II |
| RSA-T100 | Leaksthekeythroughciphertextoutput | Specificplaintext | I |
| RSA-T300 | Leaksthekeythroughciphertextoutput | Counter | I |
| DES-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| PRESENT-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T1100(M) | LeaksthekeythroughcovertCDMAchannel | Plaintextsequence(FSM) | II | | 1 |
| Benchmarks | Trojanpayload | Trojantrigger | Trojantype |
| --- | --- | --- | --- |
| AES-T100 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T200 | LeaksthekeythroughcovertCDMAchannel | Alwayson | II |
| AES-T700 | LeaksthekeythroughcovertCDMAchannel | Specificplaintext | II |
| AES-T900 | LeaksthekeythroughcovertCDMAchannel | Counter | II |
| AES-T1100 | LeaksthekeythroughcovertCDMAchannel | Plaintextsequence(FSM) | II | | | s35932-T100 | Manipulatesscanmode | Counter | II | 23 |
| --- | --- | --- | --- | --- |
| RSA-T400 | Replacesthekeytoleakplaintext | Counter | II | 34 | | 0 |
| Scale“Color” | DefiningSteps |
| --- | --- |
| Chromatic | RHHHHHHHHHHHHR |
| Major | RWWHWWWHR |
| (Natural)Minor | RWHWWHWWR | | | Diminished | RHWHWHWHWR |
| --- | --- |
| Augmented | RAHAHAHR | | 1 |
| Scale“Color” | DefiningSteps |
| --- | --- |
| Chromatic | RHHHHHHHHHHHHR |
| Major | RWWHWWWHR |
| (Natural)Minor | RWHWWHWWR | | | Dataset | κ | Choiceofq | criterioncheck |
| --- | --- | --- | --- |
| Stereo | 0.8 | uniform | approximate |
| Inpainting | 0.7 | uniform | approximate |
| Denoise-sq | 0.8 | uniform | approximate |
| Denoise-ts | 0.7 | uniform | approximate |
| OpticalFlow | 0.9 | unary | exact |
| Color-seg-n4 | 0.9 | unary | exact |
| Color-seg-n8 | 0.9 | unary | exact | | 0 |
| Scale“Color” | DefiningSteps |
| --- | --- |
| Chromatic | RHHHHHHHHHHHHR | | | Major | RWWHWWWHR |
| --- | --- |
| (Natural)Minor | RWHWWHWWR |
| Diminished | RHWHWHWHWR |
| Augmented | RAHAHAHR | | 1 |
| Scale“Color” | DefiningSteps |
| --- | --- |
| Chromatic | RHHHHHHHHHHHHR | | | Denoise-sq | 0.8 | uniform | approximate |
| --- | --- | --- | --- |
| Denoise-ts | 0.7 | uniform | approximate |
| OpticalFlow | 0.9 | unary | exact |
| Color-seg-n4 | 0.9 | unary | exact |
| Color-seg-n8 | 0.9 | unary | exact | | 0 |
| Probleminstance | 4096<br>16×256 | 8192<br>32×256 | 16384<br>64×256 | 32768<br>128×256 | 65536<br>256×256 | 131072<br>512×256 | 262144<br>1024×256 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 200×20 | 46,63 | 60,88 | 63,80 | 67,51 | 73,47 | 75,94 | 77,46 |
| 100×20 | 45,35 | 58,49 | 60,15 | 62,75 | 66,49 | 66,64 | 67,01 |
| 50×20 | 44,39 | 58,30 | 57,72 | 57,68 | 57,37 | 57,01 | 56,42 | | | 20×20 | 41,71 | 50,28 | 49,19 | 45,90 | 42,03 | 41,80 | 41,65 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AverageSpeedup | 44,52 | 56,99 | 57,72 | 58,46 | 59,84 | 60,35 | 60,64 | | 1 |
| Probleminstance | 4096<br>16×256 | 8192<br>32×256 | 16384<br>64×256 | 32768<br>128×256 | 65536<br>256×256 | 131072<br>512×256 | 262144<br>1024×256 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 200×20 | 46,63 | 60,88 | 63,80 | 67,51 | 73,47 | 75,94 | 77,46 |
| 100×20 | 45,35 | 58,49 | 60,15 | 62,75 | 66,49 | 66,64 | 67,01 |
| 50×20 | 44,39 | 58,30 | 57,72 | 57,68 | 57,37 | 57,01 | 56,42 | | | M | Orig.<br>#T | #KB | #I | NetFABB<br>#T | #KB | #I | D | MeshMixer<br>#T | #KB | #I | D |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 4002 | 781 | 98 | 4564 | 890 | 296 | 0 | 32738 | 6387 | 0 | 0.43 |
| 2 | 145 | 28 | 42 | 264 | 50 | 0 | 11.3 | 30678 | 5981 | 0 | 0.47 |
| 3 | 20 | 4 | 18 | 12 | 3 | 0 | 4.9 | 26122 | 4876 | 0 | 0.41 |
| 4 | 15294 | 4176 | 5060 | 21064 | 4653 | 1102 | 18.5 | 1058720 | 223453 | 0 | 0.46 |
| 5 | 52851 | 11842 | 7914 | 59712 | 13378 | 2142 | 3.8 | 1337174 | 302297 | 0 | 0.45 | | 0 |
| Probleminstance | 4096<br>16×256 | 8192<br>32×256 | 16384<br>64×256 | 32768<br>128×256 | 65536<br>256×256 | 131072<br>512×256 | 262144<br>1024×256 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 200×20 | 46,63 | 60,88 | 63,80 | 67,51 | 73,47 | 75,94 | 77,46 |
| 100×20 | 45,35 | 58,49 | 60,15 | 62,75 | 66,49 | 66,64 | 67,01 |
| 50×20 | 44,39 | 58,30 | 57,72 | 57,68 | 57,37 | 57,01 | 56,42 | | | 20×20 | 41,71 | 50,28 | 49,19 | 45,90 | 42,03 | 41,80 | 41,65 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AverageSpeedup | 44,52 | 56,99 | 57,72 | 58,46 | 59,84 | 60,35 | 60,64 | | 1 |
| Probleminstance | 4096<br>16×256 | 8192<br>32×256 | 16384<br>64×256 | 32768<br>128×256 | 65536<br>256×256 | 131072<br>512×256 | 262144<br>1024×256 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 200×20 | 46,63 | 60,88 | 63,80 | 67,51 | 73,47 | 75,94 | 77,46 |
| 100×20 | 45,35 | 58,49 | 60,15 | 62,75 | 66,49 | 66,64 | 67,01 |
| 50×20 | 44,39 | 58,30 | 57,72 | 57,68 | 57,37 | 57,01 | 56,42 | | | 4 | 15294 | 4176 | 5060 | 21064 | 4653 | 1102 | 18.5 | 1058720 | 223453 | 0 | 0.46 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | 52851 | 11842 | 7914 | 59712 | 13378 | 2142 | 3.8 | 1337174 | 302297 | 0 | 0.45 | | 0 |
| Corpus | Original | Ours | | |
| --- | --- | --- | --- | --- |
| P | R | P | R | |
| ApexDVDPlayer | 0.90 | 0.86 | 0.239 | 0.328 |
| CreativeMP3Player | 0.81 | 0.84 | 0.180 | 0.319 |
| NikonCamera | 0.87 | 0.81 | 0.194 | 0.287 | | | NokiaPhone | 0.92 | 0.86 | 0.287 | 0.359 |
| --- | --- | --- | --- | --- |
| CanonCamera | 0.90 | 0.81 | 0.201 | 0.356 |
| Average | 0.88 | 0.83 | 0.220 | 0.330 | | 1 |
| Corpus | Original | Ours | | |
| --- | --- | --- | --- | --- |
| P | R | P | R | |
| ApexDVDPlayer | 0.90 | 0.86 | 0.239 | 0.328 |
| CreativeMP3Player | 0.81 | 0.84 | 0.180 | 0.319 |
| NikonCamera | 0.87 | 0.81 | 0.194 | 0.287 | | | Corpus | Original | Ours | | |
| --- | --- | --- | --- | --- |
| P | R | P | R | |
| ApexDVDPlayer | 0.797 | 0.743 | 0.389 | 0.355 |
| CreativeMP3Player | 0.818 | 0.692 | 0.293 | 0.319 |
| NikonCamera | 0.792 | 0.710 | 0.265 | 0.457 |
| NokiaPhone | 0.761 | 0.718 | 0.328 | 0.489 |
| CanonCamera | 0.822 | 0.747 | 0.352 | 0.286 |
| Average | 0.8 | 0.72 | 0.325 | 0.381 | | 0 |
| Corpus | Original | Ours | |
| --- | --- | --- | --- |
| P | R | P | R | | | ApexDVDPlayer | 0.90 | 0.86 | 0.239 | 0.328 |
| --- | --- | --- | --- | --- |
| CreativeMP3Player | 0.81 | 0.84 | 0.180 | 0.319 |
| NikonCamera | 0.87 | 0.81 | 0.194 | 0.287 |
| NokiaPhone | 0.92 | 0.86 | 0.287 | 0.359 |
| CanonCamera | 0.90 | 0.81 | 0.201 | 0.356 |
| Average | 0.88 | 0.83 | 0.220 | 0.330 | | 1 |
| Corpus | Original | Ours | |
| --- | --- | --- | --- |
| P | R | P | R | | | NikonCamera | 0.792 | 0.710 | 0.265 | 0.457 |
| --- | --- | --- | --- | --- |
| NokiaPhone | 0.761 | 0.718 | 0.328 | 0.489 |
| CanonCamera | 0.822 | 0.747 | 0.352 | 0.286 |
| Average | 0.8 | 0.72 | 0.325 | 0.381 | | 0 |
| Set1 | #ofpairs | Averagecosinesimilarity | |
| --- | --- | --- | --- |
| SA | DSA | | |
| fathervs.father | 406 | 0.5047 | 0.5209 |
| fathervs.mother | 832 | 0.2639 | 0.2748 |
| fathervs.another | 1276 | 0.1964 | 0.1861 |
| Set2 | #ofpairs | Averagecosinesimilarity | |
| SA | DSA | | |
| evervs.ever | 46 | 0.4027 | 0.4265 | | | evervs.never | 1581 | 0.2475 | 0.2238 |
| --- | --- | --- | --- |
| evervs.however | 713 | 0.2638 | 0.2419 | | 1 |
| Set1 | #ofpairs | Averagecosinesimilarity | |
| --- | --- | --- | --- |
| SA | DSA | | |
| fathervs.father | 406 | 0.5047 | 0.5209 |
| fathervs.mother | 832 | 0.2639 | 0.2748 |
| fathervs.another | 1276 | 0.1964 | 0.1861 |
| Set2 | #ofpairs | Averagecosinesimilarity | |
| SA | DSA | | |
| evervs.ever | 46 | 0.4027 | 0.4265 | | | FW | Mult.<br>inF(P) | Occurrences<br>incorpus | p1<br>(cid:101) | p2<br>(cid:101) |
| --- | --- | --- | --- | --- |
| | 151778 | 535729 | 0.29 | 0.29 |
| the | 13113 | 35792 | 0.37 | 0.42 |
| , | 9865 | 27186 | 0.44 | 0.39 |
| to | 5590 | 16807 | 0.40 | 0.38 |
| of | 3526 | 18548 | 0.28 | 0.35 |
| a | 2596 | 8343 | 0.41 | 0.41 |
| and | 2529 | 13954 | 0.39 | 0.41 |
| in | 2106 | 11109 | 0.48 | 0.28 |
| that | 1675 | 8052 | 0.37 | 0.38 |
| is | 1212 | 8572 | 0.33 | 0.32 |
| be | 1016 | 4761 | 0.28 | 0.48 |
| for | 844 | 5515 | 0.40 | 0.37 |
| this | 713 | 5176 | 0.33 | 0.39 |
| inthe | 627 | 3142 | 0.51 | 0.40 |
| are | 616 | 3825 | 0.35 | 0.42 |
| we | 579 | 4419 | 0.37 | 0.32 |
| which | 570 | 4106 | 0.42 | 0.40 |
| on | 453 | 4640 | 0.39 | 0.28 |
| have | 450 | 3498 | 0.33 | 0.33 |
| an | 432 | 1784 | 0.48 | 0.38 |
| has | 425 | 2320 | 0.46 | 0.34 | | 0 |
| Set1 | #ofpairs | Averagecosinesimilarity | |
| --- | --- | --- | --- |
| SA | DSA | | |
| fathervs.father | 406 | 0.5047 | 0.5209 | | | fathervs.mother | 832 | 0.2639 | 0.2748 |
| --- | --- | --- | --- |
| fathervs.another | 1276 | 0.1964 | 0.1861 |
| Set2 | #ofpairs | Averagecosinesimilarity | |
| SA | DSA | | |
| evervs.ever | 46 | 0.4027 | 0.4265 |
| evervs.never | 1581 | 0.2475 | 0.2238 |
| evervs.however | 713 | 0.2638 | 0.2419 | | 1 |
| Set1 | #ofpairs | Averagecosinesimilarity | |
| --- | --- | --- | --- |
| SA | DSA | | |
| fathervs.father | 406 | 0.5047 | 0.5209 | | | an | 432 | 1784 | 0.48 | 0.38 |
| --- | --- | --- | --- | --- |
| has | 425 | 2320 | 0.46 | 0.34 | | 0 |
| Similarity | Outlets | Grouped | Comm. | Mod. | Cond. | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | | | Vocabulary | 79 | 341 | 52 | 262 | 7 | 14 | 0.38 | 0.38 | 0.02 | 0.35 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Topics | 79 | 341 | 50 | 133 | 4 | 7 | 0.60 | 0.58 | 0.11 | 0.26 |
| MinHash | 75 | 365 | 50 | 355 | 6 | 11 | 0.40 | 0.74 | 0.01 | 0.04 | | 1 |
| Similarity | Outlets | Grouped | Comm. | Mod. | Cond. | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | | | Name | Type | \|V\| | \|E\| | Indexingtime(original) | Indexsize(original) |
| --- | --- | --- | --- | --- | --- |
| Facebook | Social | 334 | 2218 | 13.7ms | 178.6KB |
| Last.fm | Social | 1892 | 12717 | 125.3ms | 1.3MB |
| GrQc | Social | 5242 | 14496 | 152.9ms | 2.7MB |
| HepTh | Social | 9877 | 25998 | 631.2ms | 7.8MB |
| CondMat | Social | 23133 | 186936 | 3.2s | 26.4MB |
| NotreDame | Web | 325729 | 1497134 | 52.3s | 617.7MB | | 0 |
| Similarity | Outlets | Grouped | Comm. | Mod. | Cond. | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | |
| Vocabulary | 79 | 341 | 52 | 262 | 7 | 14 | 0.38 | 0.38 | 0.02 | 0.35 | | | Topics | 79 | 341 | 50 | 133 | 4 | 7 | 0.60 | 0.58 | 0.11 | 0.26 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MinHash | 75 | 365 | 50 | 355 | 6 | 11 | 0.40 | 0.74 | 0.01 | 0.04 | | 1 |
| Similarity | Outlets | Grouped | Comm. | Mod. | Cond. | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | ds15 | ds16 | |
| Vocabulary | 79 | 341 | 52 | 262 | 7 | 14 | 0.38 | 0.38 | 0.02 | 0.35 | | | CondMat | Social | 23133 | 186936 | 3.2s | 26.4MB |
| --- | --- | --- | --- | --- | --- |
| NotreDame | Web | 325729 | 1497134 | 52.3s | 617.7MB | | 0 |
| PearsonCorrelation | Features |
| --- | --- |
| 0.799 | 137 |
| 0.804 | 214 |
| 0.827 | N/A |
| 0.827 | 32 | | | 0.828 | 72 |
| --- | --- |
| 0.849 | 0 |
| 0.851 | 0 | | 1 |
| PearsonCorrelation | Features |
| --- | --- |
| 0.799 | 137 |
| 0.804 | 214 |
| 0.827 | N/A |
| 0.827 | 32 | | | | Pearson | Spearman | KendalTao | Distancecorrelation | MutualInfo | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | before | after | before | after | before | after | before | after | before | after |
| UniGram | 0.302 | 0.751 | 0.215 | 0.425 | 0.205 | 0.376 | 0.264 | 0.808 | 0.811 | 0.863 |
| Bi-gram | 0.314 | 0.714 | 0.241 | 0.464 | 0.231 | 0.425 | 0.291 | 0.723 | 0.533 | 0.827 |
| Tri-gram | 0.284 | 0.648 | 0.214 | 0.381 | 0.205 | 0.346 | 0.252 | 0.691 | 0.512 | 0.723 |
| Skip-gram-2 | 0.308 | 0.645 | 0.241 | 0.650 | 0.231 | 0.542 | 0.286 | 0.744 | 0.705 | 0.854 |
| Skip-gram-3 | 0.308 | 0.632 | 0.224 | 0.580 | 0.214 | 0.541 | 0.258 | 0.707 | 0.551 | 0.873 |
| BOW-2 | 0.310 | 0.669 | 0.260 | 0.621 | 0.244 | 0.525 | 0.299 | 0.759 | 0.702 | 0.851 |
| BOW-3 | 0.327 | 0.515 | 0.274 | 0.720 | 0.261 | 0.683 | 0.284 | 0.814 | 0.699 | 0.850 | | 0 |
| PearsonCorrelation | Features |
| --- | --- |
| 0.799 | 137 |
| 0.804 | 214 |
| 0.827 | N/A |
| 0.827 | 32 |
| 0.828 | 72 | | | 0.849 | 0 |
| --- | --- |
| 0.851 | 0 | | 1 |
| PearsonCorrelation | Features |
| --- | --- |
| 0.799 | 137 |
| 0.804 | 214 |
| 0.827 | N/A |
| 0.827 | 32 |
| 0.828 | 72 | | | Skip-gram-2 | 0.308 | 0.645 | 0.241 | 0.650 | 0.231 | 0.542 | 0.286 | 0.744 | 0.705 | 0.854 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Skip-gram-3 | 0.308 | 0.632 | 0.224 | 0.580 | 0.214 | 0.541 | 0.258 | 0.707 | 0.551 | 0.873 |
| BOW-2 | 0.310 | 0.669 | 0.260 | 0.621 | 0.244 | 0.525 | 0.299 | 0.759 | 0.702 | 0.851 |
| BOW-3 | 0.327 | 0.515 | 0.274 | 0.720 | 0.261 | 0.683 | 0.284 | 0.814 | 0.699 | 0.850 | | 0 |
| FuncB | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 47.1 | 17.8 | 8.5 |
| TS-SPL-INF | 53.8(22.9) | 39.5(8.5) | 35.1(4.1) |
| PBS-M | 41.1(10.2) | 35.3(4.31) | 33.3(2.3) |
| SGBS-M | 50.6(19.7) | 35.7(4.7) | 33.0(2.0) | | | BZ-M | 60.3(29.4) | 39.6(8.7) | 33.6(2.6) |
| --- | --- | --- | --- |
| SA | 175.1 | 204.5 | 223.3 |
| ASS | 81.6(50.6) | 39.5(8.7) | 40.2(9.0) |
| HSSL | 85.3(54.4) | 50.6(19.6) | 39.0(8.0) |
| SHSSL | 75.4 | 30.8 | 12.7 |
| CPL-AdS | 117.9(109.3) | 116.7(107.1) | 144.9(96.5) | | 1 |
| FuncB | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 47.1 | 17.8 | 8.5 |
| TS-SPL-INF | 53.8(22.9) | 39.5(8.5) | 35.1(4.1) |
| PBS-M | 41.1(10.2) | 35.3(4.31) | 33.3(2.3) |
| SGBS-M | 50.6(19.7) | 35.7(4.7) | 33.0(2.0) | | | FuncC | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 36.9 | 13.7 | 6.4 |
| TS-SPL-INF | 52.8(21.9) | 38.8(7.8) | 34.9(3.9) |
| PBS-M | 49.6(18.7) | 39.2(8.3) | 34.3(3.3) |
| SGBS-M | 47.2(16.2) | 34.6(3.6) | 32.5(1.6) |
| BZ-M | 58.8(27.9) | 38.4(7.4) | 33.7(2.7) |
| SA | 149.0 | 178.0 | 185.0 |
| ASS | 54.3(23.4) | 39(8.0) | 33.5(2.5) |
| HSSL | 75.2(44.3) | 44.3(13.4) | 35.6(4.6) |
| SHSSL | 56.5 | 18.4 | 6.4 |
| CPL-AdS | 153.0(101.6) | 156.2(103.7) | 165.0(109.6) | | 0 |
| FuncB | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 47.1 | 17.8 | 8.5 |
| TS-SPL-INF | 53.8(22.9) | 39.5(8.5) | 35.1(4.1) |
| PBS-M | 41.1(10.2) | 35.3(4.31) | 33.3(2.3) |
| SGBS-M | 50.6(19.7) | 35.7(4.7) | 33.0(2.0) | | | BZ-M | 60.3(29.4) | 39.6(8.7) | 33.6(2.6) |
| --- | --- | --- | --- |
| SA | 175.1 | 204.5 | 223.3 |
| ASS | 81.6(50.6) | 39.5(8.7) | 40.2(9.0) |
| HSSL | 85.3(54.4) | 50.6(19.6) | 39.0(8.0) |
| SHSSL | 75.4 | 30.8 | 12.7 |
| CPL-AdS | 117.9(109.3) | 116.7(107.1) | 144.9(96.5) | | 1 |
| FuncB | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 47.1 | 17.8 | 8.5 |
| TS-SPL-INF | 53.8(22.9) | 39.5(8.5) | 35.1(4.1) |
| PBS-M | 41.1(10.2) | 35.3(4.31) | 33.3(2.3) |
| SGBS-M | 50.6(19.7) | 35.7(4.7) | 33.0(2.0) | | | SA | 149.0 | 178.0 | 185.0 |
| --- | --- | --- | --- |
| ASS | 54.3(23.4) | 39(8.0) | 33.5(2.5) |
| HSSL | 75.2(44.3) | 44.3(13.4) | 35.6(4.6) |
| SHSSL | 56.5 | 18.4 | 6.4 |
| CPL-AdS | 153.0(101.6) | 156.2(103.7) | 165.0(109.6) | | 0 |
| Names | | | Bi-grams |
| --- | --- | --- | --- |
| petitt | pettit | pettitt | p,pe,et,ti,it,tt,t |
| mamara | marama | maramara | m,ma,am,ar,ra,a | | | lewellyn | llewellyn | llewelyn | l,le,ew,we,el,ll,ly,yn,n |
| --- | --- | --- | --- |
| takata | takataka | tataka | t,ta,ak,ka,at,a |
| linemann | linneman | linnemann | l,li,in,ne,em,ma,an,nn,n |
| mulally | mullally | mullaly | m,mu,ul,la,al,ll,ly,y |
| bebee | beebe | beebee | b,be,eb,ee,e |
| kirisits | kiritsis | kitsiris | k,ki,ir,ri,is,si,it,ts,s |
| minisi | minisini | misini | m,mi,in,ni,is,si,i |
| kaparas | karapapas | karapas | k,ka,ap,pa,ar,ra,as,s |
| hanemann | hanneman | hannemann | h,ha,ne,em,ma,an,nn,n |
| amara | amarama | arama | a,am,ma,ar,ra,a |
| pulella | pullela | pullella | p,pu,ul,le,el,ll,la,a |
| debeen | deebeen | deeben | d,de,eb,be,ee,en,n |
| peirrera | pereirra | perreira | p,pe,ei,ir,rr,re,er,ra,a | | 1 |
| Names | | | Bi-grams |
| --- | --- | --- | --- |
| petitt | pettit | pettitt | p,pe,et,ti,it,tt,t |
| mamara | marama | maramara | m,ma,am,ar,ra,a | | | FamilyName | Size | FamilyName | Size |
| --- | --- | --- | --- |
| ABU,Banload | 16 | Hupigon,AWQ | 219 |
| Agent,Agent | 42 | IRCBot,Sdbot | 66 |
| Agent,Small | 15 | LdPinch,LdPinch | 16 |
| Allaple,RAHack | 201 | Lmir,LegMir | 23 |
| Ardamax,Ardamax | 25 | Mydoom,Mydoom | 15 |
| Bactera,VB | 28 | Nilage,Lineage | 24 |
| Banbra,Banker | 52 | OnLineGames,Delf | 11 |
| Bancos,Banker | 46 | OnLineGames,LegMir | 76 |
| Banker,Banker | 317 | OnLineGames,Mmorpg | 19 |
| Banker,Delf | 20 | OnLineGames,OnLineGames | 23 |
| Banload,Banker | 138 | Parite,Pate | 71 |
| BDH,Small | 5 | Plemood,Pupil | 32 |
| BGM,Delf | 17 | PolyCrypt,Swizzor | 43 |
| Bifrose,CEP | 35 | Prorat,AVW | 40 |
| Bobax,Bobic | 15 | Rbot,Sdbot | 302 |
| DKI,PoisonIvy | 15 | SdBot,SdBot | 75 |
| DNSChanger,DNSChanger | 22 | Small,Downloader | 29 |
| Downloader,Agent | 13 | Stration,Warezov | 19 |
| Downloader,Delf | 22 | Swizzor,Obfuscated | 27 |
| Downloader,VB | 17 | Viking,HLLP | 32 |
| Gaobot,Agobot | 20 | Virut,Virut | 115 |
| Gobot,Gbot | 58 | VS,INService | 17 |
| Horst,CMQ | 48 | Zhelatin,ASH | 53 |
| Hupigon,ARR | 33 | Zlob,Puper | 64 | | 0 |
| Names | | | Bi-grams |
| --- | --- | --- | --- |
| petitt | pettit | pettitt | p,pe,et,ti,it,tt,t |
| mamara | marama | maramara | m,ma,am,ar,ra,a |
| lewellyn | llewellyn | llewelyn | l,le,ew,we,el,ll,ly,yn,n |
| takata | takataka | tataka | t,ta,ak,ka,at,a |
| linemann | linneman | linnemann | l,li,in,ne,em,ma,an,nn,n | | | mulally | mullally | mullaly | m,mu,ul,la,al,ll,ly,y |
| --- | --- | --- | --- |
| bebee | beebe | beebee | b,be,eb,ee,e |
| kirisits | kiritsis | kitsiris | k,ki,ir,ri,is,si,it,ts,s |
| minisi | minisini | misini | m,mi,in,ni,is,si,i |
| kaparas | karapapas | karapas | k,ka,ap,pa,ar,ra,as,s |
| hanemann | hanneman | hannemann | h,ha,ne,em,ma,an,nn,n |
| amara | amarama | arama | a,am,ma,ar,ra,a |
| pulella | pullela | pullella | p,pu,ul,le,el,ll,la,a |
| debeen | deebeen | deeben | d,de,eb,be,ee,en,n |
| peirrera | pereirra | perreira | p,pe,ei,ir,rr,re,er,ra,a | | 1 |
| Names | | | Bi-grams |
| --- | --- | --- | --- |
| petitt | pettit | pettitt | p,pe,et,ti,it,tt,t |
| mamara | marama | maramara | m,ma,am,ar,ra,a |
| lewellyn | llewellyn | llewelyn | l,le,ew,we,el,ll,ly,yn,n |
| takata | takataka | tataka | t,ta,ak,ka,at,a |
| linemann | linneman | linnemann | l,li,in,ne,em,ma,an,nn,n | | | Allaple,RAHack | 201 | Lmir,LegMir | 23 |
| --- | --- | --- | --- |
| Ardamax,Ardamax | 25 | Mydoom,Mydoom | 15 |
| Bactera,VB | 28 | Nilage,Lineage | 24 |
| Banbra,Banker | 52 | OnLineGames,Delf | 11 |
| Bancos,Banker | 46 | OnLineGames,LegMir | 76 |
| Banker,Banker | 317 | OnLineGames,Mmorpg | 19 |
| Banker,Delf | 20 | OnLineGames,OnLineGames | 23 |
| Banload,Banker | 138 | Parite,Pate | 71 |
| BDH,Small | 5 | Plemood,Pupil | 32 |
| BGM,Delf | 17 | PolyCrypt,Swizzor | 43 |
| Bifrose,CEP | 35 | Prorat,AVW | 40 |
| Bobax,Bobic | 15 | Rbot,Sdbot | 302 |
| DKI,PoisonIvy | 15 | SdBot,SdBot | 75 |
| DNSChanger,DNSChanger | 22 | Small,Downloader | 29 |
| Downloader,Agent | 13 | Stration,Warezov | 19 |
| Downloader,Delf | 22 | Swizzor,Obfuscated | 27 |
| Downloader,VB | 17 | Viking,HLLP | 32 |
| Gaobot,Agobot | 20 | Virut,Virut | 115 |
| Gobot,Gbot | 58 | VS,INService | 17 |
| Horst,CMQ | 48 | Zhelatin,ASH | 53 |
| Hupigon,ARR | 33 | Zlob,Puper | 64 | | 0 |
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | FISTA-p<br>FISTA<br>ADAL | 1.83e+001<br>2.49e+001<br>1.35e+001 | 12<br>24<br>181 | 2.34e+001<br>2.51e+001<br>1.00e+000 | 8.4892e+002<br>8.4893e+002<br>8.4892e+002 | | | ogl-dct-1000-10000-1 | FISTA-p<br>FISTA<br>ADAL | 3.16e+001<br>6.33e+001<br>4.43e+001 | 14<br>44<br>270 | 1.73e+001<br>1.74e+001<br>1.00e+000 | 1.4887e+003<br>1.4887e+003<br>1.4887e+003 |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-15000-1 | FISTA-p<br>FISTA<br>ADAL | 4.29e+001<br>9.73e+001<br>5.37e+001 | 14<br>54<br>216 | 1.51e+001<br>1.32e+001<br>1.00e+000 | 2.7506e+003<br>2.7506e+003<br>2.7506e+003 |
| ogl-dct-1000-20000-1 | FISTA-p<br>FISTA<br>ADAL | 7.53e+001<br>1.81e+002<br>1.57e+002 | 13<br>64<br>390 | 2.06e+001<br>1.61e+001<br>1.00e+000 | 3.3416e+003<br>3.3415e+003<br>3.3415e+003 |
| ogl-dct-1000-25000-1 | FISTA-p<br>FISTA<br>ADAL | 7.41e+001<br>1.76e+002<br>8.79e+001 | 15<br>89<br>231 | 1.47e+001<br>8.64e+000<br>1.00e+000 | 4.1987e+003<br>4.1987e+003<br>4.1987e+003 |
| ogl-dct-1000-30000-1 | FISTA-p<br>FISTA<br>ADAL | 8.95e+001<br>2.24e+002<br>1.12e+002 | 14<br>94<br>249 | 1.58e+001<br>8.54e+000<br>1.00e+000 | 4.6111e+003<br>4.6111e+003<br>4.6111e+003 | | 1 |
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | FISTA-p<br>FISTA<br>ADAL | 1.83e+001<br>2.49e+001<br>1.35e+001 | 12<br>24<br>181 | 2.34e+001<br>2.51e+001<br>1.00e+000 | 8.4892e+002<br>8.4893e+002<br>8.4892e+002 | | | DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 1.53e+001<br>1.61e+001<br>3.02e+001<br>1.97e+001 | 266<br>10<br>16<br>- | 1.00e+000<br>3.05e+001<br>4.09e+001<br>- | 7.3218e+002<br>7.3219e+002<br>7.3233e+002<br>7.3236e+002 |
| ogl-dct-1000-10000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 3.30e+001<br>3.16e+001<br>7.27e+001<br>3.67e+001 | 330<br>10<br>24<br>- | 1.00e+000<br>3.10e+001<br>3.25e+001<br>- | 1.2707e+003<br>1.2708e+003<br>1.2708e+003<br>1.2709e+003 |
| ogl-dct-1000-15000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 4.83e+001<br>5.40e+001<br>8.64e+001<br>9.91e+001 | 328<br>15<br>23<br>- | 1.00e+000<br>2.52e+001<br>2.66e+001<br>- | 2.2444e+003<br>2.2444e+003<br>2.2449e+003<br>2.2467e+003 |
| ogl-dct-1000-20000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 8.09e+001<br>8.09e+001<br>1.48e+002<br>2.55e+002 | 463<br>16<br>26<br>- | 1.00e+000<br>2.88e+001<br>2.93e+001<br>- | 2.6340e+003<br>2.6340e+003<br>2.6342e+003<br>2.6357e+003 |
| ogl-dct-1000-25000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 7.48e+001<br>1.15e+002<br>2.09e+002<br>1.38e+002 | 309<br>30<br>38<br>- | 1.00e+000<br>1.83e+001<br>2.30e+001<br>- | 3.5566e+003<br>3.5566e+003<br>3.5568e+003<br>3.5571e+003 |
| ogl-dct-1000-30000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 9.99e+001<br>1.55e+002<br>2.60e+002<br>1.07e+002 | 359<br>29<br>39<br>- | 1.00e+000<br>2.17e+001<br>2.25e+001<br>- | 3.7057e+003<br>3.7057e+003<br>3.7060e+003<br>3.7063e+003 | | 0 |
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | FISTA-p<br>FISTA<br>ADAL | 1.83e+001<br>2.49e+001<br>1.35e+001 | 12<br>24<br>181 | 2.34e+001<br>2.51e+001<br>1.00e+000 | 8.4892e+002<br>8.4893e+002<br>8.4892e+002 | | | ogl-dct-1000-10000-1 | FISTA-p<br>FISTA<br>ADAL | 3.16e+001<br>6.33e+001<br>4.43e+001 | 14<br>44<br>270 | 1.73e+001<br>1.74e+001<br>1.00e+000 | 1.4887e+003<br>1.4887e+003<br>1.4887e+003 |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-15000-1 | FISTA-p<br>FISTA<br>ADAL | 4.29e+001<br>9.73e+001<br>5.37e+001 | 14<br>54<br>216 | 1.51e+001<br>1.32e+001<br>1.00e+000 | 2.7506e+003<br>2.7506e+003<br>2.7506e+003 |
| ogl-dct-1000-20000-1 | FISTA-p<br>FISTA<br>ADAL | 7.53e+001<br>1.81e+002<br>1.57e+002 | 13<br>64<br>390 | 2.06e+001<br>1.61e+001<br>1.00e+000 | 3.3416e+003<br>3.3415e+003<br>3.3415e+003 |
| ogl-dct-1000-25000-1 | FISTA-p<br>FISTA<br>ADAL | 7.41e+001<br>1.76e+002<br>8.79e+001 | 15<br>89<br>231 | 1.47e+001<br>8.64e+000<br>1.00e+000 | 4.1987e+003<br>4.1987e+003<br>4.1987e+003 |
| ogl-dct-1000-30000-1 | FISTA-p<br>FISTA<br>ADAL | 8.95e+001<br>2.24e+002<br>1.12e+002 | 14<br>94<br>249 | 1.58e+001<br>8.54e+000<br>1.00e+000 | 4.6111e+003<br>4.6111e+003<br>4.6111e+003 | | 1 |
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | FISTA-p<br>FISTA<br>ADAL | 1.83e+001<br>2.49e+001<br>1.35e+001 | 12<br>24<br>181 | 2.34e+001<br>2.51e+001<br>1.00e+000 | 8.4892e+002<br>8.4893e+002<br>8.4892e+002 | | | ogl-dct-1000-20000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 8.09e+001<br>8.09e+001<br>1.48e+002<br>2.55e+002 | 463<br>16<br>26<br>- | 1.00e+000<br>2.88e+001<br>2.93e+001<br>- | 2.6340e+003<br>2.6340e+003<br>2.6342e+003<br>2.6357e+003 |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-25000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 7.48e+001<br>1.15e+002<br>2.09e+002<br>1.38e+002 | 309<br>30<br>38<br>- | 1.00e+000<br>1.83e+001<br>2.30e+001<br>- | 3.5566e+003<br>3.5566e+003<br>3.5568e+003<br>3.5571e+003 |
| ogl-dct-1000-30000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 9.99e+001<br>1.55e+002<br>2.60e+002<br>1.07e+002 | 359<br>29<br>39<br>- | 1.00e+000<br>2.17e+001<br>2.25e+001<br>- | 3.7057e+003<br>3.7057e+003<br>3.7060e+003<br>3.7063e+003 | | 0 |
| ↓Appr.→n | 50 | 100 | 500 | 1000 |
| --- | --- | --- | --- | --- |
| RND | .600 | .662 | .765 | .792 |
| RESP | .571 | .630 | .735 | .770 |
| ANMS | .642 | .696 | .779 | .803 | | | RND+ME | .646 | .702 | .764 | .770 |
| --- | --- | --- | --- | --- |
| ANMS+ME | .699 | .734 | .780 | .781 | | 1 |
| ↓Appr.→n | 50 | 100 | 500 | 1000 |
| --- | --- | --- | --- | --- |
| RND | .600 | .662 | .765 | .792 |
| RESP | .571 | .630 | .735 | .770 |
| ANMS | .642 | .696 | .779 | .803 | | | ↓Appr.→n | 50 | 100 | 500 | 1000 |
| --- | --- | --- | --- | --- |
| RND | .390 | .462 | .586 | .616 |
| RESP | .389 | .461 | .600 | .625 |
| ANMS | .461 | .508 | .614 | .620 |
| RND+ME | .469 | .529 | .625 | .638 |
| ANMS+ME | .542 | .588 | .648 | .644 |
| RND+MER | .481 | .539 | .626 | .634 |
| ANMS+MER | .551 | .591 | .648 | .640 | | 0 |
| ↓Appr.→n | 50 | 100 | 500 | 1000 |
| --- | --- | --- | --- | --- |
| RND | .600 | .662 | .765 | .792 |
| RESP | .571 | .630 | .735 | .770 |
| ANMS | .642 | .696 | .779 | .803 | | | RND+ME | .646 | .702 | .764 | .770 |
| --- | --- | --- | --- | --- |
| ANMS+ME | .699 | .734 | .780 | .781 | | 1 |
| ↓Appr.→n | 50 | 100 | 500 | 1000 |
| --- | --- | --- | --- | --- |
| RND | .600 | .662 | .765 | .792 |
| RESP | .571 | .630 | .735 | .770 |
| ANMS | .642 | .696 | .779 | .803 | | | ANMS | .461 | .508 | .614 | .620 |
| --- | --- | --- | --- | --- |
| RND+ME | .469 | .529 | .625 | .638 |
| ANMS+ME | .542 | .588 | .648 | .644 |
| RND+MER | .481 | .539 | .626 | .634 |
| ANMS+MER | .551 | .591 | .648 | .640 | | 0 |
| i | Pi<br>p<br>1 | R<br>MB | Pi<br>p<br>1 | R<br>BE | ∆<br>BIC | BestModel |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0.55 | -0.05 | 0.16 | 0.78 | 19.31 | BEstrong |
| 2 | 0.57 | 0.78 | 0.42 | 0.44 | -9.54 | MBstrong |
| 3 | 0.82 | 0.29 | 0.96 | 0.79 | 10.81 | BEstrong |
| 4 | 0.71 | 0.81 | 0.53 | 0.77 | -1.69 | MBweak |
| 5 | 0.25 | 0.79 | 0.39 | 0.93 | 14.27 | BEstrong |
| 6 | 0.62 | 0.59 | 0.61 | 0.57 | -0.37 | MBweak |
| 7 | 0.72 | 0.41 | 0.64 | 0.83 | 12.66 | BEstrong |
| 8 | 0.63 | 0.58 | 0.47 | 0.73 | 5.53 | BEpositive |
| 9 | 0.45 | 0.87 | 0.26 | 0.67 | -9.69 | MBstrong |
| 10 | 0.59 | 0.50 | 0.63 | 0.77 | 7.17 | BEpositive |
| 11 | 0.86 | 0.46 | 1.00 | 0.87 | 11.4 | BEstrong |
| 12 | 0.21 | 0.77 | 0.00 | 0.87 | 6.68 | BEpositive | | | 13 | 0.62 | 0.54 | 0.71 | 0.67 | 2.97 | BEweak |
| --- | --- | --- | --- | --- | --- | --- |
| 14 | 0.81 | 0.20 | 0.91 | 0.90 | 20.68 | BEstrong | | 1 |
| i | Pi<br>p<br>1 | R<br>MB | Pi<br>p<br>1 | R<br>BE | ∆<br>BIC | BestModel |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0.55 | -0.05 | 0.16 | 0.78 | 19.31 | BEstrong |
| 2 | 0.57 | 0.78 | 0.42 | 0.44 | -9.54 | MBstrong |
| 3 | 0.82 | 0.29 | 0.96 | 0.79 | 10.81 | BEstrong |
| 4 | 0.71 | 0.81 | 0.53 | 0.77 | -1.69 | MBweak |
| 5 | 0.25 | 0.79 | 0.39 | 0.93 | 14.27 | BEstrong |
| 6 | 0.62 | 0.59 | 0.61 | 0.57 | -0.37 | MBweak |
| 7 | 0.72 | 0.41 | 0.64 | 0.83 | 12.66 | BEstrong |
| 8 | 0.63 | 0.58 | 0.47 | 0.73 | 5.53 | BEpositive |
| 9 | 0.45 | 0.87 | 0.26 | 0.67 | -9.69 | MBstrong |
| 10 | 0.59 | 0.50 | 0.63 | 0.77 | 7.17 | BEpositive |
| 11 | 0.86 | 0.46 | 1.00 | 0.87 | 11.4 | BEstrong |
| 12 | 0.21 | 0.77 | 0.00 | 0.87 | 6.68 | BEpositive | | | i | Pi<br>p<br>1 | R<br>MB | Pi<br>p<br>1 | R<br>BE | ∆<br>BIC | BestModel |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0.55 | -0.05 | 0.16 | 0.78 | 19.31 | BEstrong |
| 2 | 0.57 | 0.78 | 0.42 | 0.44 | -9.54 | MBstrong |
| 3 | 0.82 | 0.29 | 0.96 | 0.79 | 10.81 | BEstrong |
| 4 | 0.71 | 0.81 | 0.53 | 0.77 | -1.69 | MBweak |
| 5 | 0.25 | 0.79 | 0.39 | 0.93 | 14.27 | BEstrong |
| 6 | 0.62 | 0.59 | 0.61 | 0.57 | -0.37 | MBweak |
| 7 | 0.72 | 0.41 | 0.64 | 0.83 | 12.66 | BEstrong |
| 8 | 0.63 | 0.58 | 0.47 | 0.73 | 5.53 | BEpositive |
| 9 | 0.45 | 0.87 | 0.26 | 0.67 | -9.69 | MBstrong |
| 10 | 0.59 | 0.50 | 0.63 | 0.77 | 7.17 | BEpositive |
| 11 | 0.86 | 0.46 | 1.00 | 0.87 | 11.4 | BEstrong |
| 12 | 0.21 | 0.77 | 0.00 | 0.87 | 6.68 | BEpositive |
| 13 | 0.62 | 0.54 | 0.71 | 0.67 | 2.97 | BEweak |
| 14 | 0.81 | 0.20 | 0.91 | 0.90 | 20.68 | BEstrong | | 0 |
| i | Pi<br>p<br>1 | R<br>MB | Pi<br>p<br>1 | R<br>BE | ∆<br>BIC | BestModel |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0.55 | -0.05 | 0.16 | 0.78 | 19.31 | BEstrong |
| 2 | 0.57 | 0.78 | 0.42 | 0.44 | -9.54 | MBstrong | | | 3 | 0.82 | 0.29 | 0.96 | 0.79 | 10.81 | BEstrong |
| --- | --- | --- | --- | --- | --- | --- |
| 4 | 0.71 | 0.81 | 0.53 | 0.77 | -1.69 | MBweak |
| 5 | 0.25 | 0.79 | 0.39 | 0.93 | 14.27 | BEstrong |
| 6 | 0.62 | 0.59 | 0.61 | 0.57 | -0.37 | MBweak |
| 7 | 0.72 | 0.41 | 0.64 | 0.83 | 12.66 | BEstrong |
| 8 | 0.63 | 0.58 | 0.47 | 0.73 | 5.53 | BEpositive |
| 9 | 0.45 | 0.87 | 0.26 | 0.67 | -9.69 | MBstrong |
| 10 | 0.59 | 0.50 | 0.63 | 0.77 | 7.17 | BEpositive |
| 11 | 0.86 | 0.46 | 1.00 | 0.87 | 11.4 | BEstrong |
| 12 | 0.21 | 0.77 | 0.00 | 0.87 | 6.68 | BEpositive |
| 13 | 0.62 | 0.54 | 0.71 | 0.67 | 2.97 | BEweak |
| 14 | 0.81 | 0.20 | 0.91 | 0.90 | 20.68 | BEstrong | | 1 |
| i | Pi<br>p<br>1 | R<br>MB | Pi<br>p<br>1 | R<br>BE | ∆<br>BIC | BestModel |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0.55 | -0.05 | 0.16 | 0.78 | 19.31 | BEstrong |
| 2 | 0.57 | 0.78 | 0.42 | 0.44 | -9.54 | MBstrong | | | 11 | 0.86 | 0.46 | 1.00 | 0.87 | 11.4 | BEstrong |
| --- | --- | --- | --- | --- | --- | --- |
| 12 | 0.21 | 0.77 | 0.00 | 0.87 | 6.68 | BEpositive |
| 13 | 0.62 | 0.54 | 0.71 | 0.67 | 2.97 | BEweak |
| 14 | 0.81 | 0.20 | 0.91 | 0.90 | 20.68 | BEstrong | | 0 |
| | ave=30 | ave=<br>130 | ave=<br>230 |
| --- | --- | --- | --- |
| NSNT | 5.135 | 5.080 | 4.869 |
| NSAT | 5.153 | 5.099 | 4.887 |
| NSMT | 5.172 | 5.109 | 4.903 |
| ASNT | 4.752 | 4.761 | 4.577 |
| ASAT | 5.029 | 5.054 | 4.805 |
| ASMT | 5.962 | 5.910 | 5.807 | | | MSNT | 4.849 | 4.857 | 4.678 |
| --- | --- | --- | --- |
| MSAT | 5.115 | 5.133 | 4.900 |
| MSMT | 5.051 | 5.077 | 4.863 |
| NeuralNetwork | 4.725 | 4.829 | - |
| Multiple<br>Regression | 4.557 | 4.530 | 4.375 | | 1 |
| | ave=30 | ave=<br>130 | ave=<br>230 |
| --- | --- | --- | --- |
| NSNT | 5.135 | 5.080 | 4.869 |
| NSAT | 5.153 | 5.099 | 4.887 |
| NSMT | 5.172 | 5.109 | 4.903 |
| ASNT | 4.752 | 4.761 | 4.577 |
| ASAT | 5.029 | 5.054 | 4.805 |
| ASMT | 5.962 | 5.910 | 5.807 | | | Dataset | DDER | CoR | RLMS | Ours |
| --- | --- | --- | --- | --- |
| dt01 | 9.65 | 4.15 | 6.04 | 4.51 |
| ar00 | 3.41 | 66.72 | 7.41 | 2.36 |
| dt00 | 3.57 | 1.65 | 4.63 | 2.29 |
| my01 | 5.61 | 2.79 | 4.35 | 2.89 |
| fw01 | 6.5 | 3.27 | 36.11 | 4.85 |
| fw02 | 5.34 | 1.80 | 2.56 | 3.50 |
| luc01 | 4.96 | 2.38 | 5.86 | 3.49 |
| luc02 | 3.95 | 1.51 | 2.04 | 3.02 |
| luc03(2m) | 37.17 | n/a | 1.67 | 1.77 |
| luc04(2m) | 2.63 | 62.45 | n/a | 1.84 |
| luc05 | 3.39 | 2.39 | 3.44 | 2.88 | | 0 |
| | ave=30 | ave=<br>130 | ave=<br>230 |
| --- | --- | --- | --- |
| NSNT | 5.135 | 5.080 | 4.869 |
| NSAT | 5.153 | 5.099 | 4.887 |
| NSMT | 5.172 | 5.109 | 4.903 | | | ASNT | 4.752 | 4.761 | 4.577 |
| --- | --- | --- | --- |
| ASAT | 5.029 | 5.054 | 4.805 |
| ASMT | 5.962 | 5.910 | 5.807 |
| MSNT | 4.849 | 4.857 | 4.678 |
| MSAT | 5.115 | 5.133 | 4.900 |
| MSMT | 5.051 | 5.077 | 4.863 |
| NeuralNetwork | 4.725 | 4.829 | - |
| Multiple<br>Regression | 4.557 | 4.530 | 4.375 | | 1 |
| | ave=30 | ave=<br>130 | ave=<br>230 |
| --- | --- | --- | --- |
| NSNT | 5.135 | 5.080 | 4.869 |
| NSAT | 5.153 | 5.099 | 4.887 |
| NSMT | 5.172 | 5.109 | 4.903 | | | luc01 | 4.96 | 2.38 | 5.86 | 3.49 |
| --- | --- | --- | --- | --- |
| luc02 | 3.95 | 1.51 | 2.04 | 3.02 |
| luc03(2m) | 37.17 | n/a | 1.67 | 1.77 |
| luc04(2m) | 2.63 | 62.45 | n/a | 1.84 |
| luc05 | 3.39 | 2.39 | 3.44 | 2.88 | | 0 |
| Processor | Gflop/s |
| --- | --- |
| 2530-MHzIntelP4(icc) | 1.17 |
| 2530-MHzIntelP4(SSE) | 6.51 |
| 2600-MHzAMDOpteron8435 | 13.88 |
| 2660-MHzIntelXeonE5430 | 16.34 |
| 2100-MHzAMDOpteron6172(Hopper) | 14.25 |
| PowerXCell8i(singleSPE) | 16.36 |
| 2200-MHzAMDOpteron6274(Jaguar) | 16.97 | | | 2600-MHzIntelXeonE5-2670(AVX) | 28.41 |
| --- | --- |
| 1300-MHzNVIDIAM2090GPU(16SMs) | 1097.00 |
| 732-MHzNVIDIAK20XGPU(15SMs) | 2243.00 | | 1 |
| Processor | Gflop/s |
| --- | --- |
| 2530-MHzIntelP4(icc) | 1.17 |
| 2530-MHzIntelP4(SSE) | 6.51 |
| 2600-MHzAMDOpteron8435 | 13.88 |
| 2660-MHzIntelXeonE5430 | 16.34 |
| 2100-MHzAMDOpteron6172(Hopper) | 14.25 |
| PowerXCell8i(singleSPE) | 16.36 |
| 2200-MHzAMDOpteron6274(Jaguar) | 16.97 | | | GPU | GTX1080 | TitanX |
| --- | --- | --- |
| ComputeCapability | 6.1 | 6.1 |
| GlobalMem(GB) | 8 | 10 |
| #ofSMs | 20 | 28 |
| CoreClock(MHz) | 1607 | 1417 |
| MemClock(MHz) | 5005 | 5005 |
| MemBusWidth | 256 | 384 |
| L2Cache(KB) | 2048 | 3072 | | 0 |
| Processor | Gflop/s |
| --- | --- |
| 2530-MHzIntelP4(icc) | 1.17 | | | 2530-MHzIntelP4(SSE) | 6.51 |
| --- | --- |
| 2600-MHzAMDOpteron8435 | 13.88 |
| 2660-MHzIntelXeonE5430 | 16.34 |
| 2100-MHzAMDOpteron6172(Hopper) | 14.25 |
| PowerXCell8i(singleSPE) | 16.36 |
| 2200-MHzAMDOpteron6274(Jaguar) | 16.97 |
| 2600-MHzIntelXeonE5-2670(AVX) | 28.41 |
| 1300-MHzNVIDIAM2090GPU(16SMs) | 1097.00 |
| 732-MHzNVIDIAK20XGPU(15SMs) | 2243.00 | | 1 |
| Processor | Gflop/s |
| --- | --- |
| 2530-MHzIntelP4(icc) | 1.17 | | | CoreClock(MHz) | 1607 | 1417 |
| --- | --- | --- |
| MemClock(MHz) | 5005 | 5005 |
| MemBusWidth | 256 | 384 |
| L2Cache(KB) | 2048 | 3072 | | 0 |
| 200 | 400 | 600 | 800 |
| --- | --- | --- | --- |
| 0.965 | 0.967 | 0.967 | 0.967 | | | 0.968 | 0.970 | 0.970 | 0.968 |
| --- | --- | --- | --- |
| 0.968 | 0.968 | 0.967 | 0.968 |
| 0.969 | 0.972 | 0.970 | 0.969 |
| 0.831 | 0.842 | 0.845 | 0.846 |
| 0.846 | 0.851 | 0.852 | 0.853 |
| 0.842 | 0.849 | 0.854 | 0.849 |
| 0.876 | 0.874 | 0.866 | 0.868 |
| 0.658 | 0.650 | 0.654 | 0.655 |
| 0.712 | 0.705 | 0.701 | 0.702 |
| 0.680 | 0.690 | 0.694 | 0.695 |
| 0.715 | 0.709 | 0.714 | 0.715 | | 1 |
| 200 | 400 | 600 | 800 |
| --- | --- | --- | --- |
| 0.965 | 0.967 | 0.967 | 0.967 | | | 0.414 | 0.245 | 0.033 | 0.018 | 0.012 | 0.032 | 0.043 | 0.064 | 0.075 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0.058 | 0.297 | 0.246 | 0.037 | 0.021 | 0.043 | 0.051 | 0.089 | 0.091 |
| 0.031 | 0.053 | 0.298 | 0.227 | 0.049 | 0.042 | 0.042 | 0.049 | 0.132 |
| 0.031 | 0.041 | 0.089 | 0.345 | 0.182 | 0.057 | 0.037 | 0.039 | 0.116 |
| 0.037 | 0.057 | 0.056 | 0.063 | 0.337 | 0.212 | 0.047 | 0.038 | 0.082 |
| 0.056 | 0.049 | 0.061 | 0.041 | 0.053 | 0.339 | 0.23 | 0.041 | 0.065 |
| 0.08 | 0.067 | 0.054 | 0.035 | 0.03 | 0.041 | 0.332 | 0.204 | 0.077 |
| 0.065 | 0.074 | 0.082 | 0.043 | 0.03 | 0.04 | 0.048 | 0.339 | 0.203 |
| 0.05 | 0.044 | 0.066 | 0.065 | 0.048 | 0.033 | 0.048 | 0.044 | 0.488 |
| 0.035 | 0.036 | 0.055 | 0.048 | 0.039 | 0.048 | 0.061 | 0.06 | 0.106 | | 0 |
| 200 | 400 | 600 | 800 |
| --- | --- | --- | --- |
| 0.965 | 0.967 | 0.967 | 0.967 |
| 0.968 | 0.970 | 0.970 | 0.968 |
| 0.968 | 0.968 | 0.967 | 0.968 |
| 0.969 | 0.972 | 0.970 | 0.969 |
| 0.831 | 0.842 | 0.845 | 0.846 |
| 0.846 | 0.851 | 0.852 | 0.853 |
| 0.842 | 0.849 | 0.854 | 0.849 |
| 0.876 | 0.874 | 0.866 | 0.868 |
| 0.658 | 0.650 | 0.654 | 0.655 |
| 0.712 | 0.705 | 0.701 | 0.702 | | | 0.680 | 0.690 | 0.694 | 0.695 |
| --- | --- | --- | --- |
| 0.715 | 0.709 | 0.714 | 0.715 | | 1 |
| 200 | 400 | 600 | 800 |
| --- | --- | --- | --- |
| 0.965 | 0.967 | 0.967 | 0.967 |
| 0.968 | 0.970 | 0.970 | 0.968 |
| 0.968 | 0.968 | 0.967 | 0.968 |
| 0.969 | 0.972 | 0.970 | 0.969 |
| 0.831 | 0.842 | 0.845 | 0.846 |
| 0.846 | 0.851 | 0.852 | 0.853 |
| 0.842 | 0.849 | 0.854 | 0.849 |
| 0.876 | 0.874 | 0.866 | 0.868 |
| 0.658 | 0.650 | 0.654 | 0.655 |
| 0.712 | 0.705 | 0.701 | 0.702 | | | 0.08 | 0.067 | 0.054 | 0.035 | 0.03 | 0.041 | 0.332 | 0.204 | 0.077 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0.065 | 0.074 | 0.082 | 0.043 | 0.03 | 0.04 | 0.048 | 0.339 | 0.203 |
| 0.05 | 0.044 | 0.066 | 0.065 | 0.048 | 0.033 | 0.048 | 0.044 | 0.488 |
| 0.035 | 0.036 | 0.055 | 0.048 | 0.039 | 0.048 | 0.061 | 0.06 | 0.106 | | 0 |
| Language | #ofTokens | #ofUniqueTokens | Projects |
| --- | --- | --- | --- |
| Java | 16797357 | 283255 | 12 | | | Haskell | 19113708 | 473065 | 100 |
| --- | --- | --- | --- |
| Ruby | 17187917 | 862575 | 15 |
| Clojure | 12553943 | 563610 | 561 |
| C | 14172588 | 306901 | 10 | | 1 |
| Language | #ofTokens | #ofUniqueTokens | Projects |
| --- | --- | --- | --- |
| Java | 16797357 | 283255 | 12 | | | lang | uniquetokens | tokens |
| --- | --- | --- |
| en | 4.238 | 902.044 |
| de | 4.233 | 312.380 |
| fr | 1.749 | 247.492 |
| ru | 1.766 | 202.163 |
| it | 1.411 | 178.378 |
| nl | 2.021 | 105.224 |
| pt | 0.873 | 96.712 |
| sv | 1.730 | 82.376 |
| es | 0.829 | 76.587 |
| ar | 1.653 | 46.481 |
| fa | 0.925 | 32.557 | | 0 |
| Language | #ofTokens | #ofUniqueTokens | Projects |
| --- | --- | --- | --- |
| Java | 16797357 | 283255 | 12 |
| Haskell | 19113708 | 473065 | 100 | | | Ruby | 17187917 | 862575 | 15 |
| --- | --- | --- | --- |
| Clojure | 12553943 | 563610 | 561 |
| C | 14172588 | 306901 | 10 | | 1 |
| Language | #ofTokens | #ofUniqueTokens | Projects |
| --- | --- | --- | --- |
| Java | 16797357 | 283255 | 12 |
| Haskell | 19113708 | 473065 | 100 | | | sv | 1.730 | 82.376 |
| --- | --- | --- |
| es | 0.829 | 76.587 |
| ar | 1.653 | 46.481 |
| fa | 0.925 | 32.557 | | 0 |
| | CNN | Dailymail | | |
| --- | --- | --- | --- | --- |
| #Training | Val | Test | Val | Test |
| 10 | 35.2 | 41.6 | 45.7 | 43.6 |
| 20 | 57.4 | 55.1 | 57.2 | 56.2 |
| 30 | 56.7 | 60.2 | 61.4 | 60.3 |
| 40 | 57 | 60 | 62.3 | 61.3 |
| 50 | 60.3 | 63.1 | 63.5 | 62.5 | | | 100 | 61.5 | 63.9 | 65.4 | 64.6 |
| --- | --- | --- | --- | --- |
| 200 | 62.5 | 64.9 | 67.3 | 65.2 |
| 500 | 62.8 | 65 | 67.5 | 66.3 |
| 1000 | 62.9 | 65.2 | 68.3 | 66.7 |
| 2000 | 63.2 | 65.2 | 69.0 | 67.3 |
| 5000 | 64.3 | 65.8 | 69.1 | 67.3 | | 1 |
| | CNN | Dailymail | | |
| --- | --- | --- | --- | --- |
| #Training | Val | Test | Val | Test |
| 10 | 35.2 | 41.6 | 45.7 | 43.6 |
| 20 | 57.4 | 55.1 | 57.2 | 56.2 |
| 30 | 56.7 | 60.2 | 61.4 | 60.3 |
| 40 | 57 | 60 | 62.3 | 61.3 |
| 50 | 60.3 | 63.1 | 63.5 | 62.5 | | | | CNN | DailyMail | | |
| --- | --- | --- | --- | --- |
| | Train | Test | Train | Test |
| Frequency | 33.2 | 35.0 | 33.4 | 32.4 |
| WA | 47.3 | 50.6 | 54.3 | 53.4 |
| nBOW | 40.3 | 43.5 | 48.7 | 47.8 |
| WMD | 41.2 | 44.0 | 49.3 | 48.5 |
| FS | 18.9 | 22.0 | 25.2 | 24.3 | | 0 |
| | CNN | Dailymail | | |
| --- | --- | --- | --- | --- |
| #Training | Val | Test | Val | Test |
| 10 | 35.2 | 41.6 | 45.7 | 43.6 |
| 20 | 57.4 | 55.1 | 57.2 | 56.2 |
| 30 | 56.7 | 60.2 | 61.4 | 60.3 |
| 40 | 57 | 60 | 62.3 | 61.3 |
| 50 | 60.3 | 63.1 | 63.5 | 62.5 | | | 100 | 61.5 | 63.9 | 65.4 | 64.6 |
| --- | --- | --- | --- | --- |
| 200 | 62.5 | 64.9 | 67.3 | 65.2 |
| 500 | 62.8 | 65 | 67.5 | 66.3 |
| 1000 | 62.9 | 65.2 | 68.3 | 66.7 |
| 2000 | 63.2 | 65.2 | 69.0 | 67.3 |
| 5000 | 64.3 | 65.8 | 69.1 | 67.3 | | 1 |
| | CNN | Dailymail | | |
| --- | --- | --- | --- | --- |
| #Training | Val | Test | Val | Test |
| 10 | 35.2 | 41.6 | 45.7 | 43.6 |
| 20 | 57.4 | 55.1 | 57.2 | 56.2 |
| 30 | 56.7 | 60.2 | 61.4 | 60.3 |
| 40 | 57 | 60 | 62.3 | 61.3 |
| 50 | 60.3 | 63.1 | 63.5 | 62.5 | | | WA | 47.3 | 50.6 | 54.3 | 53.4 |
| --- | --- | --- | --- | --- |
| nBOW | 40.3 | 43.5 | 48.7 | 47.8 |
| WMD | 41.2 | 44.0 | 49.3 | 48.5 |
| FS | 18.9 | 22.0 | 25.2 | 24.3 | | 0 |
| | VirtualPortraitDataCleansingStrategies | | | | |
| --- | --- | --- | --- | --- | --- |
| Normal-based | Gamma-based | IQR-based | df=148 | df=188 | |
| Accuracy | 0.9878 | 0.9865 | 0.9879 | 0.9582 | 0.9716 |
| Precision | 0.8857 | 0.9375 | 0.9118 | 0.8182 | 0.7917 |
| Recall | 0.7750 | 0.7500 | 0.7750 | 0.2250 | 0.4750 |
| F−measure | 0.8267 | 0.8333 | 0.8378 | 0.3529 | 0.5938 | | | RunningTime(s) | 0.036 | 0.036 | 0.037 | 0.040 | 0.051 |
| --- | --- | --- | --- | --- | --- |
| MemoryUsage(MB) | 0.067 | 0.067 | 0.067 | 2.933 | 3.605 | | 1 |
| | VirtualPortraitDataCleansingStrategies | | | | |
| --- | --- | --- | --- | --- | --- |
| Normal-based | Gamma-based | IQR-based | df=148 | df=188 | |
| Accuracy | 0.9878 | 0.9865 | 0.9879 | 0.9582 | 0.9716 |
| Precision | 0.8857 | 0.9375 | 0.9118 | 0.8182 | 0.7917 |
| Recall | 0.7750 | 0.7500 | 0.7750 | 0.2250 | 0.4750 |
| F−measure | 0.8267 | 0.8333 | 0.8378 | 0.3529 | 0.5938 | | | | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 8182 | 0.058 | 0.140 | 0.082 |
| C-CENI | 7729 | 0.038 | 0.128 | 0.059 |
| I-CENI | 8559 | 0.043 | 0.233 | 0.073 |
| MMRate | 37328 | 0.046 | 0.144 | 0.070 |
| NetRate | 16461 | 0.045 | 0.168 | 0.071 | | 0 |
| | VirtualPortraitDataCleansingStrategies | | | | |
| --- | --- | --- | --- | --- | --- |
| Normal-based | Gamma-based | IQR-based | df=148 | df=188 | |
| Accuracy | 0.9878 | 0.9865 | 0.9879 | 0.9582 | 0.9716 |
| Precision | 0.8857 | 0.9375 | 0.9118 | 0.8182 | 0.7917 |
| Recall | 0.7750 | 0.7500 | 0.7750 | 0.2250 | 0.4750 |
| F−measure | 0.8267 | 0.8333 | 0.8378 | 0.3529 | 0.5938 | | | RunningTime(s) | 0.036 | 0.036 | 0.037 | 0.040 | 0.051 |
| --- | --- | --- | --- | --- | --- |
| MemoryUsage(MB) | 0.067 | 0.067 | 0.067 | 2.933 | 3.605 | | 1 |
| | VirtualPortraitDataCleansingStrategies | | | | |
| --- | --- | --- | --- | --- | --- |
| Normal-based | Gamma-based | IQR-based | df=148 | df=188 | |
| Accuracy | 0.9878 | 0.9865 | 0.9879 | 0.9582 | 0.9716 |
| Precision | 0.8857 | 0.9375 | 0.9118 | 0.8182 | 0.7917 |
| Recall | 0.7750 | 0.7500 | 0.7750 | 0.2250 | 0.4750 |
| F−measure | 0.8267 | 0.8333 | 0.8378 | 0.3529 | 0.5938 | | | MMRate | 37328 | 0.046 | 0.144 | 0.070 |
| --- | --- | --- | --- | --- |
| NetRate | 16461 | 0.045 | 0.168 | 0.071 | | 0 |
| | | Compressed | S-D | AR-CNN | D-128 | D-256 | D-Base-256 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Q=5 | PSNR | 24.61 | 25.83 | 26.64 | 26.26 | 27.37 | 25.83 |
| SSIM | 0.7020 | 0.7170 | 0.7274 | 0.7203 | 0.7303 | 0.7186 | |
| PSNR-B | 22.01 | 25.64 | 26.46 | 25.86 | 26.95 | 25.51 | |
| Q=10 | PSNR | 27.77 | 28.88 | 29.03 | 28.62 | 29.96 | 28.24 | | | SSIM | 0.7905 | 0.8195 | 0.8218 | 0.8198 | 0.8233 | 0.8161 | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PSNR-B | 25.33 | 27.96 | 28.76 | 28.33 | 29.45 | 27.57 | |
| Q=20 | PSNR | 30.07 | 31.62 | 31.30 | 31.20 | 32.21 | 31.27 |
| SSIM | 0.8683 | 0.8830 | 0.8871 | 0.8829 | 0.8903 | 0.8868 | |
| PSNR-B | 27.57 | 29.73 | 30.80 | 30.56 | 31.35 | 29.25 | |
| #Param | | \ | NA | 106,448 | 33,280 | 66,560 | 66,560 | | 1 |
| | | Compressed | S-D | AR-CNN | D-128 | D-256 | D-Base-256 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Q=5 | PSNR | 24.61 | 25.83 | 26.64 | 26.26 | 27.37 | 25.83 |
| SSIM | 0.7020 | 0.7170 | 0.7274 | 0.7203 | 0.7303 | 0.7186 | |
| PSNR-B | 22.01 | 25.64 | 26.46 | 25.86 | 26.95 | 25.51 | |
| Q=10 | PSNR | 27.77 | 28.88 | 29.03 | 28.62 | 29.96 | 28.24 | | | | 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 |
| | | Compressed | S-D | AR-CNN | D-128 | D-256 | D-Base-256 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Q=5 | PSNR | 24.61 | 25.83 | 26.64 | 26.26 | 27.37 | 25.83 |
| SSIM | 0.7020 | 0.7170 | 0.7274 | 0.7203 | 0.7303 | 0.7186 | | | | PSNR-B | 22.01 | 25.64 | 26.46 | 25.86 | 26.95 | 25.51 | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Q=10 | PSNR | 27.77 | 28.88 | 29.03 | 28.62 | 29.96 | 28.24 |
| SSIM | 0.7905 | 0.8195 | 0.8218 | 0.8198 | 0.8233 | 0.8161 | |
| PSNR-B | 25.33 | 27.96 | 28.76 | 28.33 | 29.45 | 27.57 | |
| Q=20 | PSNR | 30.07 | 31.62 | 31.30 | 31.20 | 32.21 | 31.27 |
| SSIM | 0.8683 | 0.8830 | 0.8871 | 0.8829 | 0.8903 | 0.8868 | |
| PSNR-B | 27.57 | 29.73 | 30.80 | 30.56 | 31.35 | 29.25 | |
| #Param | | \ | NA | 106,448 | 33,280 | 66,560 | 66,560 | | 1 |
| | | Compressed | S-D | AR-CNN | D-128 | D-256 | D-Base-256 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Q=5 | PSNR | 24.61 | 25.83 | 26.64 | 26.26 | 27.37 | 25.83 |
| SSIM | 0.7020 | 0.7170 | 0.7274 | 0.7203 | 0.7303 | 0.7186 | | | | 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 |
| | FinancialCrisis | GreekDebtCrisis | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W | | | (L=2) | .382 | .079 | .142 | .366 | .064 | .136 |
| --- | --- | --- | --- | --- | --- | --- |
| (L=3) | .386 | .078 | .144 | .370 | .062 | .136 |
| (noBG) | .373 | .074 | .132 | .342 | .058 | .130 |
| HDT | .362 | .065 | .131 | .337 | .052 | .122 |
| t-HDP | .360 | .064 | .128 | .338 | .053 | .113 |
| HDP | .348 | .055 | .114 | .323 | .050 | .108 |
| D-LDA | .358 | .060 | .120 | .330 | .048 | .111 |
| LDA | .334 | .046 | .110 | .319 | .050 | .107 |
| | AmericanElection | ArabSpring | | | | |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W |
| (L=2) | .384 | .074 | .132 | .446 | .096 | .165 |
| (L=3) | .378 | .072 | .128 | .433 | .090 | .158 |
| (noBG) | .376 | .070 | .128 | .431 | .089 | .159 |
| HDT | .373 | .068 | .124 | .426 | .086 | .151 |
| t-HDP | .366 | .068 | .121 | .410 | .080 | .138 |
| HDP | .361 | .062 | .114 | .398 | .073 | .132 |
| D-LDA | .368 | .070 | .120 | .413 | .078 | .135 |
| LDA | .352 | .062 | .110 | .392 | .072 | .126 | | 1 |
| | FinancialCrisis | GreekDebtCrisis | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W | | | | FinancialCrisis | GreekDebtCrisis | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W |
| (L=2) | .382 | .079 | .142 | .366 | .064 | .136 |
| (L=3) | .386 | .078 | .144 | .370 | .062 | .136 |
| Centroid | .297 | .039 | .081 | .279 | .031 | .087 |
| GMDS | .286 | .044 | .088 | .288 | .033 | .081 |
| Chieu | .335 | .056 | .115 | .313 | .048 | .119 |
| ETTS | .340 | .054 | .120 | .327 | .044 | .120 |
| Random | .227 | .031 | .071 | .213 | .028 | .068 |
| | AmericanElection | ArabSpring | | | | |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W |
| (L=2) | .384 | .074 | .132 | .446 | .096 | .165 |
| (L=3) | .378 | .072 | .128 | .433 | .090 | .157 |
| Centriod | .285 | .038 | .094 | .332 | .048 | .098 |
| GMS | .306 | .044 | .095 | .341 | .054 | .109 |
| Chieu | .353 | .058 | .112 | .366 | .076 | .124 |
| ETTS | .359 | .062 | .117 | .379 | .075 | .132 |
| Random | .224 | .027 | .070 | .230 | .035 | .076 | | 0 |
| | FinancialCrisis | GreekDebtCrisis | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W |
| (L=2) | .382 | .079 | .142 | .366 | .064 | .136 |
| (L=3) | .386 | .078 | .144 | .370 | .062 | .136 |
| (noBG) | .373 | .074 | .132 | .342 | .058 | .130 |
| HDT | .362 | .065 | .131 | .337 | .052 | .122 |
| t-HDP | .360 | .064 | .128 | .338 | .053 | .113 |
| HDP | .348 | .055 | .114 | .323 | .050 | .108 |
| D-LDA | .358 | .060 | .120 | .330 | .048 | .111 |
| LDA | .334 | .046 | .110 | .319 | .050 | .107 |
| | AmericanElection | ArabSpring | | | | |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W |
| (L=2) | .384 | .074 | .132 | .446 | .096 | .165 |
| (L=3) | .378 | .072 | .128 | .433 | .090 | .158 |
| (noBG) | .376 | .070 | .128 | .431 | .089 | .159 |
| HDT | .373 | .068 | .124 | .426 | .086 | .151 | | | t-HDP | .366 | .068 | .121 | .410 | .080 | .138 |
| --- | --- | --- | --- | --- | --- | --- |
| HDP | .361 | .062 | .114 | .398 | .073 | .132 |
| D-LDA | .368 | .070 | .120 | .413 | .078 | .135 |
| LDA | .352 | .062 | .110 | .392 | .072 | .126 | | 1 |
| | FinancialCrisis | GreekDebtCrisis | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W |
| (L=2) | .382 | .079 | .142 | .366 | .064 | .136 |
| (L=3) | .386 | .078 | .144 | .370 | .062 | .136 |
| (noBG) | .373 | .074 | .132 | .342 | .058 | .130 |
| HDT | .362 | .065 | .131 | .337 | .052 | .122 |
| t-HDP | .360 | .064 | .128 | .338 | .053 | .113 |
| HDP | .348 | .055 | .114 | .323 | .050 | .108 |
| D-LDA | .358 | .060 | .120 | .330 | .048 | .111 |
| LDA | .334 | .046 | .110 | .319 | .050 | .107 |
| | AmericanElection | ArabSpring | | | | |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W |
| (L=2) | .384 | .074 | .132 | .446 | .096 | .165 |
| (L=3) | .378 | .072 | .128 | .433 | .090 | .158 |
| (noBG) | .376 | .070 | .128 | .431 | .089 | .159 |
| HDT | .373 | .068 | .124 | .426 | .086 | .151 | | | ETTS | .340 | .054 | .120 | .327 | .044 | .120 |
| --- | --- | --- | --- | --- | --- | --- |
| Random | .227 | .031 | .071 | .213 | .028 | .068 |
| | AmericanElection | ArabSpring | | | | |
| systems | R-1 | R-2 | R-W | R-1 | R-2 | R-W |
| (L=2) | .384 | .074 | .132 | .446 | .096 | .165 |
| (L=3) | .378 | .072 | .128 | .433 | .090 | .157 |
| Centriod | .285 | .038 | .094 | .332 | .048 | .098 |
| GMS | .306 | .044 | .095 | .341 | .054 | .109 |
| Chieu | .353 | .058 | .112 | .366 | .076 | .124 |
| ETTS | .359 | .062 | .117 | .379 | .075 | .132 |
| Random | .224 | .027 | .070 | .230 | .035 | .076 | | 0 |
| Parameter | Value | Meaning |
| --- | --- | --- |
| maxDerTriples | int | max.numberoftriples<br>allowedineachdereferencing |
| saveGraph | boolean | Savethegraphsdereferenced | | | maxSize | int | trafficlimit(inMBs) |
| --- | --- | --- |
| timeoutDer | long | connectiontime-out |
| timeout | long | totaltime-out |
| domains | List¡String¿ | trustedservers | | 1 |
| Parameter | Value | Meaning |
| --- | --- | --- |
| maxDerTriples | int | max.numberoftriples<br>allowedineachdereferencing |
| saveGraph | boolean | Savethegraphsdereferenced | | | Field | Length(bits) |
| --- | --- |
| Messagetype | 6 |
| Priority | 3 |
| Checksumflag | 1 |
| Open-loopsafestate | 8 |
| Sourceentitynumber | 5 |
| Sourceunitnumber | 5 |
| Sourceautomatonnumber | 5 |
| Destinationentitynumber | 5 |
| Destinationunitnumber | 5 |
| Destinationautomatonnumber | 5 |
| Application-specificdatalength | 16 | | 0 |
| Parameter | Value | Meaning |
| --- | --- | --- |
| maxDerTriples | int | max.numberoftriples<br>allowedineachdereferencing |
| saveGraph | boolean | Savethegraphsdereferenced |
| maxSize | int | trafficlimit(inMBs) | | | timeoutDer | long | connectiontime-out |
| --- | --- | --- |
| timeout | long | totaltime-out |
| domains | List¡String¿ | trustedservers | | 1 |
| Parameter | Value | Meaning |
| --- | --- | --- |
| maxDerTriples | int | max.numberoftriples<br>allowedineachdereferencing |
| saveGraph | boolean | Savethegraphsdereferenced |
| maxSize | int | trafficlimit(inMBs) | | | Sourceentitynumber | 5 |
| --- | --- |
| Sourceunitnumber | 5 |
| Sourceautomatonnumber | 5 |
| Destinationentitynumber | 5 |
| Destinationunitnumber | 5 |
| Destinationautomatonnumber | 5 |
| Application-specificdatalength | 16 | | 0 |
| Event | EM | SMKO |
| --- | --- | --- |
| Celebration | 0.60 | 0.62 |
| Checking | 0.20 | 0.38 |
| Endofperiod | 0.90 | 0.98 |
| Fight | 0.74 | 0.85 |
| Goal | 0.38 | 0.38 |
| Penalty | 0.54 | 0.79 |
| Shot | 0.46 | 0.30 |
| Save | 0.60 | 0.46 | | | Linechange | 0.68 | 0.78 |
| --- | --- | --- |
| Faceoff | 0.78 | 0.86 |
| Play | 0.93 | 0.95 |
| AverageF1 | 0.62 | 0.67 | | 1 |
| Event | EM | SMKO |
| --- | --- | --- |
| Celebration | 0.60 | 0.62 |
| Checking | 0.20 | 0.38 |
| Endofperiod | 0.90 | 0.98 |
| Fight | 0.74 | 0.85 |
| Goal | 0.38 | 0.38 |
| Penalty | 0.54 | 0.79 |
| Shot | 0.46 | 0.30 |
| Save | 0.60 | 0.46 | | | Event | (A) | (B) | (C) | (D) |
| --- | --- | --- | --- | --- |
| Celebration | 0.0 | 0.35 | 0.26 | 0.0 |
| Checking | 0.1 | 0.16 | 0.09 | 0.0 |
| Endofperiod | 0.83 | 0.87 | 0.93 | 0.66 |
| Fight | 0.48 | 0.43 | 0.83 | 0.0 |
| Goal | 0.003 | 0.22 | 0.0 | 0.0 |
| Penalty | 0.6 | 0.33 | 0.63 | 0.0 |
| Shot | 0.12 | 0.07 | 0.03 | 0.0 |
| Save | 0.23 | 0.16 | 0.14 | 0.0 |
| Linechange | 0.64 | 0.51 | 0.74 | 0.07 |
| Faceoff | 0.73 | 0.62 | 0.79 | 0.27 |
| Play | 0.91 | 0.85 | 0.95 | 0.81 |
| AverageF1 | 0.42 | 0.42 | 0.49 | 0.17 | | 0 |
| Event | EM | SMKO |
| --- | --- | --- |
| Celebration | 0.60 | 0.62 |
| Checking | 0.20 | 0.38 |
| Endofperiod | 0.90 | 0.98 |
| Fight | 0.74 | 0.85 |
| Goal | 0.38 | 0.38 |
| Penalty | 0.54 | 0.79 |
| Shot | 0.46 | 0.30 |
| Save | 0.60 | 0.46 | | | Linechange | 0.68 | 0.78 |
| --- | --- | --- |
| Faceoff | 0.78 | 0.86 |
| Play | 0.93 | 0.95 |
| AverageF1 | 0.62 | 0.67 | | 1 |
| Event | EM | SMKO |
| --- | --- | --- |
| Celebration | 0.60 | 0.62 |
| Checking | 0.20 | 0.38 |
| Endofperiod | 0.90 | 0.98 |
| Fight | 0.74 | 0.85 |
| Goal | 0.38 | 0.38 |
| Penalty | 0.54 | 0.79 |
| Shot | 0.46 | 0.30 |
| Save | 0.60 | 0.46 | | | Fight | 0.48 | 0.43 | 0.83 | 0.0 |
| --- | --- | --- | --- | --- |
| Goal | 0.003 | 0.22 | 0.0 | 0.0 |
| Penalty | 0.6 | 0.33 | 0.63 | 0.0 |
| Shot | 0.12 | 0.07 | 0.03 | 0.0 |
| Save | 0.23 | 0.16 | 0.14 | 0.0 |
| Linechange | 0.64 | 0.51 | 0.74 | 0.07 |
| Faceoff | 0.73 | 0.62 | 0.79 | 0.27 |
| Play | 0.91 | 0.85 | 0.95 | 0.81 |
| AverageF1 | 0.42 | 0.42 | 0.49 | 0.17 | | 0 |
| MAE | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| T=1 | T=2 | T=3 | T=4 | T=5 | T=1 | T=2 | T=3 | T=4 |
| 2.2182 | 1.2379 | 0.8259 | 0.9279 | 1.7818 | N/A | N/A | N/A | N/A | | | 1.6839 | 0.9444 | 0.7567 | 0.7572 | 1.3024 | 6.6439 | 5.342 | 4.9390 | 5.005 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.4162 | 0.6298 | 0.7408 | 0.5377 | 0.9408 | 7.9191 | 4.7 | 3.4505 | 4.13 | | 1 |
| MAE | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| T=1 | T=2 | T=3 | T=4 | T=5 | T=1 | T=2 | T=3 | T=4 |
| 2.2182 | 1.2379 | 0.8259 | 0.9279 | 1.7818 | N/A | N/A | N/A | N/A | | | n | f | f | f | f | f | f |
| --- | --- | --- | --- | --- | --- | --- |
| 50 | −0.8357 | −0.9162 | −0.9434 | −0.9434 | −0.9736 | −0.9736 |
| 60 | −0.8421 | −0.9202 | −0.9459 | −0.9459 | −0.9740 | −0.9740 |
| 70 | −0.8415 | −0.9212 | −0.9471 | −0.9471 | −0.9747 | −0.9747 |
| 100 | N/A | −0.9268 | −0.9509 | −0.9509 | −0.9755 | −0.9755 |
| 500 | N/A | −0.9401 | −0.9606 | −0.9606 | −0.9777 | −0.9777 |
| 1000 | N/A | −0.9435 | −0.9630 | −0.9630 | −0.9781 | −0.9781 | | 0 |
| MAE | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| T=1 | T=2 | T=3 | T=4 | T=5 | T=1 | T=2 | T=3 | T=4 | | | 2.2182 | 1.2379 | 0.8259 | 0.9279 | 1.7818 | N/A | N/A | N/A | N/A |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.6839 | 0.9444 | 0.7567 | 0.7572 | 1.3024 | 6.6439 | 5.342 | 4.9390 | 5.005 |
| 1.4162 | 0.6298 | 0.7408 | 0.5377 | 0.9408 | 7.9191 | 4.7 | 3.4505 | 4.13 | | 1 |
| MAE | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| T=1 | T=2 | T=3 | T=4 | T=5 | T=1 | T=2 | T=3 | T=4 | | | 60 | −0.8421 | −0.9202 | −0.9459 | −0.9459 | −0.9740 | −0.9740 |
| --- | --- | --- | --- | --- | --- | --- |
| 70 | −0.8415 | −0.9212 | −0.9471 | −0.9471 | −0.9747 | −0.9747 |
| 100 | N/A | −0.9268 | −0.9509 | −0.9509 | −0.9755 | −0.9755 |
| 500 | N/A | −0.9401 | −0.9606 | −0.9606 | −0.9777 | −0.9777 |
| 1000 | N/A | −0.9435 | −0.9630 | −0.9630 | −0.9781 | −0.9781 | | 0 |
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 11.16 | 49.67 | 70.23 | 68.07 | 73.86 | 69.33 | 55.63 | 57.75 | 60.18 |
| 91.26 | 89.58 | 82.7 | 83.0 | 83.54 | 88.89 | 84.56 | 86.31 | 84.38 |
| 90.68 | 90.0 | 83.33 | 84.11 | 59.59 | 85.71 | 87.22 | 66.41 | 77.31 |
| 91.3 | 91.21 | 80.0 | 83.53 | 82.28 | 79.73 | 87.32 | 82.61 | 79.69 |
| 93.06 | 91.55 | 92.86 | 84.85 | 90.16 | 85.71 | 80.0 | 86.36 | 88.1 | | | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 100.0 | 75.0 | 75.0 | 75.0 | 100.0 | 75.0 | 100.0 | 100.0 | 66.67 |
| 96.3 | 96.3 | 88.46 | 92.0 | 100.0 | 94.74 | 94.74 | 100.0 | 94.74 | | 1 |
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 11.16 | 49.67 | 70.23 | 68.07 | 73.86 | 69.33 | 55.63 | 57.75 | 60.18 |
| 91.26 | 89.58 | 82.7 | 83.0 | 83.54 | 88.89 | 84.56 | 86.31 | 84.38 |
| 90.68 | 90.0 | 83.33 | 84.11 | 59.59 | 85.71 | 87.22 | 66.41 | 77.31 |
| 91.3 | 91.21 | 80.0 | 83.53 | 82.28 | 79.73 | 87.32 | 82.61 | 79.69 |
| 93.06 | 91.55 | 92.86 | 84.85 | 90.16 | 85.71 | 80.0 | 86.36 | 88.1 | | | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 90.57 | 89.43 | 78.11 | 91.32 | 93.96 | 98.87 | 99.25 | 98.11 | 98.08 |
| 94.3 | 93.3 | 92.0 | 86.42 | 90.07 | 82.01 | 74.81 | 81.75 | 85.48 |
| 92.59 | 90.91 | 83.72 | 91.34 | 89.83 | 92.63 | 94.44 | 84.52 | 90.36 |
| 91.18 | 89.63 | 85.94 | 82.11 | 81.74 | 85.19 | 85.29 | 88.66 | 90.43 |
| 89.74 | 82.76 | 85.22 | 86.49 | 87.88 | 94.94 | 87.5 | 88.89 | 91.43 |
| 92.08 | 92.08 | 75.25 | 78.22 | 62.63 | 81.82 | 89.69 | 81.44 | 86.46 | | 0 |
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 11.16 | 49.67 | 70.23 | 68.07 | 73.86 | 69.33 | 55.63 | 57.75 | 60.18 |
| 91.26 | 89.58 | 82.7 | 83.0 | 83.54 | 88.89 | 84.56 | 86.31 | 84.38 |
| 90.68 | 90.0 | 83.33 | 84.11 | 59.59 | 85.71 | 87.22 | 66.41 | 77.31 | | | 91.3 | 91.21 | 80.0 | 83.53 | 82.28 | 79.73 | 87.32 | 82.61 | 79.69 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 93.06 | 91.55 | 92.86 | 84.85 | 90.16 | 85.71 | 80.0 | 86.36 | 88.1 |
| 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 | 100.0 |
| 100.0 | 75.0 | 75.0 | 75.0 | 100.0 | 75.0 | 100.0 | 100.0 | 66.67 |
| 96.3 | 96.3 | 88.46 | 92.0 | 100.0 | 94.74 | 94.74 | 100.0 | 94.74 | | 1 |
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 11.16 | 49.67 | 70.23 | 68.07 | 73.86 | 69.33 | 55.63 | 57.75 | 60.18 |
| 91.26 | 89.58 | 82.7 | 83.0 | 83.54 | 88.89 | 84.56 | 86.31 | 84.38 |
| 90.68 | 90.0 | 83.33 | 84.11 | 59.59 | 85.71 | 87.22 | 66.41 | 77.31 | | | 91.18 | 89.63 | 85.94 | 82.11 | 81.74 | 85.19 | 85.29 | 88.66 | 90.43 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 89.74 | 82.76 | 85.22 | 86.49 | 87.88 | 94.94 | 87.5 | 88.89 | 91.43 |
| 92.08 | 92.08 | 75.25 | 78.22 | 62.63 | 81.82 | 89.69 | 81.44 | 86.46 | | 0 |
| b | Levenshteindistance,lexiconofMEDLINEsentences | | |
| --- | --- | --- | --- |
| | | | |
| 2 | 8.64 | 71.62 | 664.91 |
| 3 | 10.72 | 145.60 | 2670.98 |
| 4 | 13.55 | 727.22 | |
| 5 | 16.57 | 1357.87 | |
| 6 | 24.54 | | |
| 7 | 27.23 | | |
| 8 | 36.47 | | |
| 9 | 40.68 | | |
| 10 | 59.48 | | |
| 11 | 62.36 | | |
| 12 | 123.31 | | |
| 13 | 123.84 | | |
| 14 | 145.98 | | |
| 15 | 146.11 | | |
| 20 | 411.71 | | |
| 30 | 1552.28 | | | | | 40 | 4872.49 | | |
| --- | --- | --- | --- |
| 50 | 23869.91 | | | | 1 |
| b | Levenshteindistance,lexiconofMEDLINEsentences | | |
| --- | --- | --- | --- |
| | | | |
| 2 | 8.64 | 71.62 | 664.91 |
| 3 | 10.72 | 145.60 | 2670.98 |
| 4 | 13.55 | 727.22 | |
| 5 | 16.57 | 1357.87 | |
| 6 | 24.54 | | |
| 7 | 27.23 | | |
| 8 | 36.47 | | |
| 9 | 40.68 | | |
| 10 | 59.48 | | |
| 11 | 62.36 | | |
| 12 | 123.31 | | |
| 13 | 123.84 | | |
| 14 | 145.98 | | |
| 15 | 146.11 | | |
| 20 | 411.71 | | |
| 30 | 1552.28 | | | | | ℵ | ℵ0 | ℵ1 | ℵ2 | ℵ3 | ℵ4 | ℵ5 | ℵ6 | ℵ7 | ℵ8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| n | 82 | 116 | 164 | 232 | 328 | 463 | 655 | 927 | 1310 |
| JavaSHA1PRNG | | | | | | | | | |
| 0.9 | 20 | 16 | 20 | 20 | 16 | 14 | 17 | 11 | 11 |
| −0.9 | 18 | 20 | 18 | 17 | 14 | 11 | 12 | 11 | 9 |
| 0.95 | 14 | 12 | 13 | 18 | 12 | 10 | 15 | 7 | 8 |
| −0.95 | 13 | 13 | 14 | 9 | 10 | 7 | 9 | 8 | 6 |
| NISTSP80090ASHA1-DRBGatsamplesize1000 | | | | | | | | | |
| 0.9 | 15 | 16 | 15 | 12 | 8 | 9 | 17 | 10 | 8 |
| −0.9 | 15 | 19 | 12 | 18 | 10 | 16 | 14 | 9 | ‘2 |
| 0.95 | 10 | 9 | 12 | 10 | 5 | 5 | 11 | 6 | 6 |
| −0.95 | 11 | 12 | 8 | 13 | 8 | 10 | 10 | 7 | 12 |
| NISTSP80090ASHA256-DRBGatsamplesize1000 | | | | | | | | | |
| 0.9 | 13 | 16 | 14 | 20 | 13 | 15 | 21 | 16 | 9 |
| −0.9 | 16 | 13 | 14 | 5 | 13 | 9 | 11 | 13 | 10 |
| 0.95 | 9 | 10 | 12 | 15 | 9 | 10 | 16 | 14 | 3 |
| −0.95 | 13 | 9 | 8 | 4 | 8 | 6 | 9 | 12 | 9 |
| NISTSP80090ASHA256-DRBGatsamplesize10000 | | | | | | | | | |
| 0.9 | 164 | 157 | 162 | 145 | 128 | 128 | 133 | 121 | 114 |
| −0.9 | 154 | 142 | 142 | 130 | 123 | 128 | 123 | 120 | 107 |
| 0.95 | 120 | 107 | 127 | 110 | 89 | 93 | 93 | 84 | 70 |
| −0.95 | 107 | 106 | 92 | 99 | 91 | 93 | 95 | 84 | 78 | | 0 |
| b | Levenshteindistance,lexiconofMEDLINEsentences | | |
| --- | --- | --- | --- |
| | | | |
| 2 | 8.64 | 71.62 | 664.91 |
| 3 | 10.72 | 145.60 | 2670.98 |
| 4 | 13.55 | 727.22 | | | | 5 | 16.57 | 1357.87 | |
| --- | --- | --- | --- |
| 6 | 24.54 | | |
| 7 | 27.23 | | |
| 8 | 36.47 | | |
| 9 | 40.68 | | |
| 10 | 59.48 | | |
| 11 | 62.36 | | |
| 12 | 123.31 | | |
| 13 | 123.84 | | |
| 14 | 145.98 | | |
| 15 | 146.11 | | |
| 20 | 411.71 | | |
| 30 | 1552.28 | | |
| 40 | 4872.49 | | |
| 50 | 23869.91 | | | | 1 |
| b | Levenshteindistance,lexiconofMEDLINEsentences | | |
| --- | --- | --- | --- |
| | | | |
| 2 | 8.64 | 71.62 | 664.91 |
| 3 | 10.72 | 145.60 | 2670.98 |
| 4 | 13.55 | 727.22 | | | | 0.95 | 10 | 9 | 12 | 10 | 5 | 5 | 11 | 6 | 6 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| −0.95 | 11 | 12 | 8 | 13 | 8 | 10 | 10 | 7 | 12 |
| NISTSP80090ASHA256-DRBGatsamplesize1000 | | | | | | | | | |
| 0.9 | 13 | 16 | 14 | 20 | 13 | 15 | 21 | 16 | 9 |
| −0.9 | 16 | 13 | 14 | 5 | 13 | 9 | 11 | 13 | 10 |
| 0.95 | 9 | 10 | 12 | 15 | 9 | 10 | 16 | 14 | 3 |
| −0.95 | 13 | 9 | 8 | 4 | 8 | 6 | 9 | 12 | 9 |
| NISTSP80090ASHA256-DRBGatsamplesize10000 | | | | | | | | | |
| 0.9 | 164 | 157 | 162 | 145 | 128 | 128 | 133 | 121 | 114 |
| −0.9 | 154 | 142 | 142 | 130 | 123 | 128 | 123 | 120 | 107 |
| 0.95 | 120 | 107 | 127 | 110 | 89 | 93 | 93 | 84 | 70 |
| −0.95 | 107 | 106 | 92 | 99 | 91 | 93 | 95 | 84 | 78 | | 0 |
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