premise string | hypothesis string | label int64 |
|---|---|---|
| Parameter | C2(E) | C2(A) | C1(E) | C1(A) |
| --- | --- | --- | --- | --- |
| ALUTs | 82 | 83 | 36.3K | 37.6K |
| REGs | 172 | 177 | 18.6K | 19.1K |
| BRAM(bits) | 7.20K | 7.27K | 216K | 221K |
| DSPs | 1 | 1 | 4 | 4 | | | Cycles/Kernel | 1003 | 1008 | 250 | 258 |
| --- | --- | --- | --- | --- |
| EWGT | 249K | 292K | 997K | 826K | | 1 |
| Parameter | C2(E) | C2(A) | C1(E) | C1(A) |
| --- | --- | --- | --- | --- |
| ALUTs | 82 | 83 | 36.3K | 37.6K |
| REGs | 172 | 177 | 18.6K | 19.1K |
| BRAM(bits) | 7.20K | 7.27K | 216K | 221K |
| DSPs | 1 | 1 | 4 | 4 | | | Resource | C2(E) | C2(A) | C1(E) | C1(A) |
| --- | --- | --- | --- | --- |
| ALUTs | 528 | 546 | 5764 | 5837 |
| REGs | 534 | 575 | 4504 | 4892 |
| BRAM(bits) | 5418 | 5400 | 11304 | 11250 |
| DSPs | 0 | 0 | 0 | 0 |
| Cycles/Kernel | 292 | 308 | 180 | 185 |
| EWGT | 57K | 43K | 92K | 72K | | 0 |
| Parameter | C2(E) | C2(A) | C1(E) | C1(A) |
| --- | --- | --- | --- | --- |
| ALUTs | 82 | 83 | 36.3K | 37.6K |
| REGs | 172 | 177 | 18.6K | 19.1K |
| BRAM(bits) | 7.20K | 7.27K | 216K | 221K |
| DSPs | 1 | 1 | 4 | 4 | | | Cycles/Kernel | 1003 | 1008 | 250 | 258 |
| --- | --- | --- | --- | --- |
| EWGT | 249K | 292K | 997K | 826K | | 1 |
| Parameter | C2(E) | C2(A) | C1(E) | C1(A) |
| --- | --- | --- | --- | --- |
| ALUTs | 82 | 83 | 36.3K | 37.6K |
| REGs | 172 | 177 | 18.6K | 19.1K |
| BRAM(bits) | 7.20K | 7.27K | 216K | 221K |
| DSPs | 1 | 1 | 4 | 4 | | | REGs | 534 | 575 | 4504 | 4892 |
| --- | --- | --- | --- | --- |
| BRAM(bits) | 5418 | 5400 | 11304 | 11250 |
| DSPs | 0 | 0 | 0 | 0 |
| Cycles/Kernel | 292 | 308 | 180 | 185 |
| EWGT | 57K | 43K | 92K | 72K | | 0 |
| 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 |... | | Horst,CMQ | 48 | Zhelatin,ASH | 53 |
| --- | --- | --- | --- |
| Hupigon,ARR | 33 | Zlob,Puper | 64 | | 1 |
| 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 |... | | Name | Reviews | 5Star | 4Star | 3Star | 2Star | 1Star |
| --- | --- | --- | --- | --- | --- | --- |
| FoodInc. | 2462 | 1949 | 357 | 78 | 30 | 48 |
| Boyhood | 2253 | 872 | 342 | 318 | 296 | 425 |
| FedUp | 1401 | 1069 | 185 | 82 | 29 | 36 |
| Blackfish | 955 | 750 | 117 | 42 | 15 | 31 |
| TheImitationGame | 829 | 57... | 0 |
| 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 |... | | Horst,CMQ | 48 | Zhelatin,ASH | 53 |
| --- | --- | --- | --- |
| Hupigon,ARR | 33 | Zlob,Puper | 64 | | 1 |
| 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 |... | | Super-SizeMe | 670 | 324 | 152 | 71 | 41 | 82 |
| --- | --- | --- | --- | --- | --- | --- |
| InsideJob | 437 | 308 | 54 | 21 | 10 | 44 |
| Citizenfour | 199 | 168 | 17 | 10 | 1 | 3 | | 0 |
| | SDR(dB) | SIR(dB) | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | WMDLD | MDLD | GS | WMDLD | MDLD | GS | WMDLD | MDLD | | | Dev3Female4 | 11.77 | 6.02 | 16.93 | 22.26 | 23.84 | 22.43 | 12.23 | 6.17 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Example3×5 | 8.41 | 3.91 | 9.94 | 17.58 | 17.92 | 15.21 | 9.10 | 4.17 |
| Example4×8 | 5.29 | 2.24 | -18.63 | 13.72 | 16.4 | -17.58 | 6.23 | 2.52 | | 1 |
| | SDR(dB) | SIR(dB) | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | WMDLD | MDLD | GS | WMDLD | MDLD | GS | WMDLD | MDLD | | | | SDR(dB) | SIR(dB) | SAR(dB) | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | MDLD | GaussSep | MDLD | GaussSep | MDLD | GaussSep |
| Dev3Female3 | 6.02 | 16.93 | 23.84 | 22.43 | 6.17 | 18.40 |
| Example3×5 | 3.91 | 9.94 | 17.92 | 15.21 | 4.17 | 11.68 |
| Example4×8 | 2.24 | -18.63 | 16.4 | -17.58 | 2.52... | 0 |
| | SDR(dB) | SIR(dB) | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | WMDLD | MDLD | GS | WMDLD | MDLD | GS | WMDLD | MDLD |
| Dev3Female4 | 11.77 | 6.02 | 16.93 | 22.26 | 23.84 | 22.43 | 12.23 | 6.17 | | | Example3×5 | 8.41 | 3.91 | 9.94 | 17.58 | 17.92 | 15.21 | 9.10 | 4.17 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Example4×8 | 5.29 | 2.24 | -18.63 | 13.72 | 16.4 | -17.58 | 6.23 | 2.52 | | 1 |
| | SDR(dB) | SIR(dB) | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | WMDLD | MDLD | GS | WMDLD | MDLD | GS | WMDLD | MDLD |
| Dev3Female4 | 11.77 | 6.02 | 16.93 | 22.26 | 23.84 | 22.43 | 12.23 | 6.17 | | | Dev3Female3 | 6.02 | 16.93 | 23.84 | 22.43 | 6.17 | 18.40 |
| --- | --- | --- | --- | --- | --- | --- |
| Example3×5 | 3.91 | 9.94 | 17.92 | 15.21 | 4.17 | 11.68 |
| Example4×8 | 2.24 | -18.63 | 16.4 | -17.58 | 2.52 | 9.39 | | 0 |
| Fold | Original | Anonymized(k=2) | Anatomized(l=2) | Anonymized(k=3) |
| --- | --- | --- | --- | --- |
| 1 | 0.2369 | 0.7504 | 0.2 | 0.7504 |
| 2 | 0.2491 | 0.2546 | 0.1792 | 0.2546 |
| 3 | 0.2535 | 0.265 | 0.184 | 0.265 | | | 4 | 0.2347 | 0.2692 | 0.1896 | 0.2692 |
| --- | --- | --- | --- | --- |
| 5 | 0.2504 | 0.2716 | 0.1874 | 0.2716 |
| 6 | 0.2097 | 0.2679 | 0.2535 | 0.2679 |
| 7 | 0.2541 | 0.2597 | 0.2358 | 0.2597 |
| 8 | 0.2528 | 0.2652 | 0.1911 | 0.2652 |
| 9 | 0.2608 | 0.2661 | 0.1922 | 0.2661 |
| 10 | 0.2539 | 0.2623 | 0.2269 | 0.... | 1 |
| Fold | Original | Anonymized(k=2) | Anatomized(l=2) | Anonymized(k=3) |
| --- | --- | --- | --- | --- |
| 1 | 0.2369 | 0.7504 | 0.2 | 0.7504 |
| 2 | 0.2491 | 0.2546 | 0.1792 | 0.2546 |
| 3 | 0.2535 | 0.265 | 0.184 | 0.265 | | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 1004ABCa | 203 | 177 | 9 | 26 | 0.952 | 0.872 | 0.91 | 224 | 209 | 18 | 15 | 0.921 |
| 1012CNNa | 170 | 149 | 23 | 21 |... | 0 |
| Fold | Original | Anonymized(k=2) | Anatomized(l=2) | Anonymized(k=3) |
| --- | --- | --- | --- | --- |
| 1 | 0.2369 | 0.7504 | 0.2 | 0.7504 |
| 2 | 0.2491 | 0.2546 | 0.1792 | 0.2546 |
| 3 | 0.2535 | 0.265 | 0.184 | 0.265 |
| 4 | 0.2347 | 0.2692 | 0.1896 | 0.2692 |
| 5 | 0.2504 | 0.2716 | 0.1874 | 0.2716 |
| 6 | 0.20... | | 8 | 0.2528 | 0.2652 | 0.1911 | 0.2652 |
| --- | --- | --- | --- | --- |
| 9 | 0.2608 | 0.2661 | 0.1922 | 0.2661 |
| 10 | 0.2539 | 0.2623 | 0.2269 | 0.2623 | | 1 |
| Fold | Original | Anonymized(k=2) | Anatomized(l=2) | Anonymized(k=3) |
| --- | --- | --- | --- | --- |
| 1 | 0.2369 | 0.7504 | 0.2 | 0.7504 |
| 2 | 0.2491 | 0.2546 | 0.1792 | 0.2546 |
| 3 | 0.2535 | 0.265 | 0.184 | 0.265 |
| 4 | 0.2347 | 0.2692 | 0.1896 | 0.2692 |
| 5 | 0.2504 | 0.2716 | 0.1874 | 0.2716 |
| 6 | 0.20... | | 1208CNNa | 137 | 117 | 22 | 20 | 0.842 | 0.854 | 0.848 | 212 | 192 | 17 | 20 | 0.919 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1210ABCa | 159 | 148 | 21 | 11 | 0.876 | 0.931 | 0.902 | 271 | 251 | 7 | 20 | 0.973 |
| 1216CNNa | 153 | 137 | 25 | 16 | 0.846 | 0.895 | 0.87 | 197 |... | 0 |
| Author | Year | Process | Array | Motion | Method |
| --- | --- | --- | --- | --- | --- |
| Tanner | 1986 | 2µ | 1D(1x16) | Global | Block-Matching |
| Tanner | 1986 | 1.5µ | 2D(8x8) | Global | Gradient |
| Franceschini | 1989 | - | 1D(1x100) | Local | Token |
| Andreou | 1991 | 2µ | 1D(1x25) | Global | Reichardt |
|... | | Kramer | 1995 | 2µ | 1D(1x8) | Local | Token(FS) |
| --- | --- | --- | --- | --- | --- |
| Yakovleff | 1996 | 2µ | 1D(1x61) | Local | Block-Matching |
| Arreguit | 1996 | 2µ | 2D(9x9) | Local | Block-Matching |
| Etienne-Cummings | 1997 | 2µ | 2D(9x9) | Global | Token |
| Moini | 1997 | 1.2µ | 2x1D(2x64) | Local | Blo... | 1 |
| Author | Year | Process | Array | Motion | Method |
| --- | --- | --- | --- | --- | --- |
| Tanner | 1986 | 2µ | 1D(1x16) | Global | Block-Matching |
| Tanner | 1986 | 1.5µ | 2D(8x8) | Global | Gradient |
| Franceschini | 1989 | - | 1D(1x100) | Local | Token |
| Andreou | 1991 | 2µ | 1D(1x25) | Global | Reichardt |
|... | | Method\Step | 0.005 | 0.01 | 0.02 | 0.04 | 0.08 |
| --- | --- | --- | --- | --- | --- |
| Gauss-Newton | 0.0614 | | | | |
| GradientDescent | 0.1415 | 0.0618 | 0.0614 | 0.1254 | 1.4633 |
| Conjugate-Fletcher | 0.1056 | 0.0623 | 0.0693 | 0.0898 | 1.6338 |
| Conjugate-Polak | 0.1711 | 0.0625 | 0.1639 | 0.1967 | 2.6... | 0 |
| Author | Year | Process | Array | Motion | Method |
| --- | --- | --- | --- | --- | --- |
| Tanner | 1986 | 2µ | 1D(1x16) | Global | Block-Matching |
| Tanner | 1986 | 1.5µ | 2D(8x8) | Global | Gradient |
| Franceschini | 1989 | - | 1D(1x100) | Local | Token |
| Andreou | 1991 | 2µ | 1D(1x25) | Global | Reichardt |
|... | | Higgins | 1999 | 1.2µ | 2D(14x13) | Local | Token(ITI,FS) |
| --- | --- | --- | --- | --- | --- |
| Indiveri | 1999 | 1.2µ | 2D(8x8) | Global | Token(FS) |
| Jiang | 1999 | 0.6µ | 2D(32x32) | Global | Token(ISI) |
| Etienne-Cummings | 1999 | 2µ | 2x1D(2x18) | Global | Adelson-Bergen |
| Barrows | 2000 | 1.2µ | 2x1D(2... | 1 |
| Author | Year | Process | Array | Motion | Method |
| --- | --- | --- | --- | --- | --- |
| Tanner | 1986 | 2µ | 1D(1x16) | Global | Block-Matching |
| Tanner | 1986 | 1.5µ | 2D(8x8) | Global | Gradient |
| Franceschini | 1989 | - | 1D(1x100) | Local | Token |
| Andreou | 1991 | 2µ | 1D(1x25) | Global | Reichardt |
|... | | GradientDescent | 0.1415 | 0.0618 | 0.0614 | 0.1254 | 1.4633 |
| --- | --- | --- | --- | --- | --- |
| Conjugate-Fletcher | 0.1056 | 0.0623 | 0.0693 | 0.0898 | 1.6338 |
| Conjugate-Polak | 0.1711 | 0.0625 | 0.1639 | 0.1967 | 2.6599 |
| Conjugate-Hestenes | 0.8177 | 0.3612 | 0.3575 | 0.8883 | 2.0041 |
| Conjugate-DaiY... | 0 |
| | G¨odellogic | Productlogic | Probabilisticlogic |
| --- | --- | --- | --- |
| ¬x | ifx=0then1else0 | ifx=0then1else0 | 1−x | | | x∧y | min{x,y} | x·y | x·y |
| --- | --- | --- | --- |
| x∨y | max{x,y} | x+y−x·y | x+y−x·y |
| x⇒y | ifx≤ythen1,elsey | ifx≤ythen1,elsex/y | y−x+x·y | | 1 |
| | G¨odellogic | Productlogic | Probabilisticlogic |
| --- | --- | --- | --- |
| ¬x | ifx=0then1else0 | ifx=0then1else0 | 1−x | | | x | y | z | Numberofsatisfiedclauses |
| --- | --- | --- | --- |
| 0 | 1 | 1 | 2 |
| 0 | 1 | 0 | 3 |
| 0 | 0 | 1 | 3 |
| 0 | 0 | 0 | 3 |
| 1 | 1 | 1 | 3 |
| 1 | 1 | 0 | 3 |
| 1 | 0 | 1 | 3 |
| 1 | 0 | 0 | 2 | | 0 |
| | G¨odellogic | Productlogic | Probabilisticlogic |
| --- | --- | --- | --- |
| ¬x | ifx=0then1else0 | ifx=0then1else0 | 1−x |
| x∧y | min{x,y} | x·y | x·y | | | x∨y | max{x,y} | x+y−x·y | x+y−x·y |
| --- | --- | --- | --- |
| x⇒y | ifx≤ythen1,elsey | ifx≤ythen1,elsex/y | y−x+x·y | | 1 |
| | G¨odellogic | Productlogic | Probabilisticlogic |
| --- | --- | --- | --- |
| ¬x | ifx=0then1else0 | ifx=0then1else0 | 1−x |
| x∧y | min{x,y} | x·y | x·y | | | 1 | 1 | 1 | 3 |
| --- | --- | --- | --- |
| 1 | 1 | 0 | 3 |
| 1 | 0 | 1 | 3 |
| 1 | 0 | 0 | 2 | | 0 |
| RatingsofAccounts | RewardsperSubmission |
| --- | --- |
| 0-star,1-star | $0.30 |
| 2-star | $0.75 |
| 3-star | $1.50 | | | 4-star | $3.74 |
| --- | --- |
| 5-star,6-star | $5.98 | | 1 |
| RatingsofAccounts | RewardsperSubmission |
| --- | --- |
| 0-star,1-star | $0.30 |
| 2-star | $0.75 |
| 3-star | $1.50 | | | SearchScore | ScoreChange | DiscountFactor | ContributiontoTotalError |
| --- | --- | --- | --- |
| 10 | 0 | 0.7 | 0 |
| 20 | 10 | 0.7 | 7 |
| 20 | 0 | 0.7 | 0 |
| 20 | 0 | 0.7 | 0 |
| -10 | -30 | 0.7 | -7.2 |
| -10 | 0 | 0.7 | 0 |
| -10 | 0 | 0.7 | 0 |
| 40 | 50 | 0.7 | 4.12 |
| 40 | 0 | 0.7 | 0 |
| 40 | 0 | 0.7 | 0... | 0 |
| RatingsofAccounts | RewardsperSubmission |
| --- | --- |
| 0-star,1-star | $0.30 |
| 2-star | $0.75 |
| 3-star | $1.50 | | | 4-star | $3.74 |
| --- | --- |
| 5-star,6-star | $5.98 | | 1 |
| RatingsofAccounts | RewardsperSubmission |
| --- | --- |
| 0-star,1-star | $0.30 |
| 2-star | $0.75 |
| 3-star | $1.50 | | | 40 | 0 | 0.7 | 0 |
| --- | --- | --- | --- |
| 40 | 0 | 0.7 | 0 |
| 40 | 0 | 0.7 | 0 | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \numberofauthors | 200 | Authorenumeration |
| --- | --- | --- |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 0 |
| Notation |
| --- |
| v |
| qi | | | q |
| --- |
| si |
| s |
| qs |
| c | | 1 |
| Notation |
| --- |
| v |
| qi | | | parameter | value | parameter | value | parameter | value |
| --- | --- | --- | --- | --- | --- |
| Ron | 10 | Roff | 1 | vc | 1 |
| α | 60 | C | 10 | k | ∞ |
| Vt | 0 | γ | 60 | q | 10 |
| m0 | −400 | m1 | 400 | imin | 10 |
| imax | 20 | ki | 10 | ks | 10 |
| δs | 0 | δi | 0 | | | | 0 |
| Notation |
| --- |
| v |
| qi |
| q |
| si | | | s |
| --- |
| qs |
| c | | 1 |
| Notation |
| --- |
| v |
| qi |
| q |
| si | | | m0 | −400 | m1 | 400 | imin | 10 |
| --- | --- | --- | --- | --- | --- |
| imax | 20 | ki | 10 | ks | 10 |
| δs | 0 | δi | 0 | | | | 0 |
| Tables | DatasetSize | | | | |
| --- | --- | --- | --- | --- | --- |
| | 65000 | 101000 | 219500 | 300000 | 466737 | | | Nodes | 982212 | 1523732 | 3360798 | 4598454 | 7190330 |
| --- | --- | --- | --- | --- | --- |
| Relationships | 153477291 | 183955761 | 285778449 | 375437997 | 490033038 |
| Properties | 384189475 | 461537287 | 719874720 | 946265404 | 1238579332 | | 1 |
| Tables | DatasetSize | | | | |
| --- | --- | --- | --- | --- | --- |
| | 65000 | 101000 | 219500 | 300000 | 466737 | | | Dataset | Nodes | Edges | Clusters |
| --- | --- | --- | --- |
| DTI | 142541 | 3992290 | 500 |
| FB | 4039 | 88234 | 10 |
| DBLP | 317080 | 1049866 | 500 |
| Syn200 | 20000 | 773388 | 200 | | 0 |
| Tables | DatasetSize | | | | |
| --- | --- | --- | --- | --- | --- |
| | 65000 | 101000 | 219500 | 300000 | 466737 |
| Nodes | 982212 | 1523732 | 3360798 | 4598454 | 7190330 | | | Relationships | 153477291 | 183955761 | 285778449 | 375437997 | 490033038 |
| --- | --- | --- | --- | --- | --- |
| Properties | 384189475 | 461537287 | 719874720 | 946265404 | 1238579332 | | 1 |
| Tables | DatasetSize | | | | |
| --- | --- | --- | --- | --- | --- |
| | 65000 | 101000 | 219500 | 300000 | 466737 |
| Nodes | 982212 | 1523732 | 3360798 | 4598454 | 7190330 | | | FB | 4039 | 88234 | 10 |
| --- | --- | --- | --- |
| DBLP | 317080 | 1049866 | 500 |
| Syn200 | 20000 | 773388 | 200 | | 0 |
| DG | CDG |
| --- | --- |
| (A,:likes,I1) | (1,1,2) |
| (A,:likes,I2) | (1,1,3) |
| (A,:follows,B) | (1,2,4) |
| (B,:related,h) | (4,3,5) |
| (B,:follows,C) | (4,2,6) |
| (B,:follows,D) | (4,2,7) | | | (C,:likes,I2) | (6,1,3) |
| --- | --- |
| (C,:follows,D) | (6,2,7) |
| (D,:related,h) | (7,3,5) | | 1 |
| DG | CDG |
| --- | --- |
| (A,:likes,I1) | (1,1,2) |
| (A,:likes,I2) | (1,1,3) |
| (A,:follows,B) | (1,2,4) |
| (B,:related,h) | (4,3,5) |
| (B,:follows,C) | (4,2,6) |
| (B,:follows,D) | (4,2,7) | | | (a) | (b) | (c) | (d) | (e) | (f) | (g) | (h) | (i) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6.85 | 7.24 | 6.03 | 4.53 | 5.77 | 3.19 | 7.63 | 5.09 | 3.68 |
| 7.52 | 6.86 | 5.82 | 4.23 | 5.39 | 2.77 | 7.35 | 5.22 | 3.67 |
| 18.16 | 5.74 | 35.02 | 11.37 | 43.51 | 3.84 | 5.54 | 13.86 | 3.41 |
| 8.55 |... | 0 |
| DG | CDG |
| --- | --- |
| (A,:likes,I1) | (1,1,2) |
| (A,:likes,I2) | (1,1,3) |
| (A,:follows,B) | (1,2,4) |
| (B,:related,h) | (4,3,5) |
| (B,:follows,C) | (4,2,6) |
| (B,:follows,D) | (4,2,7) |
| (C,:likes,I2) | (6,1,3) | | | (C,:follows,D) | (6,2,7) |
| --- | --- |
| (D,:related,h) | (7,3,5) | | 1 |
| DG | CDG |
| --- | --- |
| (A,:likes,I1) | (1,1,2) |
| (A,:likes,I2) | (1,1,3) |
| (A,:follows,B) | (1,2,4) |
| (B,:related,h) | (4,3,5) |
| (B,:follows,C) | (4,2,6) |
| (B,:follows,D) | (4,2,7) |
| (C,:likes,I2) | (6,1,3) | | | 7.52 | 6.86 | 5.82 | 4.23 | 5.39 | 2.77 | 7.35 | 5.22 | 3.67 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 18.16 | 5.74 | 35.02 | 11.37 | 43.51 | 3.84 | 5.54 | 13.86 | 3.41 |
| 8.55 | 5.59 | 5.96 | 6.17 | 7.30 | 2.90 | 8.48 | 4.88 | 2.93 |
| 7.79 | 4.87 | 5.03 | 4.45 | 4.22 | 3.14 | 6.61 | 4.72 | 2.70 |... | 0 |
| CNSMeasure | Mean<br>AUC | MeanAUC<br>Change | MaxAUC<br>Increase | #Classes<br>Increase | #Classes<br>withAUC<br>increase>0.05 | MaxAUC<br>Decrease |
| --- | --- | --- | --- | --- | --- | --- |
| Original.cont | 0.784 | | | | | | | | FS.cont | 0.7364 | -0.0476 | 0.013 | 5 | 0 | 0.1968 |
| --- | --- | --- | --- | --- | --- | --- |
| TOM.cont | 0.7617 | -0.0223 | 0.024 | 16 | 0 | 0.1495 |
| HC.cont | 0.7932 | 0.0092 | 0.115 | 60 | 8 | 0.0456 |
| Original.binary | 0.7884 | 0.0044 | 0.1648 | 60 | 2 | 0.0458 |
| Jaccard | 0.7244 | -0.0596 | 0.0697 | 1... | 1 |
| CNSMeasure | Mean<br>AUC | MeanAUC<br>Change | MaxAUC<br>Increase | #Classes<br>Increase | #Classes<br>withAUC<br>increase>0.05 | MaxAUC<br>Decrease |
| --- | --- | --- | --- | --- | --- | --- |
| Original.cont | 0.784 | | | | | | | | CNSMeasure | Mean<br>AUC | MeanAUC<br>Change | MaxAUC<br>Increase | #Classes<br>Increase | #Classes<br>withAUC<br>increase>0.05 | MaxAUC<br>Decrease |
| --- | --- | --- | --- | --- | --- | --- |
| Original.cont | 0.7944 | | | | | |
| FS.cont | 0.7941 | −0.0003 | 0.0846 | 83 | 3 | 0.0662 |
| TOM.cont | 0.8034 | 0... | 0 |
| CNSMeasure | Mean<br>AUC | MeanAUC<br>Change | MaxAUC<br>Increase | #Classes<br>Increase | #Classes<br>withAUC<br>increase>0.05 | MaxAUC<br>Decrease |
| --- | --- | --- | --- | --- | --- | --- |
| Original.cont | 0.784 | | | | | |
| FS.cont | 0.7364 | -0.0476 | 0.013 | 5 | 0 | 0.1968 |
| TOM.cont | 0.7617 | -0.0... | | FS.binary | 0.6396 | -0.1444 | -0.0285 | 0 | 0 | 0.3161 |
| --- | --- | --- | --- | --- | --- | --- |
| TOM.binary | 0.7713 | -0.0127 | 0.1076 | 27 | 1 | 0.1495 |
| HC.binary | 0.7808 | -0.0032 | 0.1294 | 43 | 6 | 0.0827 | | 1 |
| CNSMeasure | Mean<br>AUC | MeanAUC<br>Change | MaxAUC<br>Increase | #Classes<br>Increase | #Classes<br>withAUC<br>increase>0.05 | MaxAUC<br>Decrease |
| --- | --- | --- | --- | --- | --- | --- |
| Original.cont | 0.784 | | | | | |
| FS.cont | 0.7364 | -0.0476 | 0.013 | 5 | 0 | 0.1968 |
| TOM.cont | 0.7617 | -0.0... | | FS.cont | 0.7941 | −0.0003 | 0.0846 | 83 | 3 | 0.0662 |
| --- | --- | --- | --- | --- | --- | --- |
| TOM.cont | 0.8034 | 0.0089 | 0.0636 | 105 | 2 | 0.1782 |
| HC.cont | 0.8266 | 0.0281 | 0.2244 | 109 | 34 | 0.1199 |
| Original.binary | 0.7847 | −0.0097 | 0.0502 | 48 | 1 | 0.2222 |
| Jaccard | 0.7291 | −0.0653 | 0.2... | 0 |
| NW | NW,CB | NW,N |
| --- | --- | --- |
| 0.910 | 0.924 | 0.917 |
| 0.905 | 0.926 | 0.920 |
| 0.901 | 0.929 | 0.923 |
| 0.907 | 0.931 | 0.928 | | | 0.908 | 0.935 | 0.933 |
| --- | --- | --- |
| 0.910 | 0.933 | 0.939 |
| 0.908 | 0.937 | 0.946 |
| 0.902 | 0.938 | 0.942 |
| 0.911 | 0.935 | 0.946 |
| 0.907 | 0.935 | 0.954 | | 1 |
| NW | NW,CB | NW,N |
| --- | --- | --- |
| 0.910 | 0.924 | 0.917 |
| 0.905 | 0.926 | 0.920 |
| 0.901 | 0.929 | 0.923 |
| 0.907 | 0.931 | 0.928 | | | 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 |
| NW | NW,CB | NW,N |
| --- | --- | --- |
| 0.910 | 0.924 | 0.917 |
| 0.905 | 0.926 | 0.920 |
| 0.901 | 0.929 | 0.923 |
| 0.907 | 0.931 | 0.928 | | | 0.908 | 0.935 | 0.933 |
| --- | --- | --- |
| 0.910 | 0.933 | 0.939 |
| 0.908 | 0.937 | 0.946 |
| 0.902 | 0.938 | 0.942 |
| 0.911 | 0.935 | 0.946 |
| 0.907 | 0.935 | 0.954 | | 1 |
| NW | NW,CB | NW,N |
| --- | --- | --- |
| 0.910 | 0.924 | 0.917 |
| 0.905 | 0.926 | 0.920 |
| 0.901 | 0.929 | 0.923 |
| 0.907 | 0.931 | 0.928 | | | 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 |
| # | Activity | Duration | Duedate |
| --- | --- | --- | --- |
| 1 | Protocolreviewandrevision | 07businessdays | 18.3.2016 | | | 2 | Searchforprimarystudies | 04businessdays | 24.3.2016 |
| --- | --- | --- | --- |
| 3 | Titleandabstractlevelscreening | 07businessdays | 06.4.2016 |
| 4 | Full-textlevelscreening | 07businessdays | 15.4.2016 |
| 5 | Qualityassessment | 02businessdays | 19.4.2016 |
| 6 | Dataextraction | 05businessdays | 26.4.2016... | 1 |
| # | Activity | Duration | Duedate |
| --- | --- | --- | --- |
| 1 | Protocolreviewandrevision | 07businessdays | 18.3.2016 | | | 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 | ... | 0 |
| # | Activity | Duration | Duedate |
| --- | --- | --- | --- |
| 1 | Protocolreviewandrevision | 07businessdays | 18.3.2016 |
| 2 | Searchforprimarystudies | 04businessdays | 24.3.2016 |
| 3 | Titleandabstractlevelscreening | 07businessdays | 06.4.2016 |
| 4 | Full-textlevelscreening | 07businessdays | 15.4.2016 |
| 5... | | 6 | Dataextraction | 05businessdays | 26.4.2016 |
| --- | --- | --- | --- |
| 7 | Datasynthesis | 05businessdays | 03.5.2016 |
| 8 | Initialdraftofpaper | 10businessdays | 18.5.2016 | | 1 |
| # | Activity | Duration | Duedate |
| --- | --- | --- | --- |
| 1 | Protocolreviewandrevision | 07businessdays | 18.3.2016 |
| 2 | Searchforprimarystudies | 04businessdays | 24.3.2016 |
| 3 | Titleandabstractlevelscreening | 07businessdays | 06.4.2016 |
| 4 | Full-textlevelscreening | 07businessdays | 15.4.2016 |
| 5... | | 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 |
| Parametername | Meaning | Def.val. |
| --- | --- | --- |
| AVGNBFT | Averagenumberoffacttables | 1 |
| AVGNBDIM | Averagenumberofdimensionsperfacttable | 5 |
| AVGTOTNBDIM | Averagetotalnumberofdimensions | 5 |
| AVGNBMEAS | Averagenumberofmeasuresinfacttables | 5 | | | AVGDENSITY | Averagedensityrateinfacttables | 0.6 |
| --- | --- | --- |
| AVGNBLEVELS | Averagenumberofhierarchylevelsindimensions | 3 |
| AVGNBATT | Averagenumberofattributesinhierarchylevels | 5 |
| AVGHHLEVELSIZE | Averagenumberoftuplesinhighesthierarchylevels | 10 |
| DIMSFACTOR | Averagesizescalefactorwithinhier... | 1 |
| Parametername | Meaning | Def.val. |
| --- | --- | --- |
| AVGNBFT | Averagenumberoffacttables | 1 |
| AVGNBDIM | Averagenumberofdimensionsperfacttable | 5 |
| AVGTOTNBDIM | Averagetotalnumberofdimensions | 5 |
| AVGNBMEAS | Averagenumberofmeasuresinfacttables | 5 | | | Numberofauthors | 343055 |
| --- | --- |
| Numberofpapers | 399713 |
| Averagenumberofpapersbyanauthor | 9.07 |
| Averagenumberofauthorsperpaper | 7.59 |
| AveragenumberofPACScodesperauthor | 10.04 |
| AveragenumberofPACScodesperpaper | 2.92 |
| Averagediversityofauthor | 13.16 |
| Averagediversityofpaper | 3.59 |
| ... | 0 |
| Parametername | Meaning | Def.val. |
| --- | --- | --- |
| AVGNBFT | Averagenumberoffacttables | 1 |
| AVGNBDIM | Averagenumberofdimensionsperfacttable | 5 |
| AVGTOTNBDIM | Averagetotalnumberofdimensions | 5 |
| AVGNBMEAS | Averagenumberofmeasuresinfacttables | 5 |
| AVGDENSITY | Averagedensityrateinfacttables | 0.6... | | AVGNBLEVELS | Averagenumberofhierarchylevelsindimensions | 3 |
| --- | --- | --- |
| AVGNBATT | Averagenumberofattributesinhierarchylevels | 5 |
| AVGHHLEVELSIZE | Averagenumberoftuplesinhighesthierarchylevels | 10 |
| DIMSFACTOR | Averagesizescalefactorwithinhierarchylevels | 10 | | 1 |
| Parametername | Meaning | Def.val. |
| --- | --- | --- |
| AVGNBFT | Averagenumberoffacttables | 1 |
| AVGNBDIM | Averagenumberofdimensionsperfacttable | 5 |
| AVGTOTNBDIM | Averagetotalnumberofdimensions | 5 |
| AVGNBMEAS | Averagenumberofmeasuresinfacttables | 5 |
| AVGDENSITY | Averagedensityrateinfacttables | 0.6... | | Averagediversityofpaper | 3.59 |
| --- | --- |
| Averagecitationperpaper | 10.22 | | 0 |
| State-of-the-artMethods | | | |
| --- | --- | --- | --- |
| Method | Accuracy | Method | Accuracy |
| SPMK | 74.00 | BoVW | 71.68 |
| SPCK++ | 77.38 | BRSP | 77.80 |
| UFL | 90.26 | SC+Pooling | 81.67 |
| Partlets | 91.33 | PSR | 89.10 |
| ProposedMethods | | | | | | Method | Accuracy | Method | Accuracy |
| --- | --- | --- | --- |
| ADPM-192 | 92.67 | ADPM-227 | 92.04 |
| ADPM-256 | 93.52 | Multi-scaleADPM | 94.86 | | 1 |
| State-of-the-artMethods | | | |
| --- | --- | --- | --- |
| Method | Accuracy | Method | Accuracy |
| SPMK | 74.00 | BoVW | 71.68 |
| SPCK++ | 77.38 | BRSP | 77.80 |
| UFL | 90.26 | SC+Pooling | 81.67 |
| Partlets | 91.33 | PSR | 89.10 |
| ProposedMethods | | | | | | Method | Accuracy |
| --- | --- |
| SCMF | 78.32 |
| MKL | 67.32 |
| SSEP | 73.82 |
| ADPM-227 | 82.14 |
| ADPM-256 | 83.71 |
| ADPM-384 | 81.91 |
| Multi-scaleADPM | 84.67 | | 0 |
| State-of-the-artMethods | | | |
| --- | --- | --- | --- |
| Method | Accuracy | Method | Accuracy |
| SPMK | 74.00 | BoVW | 71.68 |
| SPCK++ | 77.38 | BRSP | 77.80 |
| UFL | 90.26 | SC+Pooling | 81.67 |
| Partlets | 91.33 | PSR | 89.10 |
| ProposedMethods | | | |
| Method | Accuracy | Method | Accuracy | | | ADPM-192 | 92.67 | ADPM-227 | 92.04 |
| --- | --- | --- | --- |
| ADPM-256 | 93.52 | Multi-scaleADPM | 94.86 | | 1 |
| State-of-the-artMethods | | | |
| --- | --- | --- | --- |
| Method | Accuracy | Method | Accuracy |
| SPMK | 74.00 | BoVW | 71.68 |
| SPCK++ | 77.38 | BRSP | 77.80 |
| UFL | 90.26 | SC+Pooling | 81.67 |
| Partlets | 91.33 | PSR | 89.10 |
| ProposedMethods | | | |
| Method | Accuracy | Method | Accuracy | | | MKL | 67.32 |
| --- | --- |
| SSEP | 73.82 |
| ADPM-227 | 82.14 |
| ADPM-256 | 83.71 |
| ADPM-384 | 81.91 |
| Multi-scaleADPM | 84.67 | | 0 |
| Gridsize | 2<br>Areapercell[km] |
| --- | --- |
| 50×50 | 40 | | | 100×100 | 10 |
| --- | --- |
| 200×200 | 2.5 |
| 400×400 | 0.625 | | 1 |
| Gridsize | 2<br>Areapercell[km] |
| --- | --- |
| 50×50 | 40 | | | 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 | | 0 |
| Gridsize | 2<br>Areapercell[km] |
| --- | --- |
| 50×50 | 40 | | | 100×100 | 10 |
| --- | --- |
| 200×200 | 2.5 |
| 400×400 | 0.625 | | 1 |
| Gridsize | 2<br>Areapercell[km] |
| --- | --- |
| 50×50 | 40 | | | 639.4 | 10717.2 |
| --- | --- |
| –– | 42462.1 |
| 42457.1 | 44065.1 | | 0 |
| BucketI | BucketII | BucketIII | | | |
| --- | --- | --- | --- | --- | --- |
| 1 | CRDImean | 10 | PNAmean | 19 | EDImean |
| 2 | CRDImedian | 11 | PNAmedian | 20 | EDImedian |
| 3 | CRDIstddev | 12 | PNAstddev | 21 | EDIstddev |
| 4 | CKDImean | 13 | CAAImean | 22 | ACCmean | | | 5 | CKDImedian | 14 | CAAImedian | 23 | ACCmedian |
| --- | --- | --- | --- | --- | --- |
| 6 | CKDIstddev | 15 | CAAIstddev | 24 | ACCstddev |
| 7 | CADImean | 16 | DDImean | 25 | ABCmean |
| 8 | CADImedian | 17 | DDImedian | 26 | ABCmedian |
| 9 | CADIstddev | 18 | DDIstddev | 27 | ABCstddev | | 1 |
| BucketI | BucketII | BucketIII | | | |
| --- | --- | --- | --- | --- | --- |
| 1 | CRDImean | 10 | PNAmean | 19 | EDImean |
| 2 | CRDImedian | 11 | PNAmedian | 20 | EDImedian |
| 3 | CRDIstddev | 12 | PNAstddev | 21 | EDIstddev |
| 4 | CKDImean | 13 | CAAImean | 22 | ACCmean | | | | CRDI(-) | CKDI(-) | CADI(+) | PNA(-) | CAAI(+) | DDI(+) | EDI(+) | ACC(+) | ABC(+) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 8 | 0.65 | 0.53 | 0.61 | 0.57 | 0.74 | 0.55 | 0.40 | 0.68 | 0.70 |
| 9 | 0.55 | 0.46 | 0.57 | 0.57 | 0.68 | 0.53 | 0.27 | 0.63 | 0.68 |
| 10 | 0.40 | 0.46 | 0.53 | 0.... | 0 |
| BucketI | BucketII | BucketIII | | | |
| --- | --- | --- | --- | --- | --- |
| 1 | CRDImean | 10 | PNAmean | 19 | EDImean |
| 2 | CRDImedian | 11 | PNAmedian | 20 | EDImedian | | | 3 | CRDIstddev | 12 | PNAstddev | 21 | EDIstddev |
| --- | --- | --- | --- | --- | --- |
| 4 | CKDImean | 13 | CAAImean | 22 | ACCmean |
| 5 | CKDImedian | 14 | CAAImedian | 23 | ACCmedian |
| 6 | CKDIstddev | 15 | CAAIstddev | 24 | ACCstddev |
| 7 | CADImean | 16 | DDImean | 25 | ABCmean |
| 8 | CADImedian | 17 | DD... | 1 |
| BucketI | BucketII | BucketIII | | | |
| --- | --- | --- | --- | --- | --- |
| 1 | CRDImean | 10 | PNAmean | 19 | EDImean |
| 2 | CRDImedian | 11 | PNAmedian | 20 | EDImedian | | | 11 | 0.38 | 0.46 | 0.44 | 0.38 | 0.48 | 0.31 | 0.10 | 0.38 | 0.51 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 12 | 0.27 | 0.34 | 0.27 | 0.27 | 0.29 | 0.23 | 0.04 | 0.31 | 0.42 | | 0 |
| Dataset | Numberoffeatures | Numberofinstances | Numberofclasses |
| --- | --- | --- | --- |
| connect-4 | 42 | 67,557 | 3 |
| splice | 60 | 3,175 | 3 | | | waveform | 40 | 5,000 | 3 |
| --- | --- | --- | --- |
| landsat | 36 | 6,435 | 6 |
| lung | 325 | 73 | 7 |
| lymph | 4,026 | 96 | 9 |
| NCI9 | 9,712 | 60 | 9 | | 1 |
| Dataset | Numberoffeatures | Numberofinstances | Numberofclasses |
| --- | --- | --- | --- |
| connect-4 | 42 | 67,557 | 3 |
| splice | 60 | 3,175 | 3 | | | Dataset | #ofsamples | #ofclasses | #ofattributes |
| --- | --- | --- | --- |
| Breastcancer | 286 | 2 | 9 |
| Diabetes | 768 | 2 | 8 |
| SolarFlare | 144 | 3 | 9 |
| German | 1000 | 2 | 20 |
| Heart | 270 | 2 | 13 |
| Image | 2310 | 7 | 19 |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3... | 0 |
| Dataset | Numberoffeatures | Numberofinstances | Numberofclasses |
| --- | --- | --- | --- |
| connect-4 | 42 | 67,557 | 3 | | | splice | 60 | 3,175 | 3 |
| --- | --- | --- | --- |
| waveform | 40 | 5,000 | 3 |
| landsat | 36 | 6,435 | 6 |
| lung | 325 | 73 | 7 |
| lymph | 4,026 | 96 | 9 |
| NCI9 | 9,712 | 60 | 9 | | 1 |
| Dataset | Numberoffeatures | Numberofinstances | Numberofclasses |
| --- | --- | --- | --- |
| connect-4 | 42 | 67,557 | 3 | | | German | 1000 | 2 | 20 |
| --- | --- | --- | --- |
| Heart | 270 | 2 | 13 |
| Image | 2310 | 7 | 19 |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3 | 5 |
| Twonorm | 7400 | 2 | 20 |
| Waveform | 5000 | 3 | 21 | | 0 |
| Method | R | P | F | F(mostactive) | F(leastactive) |
| --- | --- | --- | --- | --- | --- |
| RandomChoice | 0.001593 | 0.04874 | 0.003084 | - | - |
| Pengetal. | 0.001636 | 0.10046 | 0.003190 | - | - |
| Pengetal.(topic-based) | 0.001797 | 0.05881 | 0.003485 | - | - |
| VectorSpace. | 0.001883 | 0.24242 | 0.003685 |... | | proposed,d=0.5 | 0.001798 | 0.11824 | 0.003404 | 0.003965 | 0.003086 |
| --- | --- | --- | --- | --- | --- |
| proposed,d=0.6 | 0.001815 | 0.11714 | 0.003539 | 0.003829 | 0.003275 |
| proposed,d=0.7 | 0.001878 | 0.12024 | 0.003658 | 0.003919 | 0.003412 |
| proposed,d=0.8 | 0.001987 | 0.12815 | 0.003859 | 0.004099 | 0... | 1 |
| Method | R | P | F | F(mostactive) | F(leastactive) |
| --- | --- | --- | --- | --- | --- |
| RandomChoice | 0.001593 | 0.04874 | 0.003084 | - | - |
| Pengetal. | 0.001636 | 0.10046 | 0.003190 | - | - |
| Pengetal.(topic-based) | 0.001797 | 0.05881 | 0.003485 | - | - |
| VectorSpace. | 0.001883 | 0.24242 | 0.003685 |... | | Method | Covered<br>Population |
| --- | --- |
| RandomChoice | 47.0 |
| Pengelal. | 106.9 |
| Pengetal.(Topic-based) | 56.0 |
| VectorSpace | 120.7 |
| proposed,d=0.0 | 103.9 |
| proposed,d=0.1 | 103.7 |
| proposed,d=0.2 | 93.0 |
| proposed,d=0.3 | 91.8 |
| proposed,d=0.4 | 92.0 |
| proposed,d=0.5 | 85.2 |
| propose... | 0 |
| Method | R | P | F | F(mostactive) | F(leastactive) |
| --- | --- | --- | --- | --- | --- |
| RandomChoice | 0.001593 | 0.04874 | 0.003084 | - | - |
| Pengetal. | 0.001636 | 0.10046 | 0.003190 | - | - |
| Pengetal.(topic-based) | 0.001797 | 0.05881 | 0.003485 | - | - |
| VectorSpace. | 0.001883 | 0.24242 | 0.003685 |... | | proposed,d=0.1 | 0.001851 | 0.08408 | 0.003594 | 0.003939 | 0.003262 |
| --- | --- | --- | --- | --- | --- |
| proposed,d=0.2 | 0.001892 | 0.09261 | 0.003678 | 0.003976 | 0.003395 |
| proposed,d=0.3 | 0.001743 | 0.09295 | 0.003393 | 0.003733 | 0.003070 |
| proposed,d=0.4 | 0.001748 | 0.10385 | 0.003404 | 0.003728 | 0... | 1 |
| Method | R | P | F | F(mostactive) | F(leastactive) |
| --- | --- | --- | --- | --- | --- |
| RandomChoice | 0.001593 | 0.04874 | 0.003084 | - | - |
| Pengetal. | 0.001636 | 0.10046 | 0.003190 | - | - |
| Pengetal.(topic-based) | 0.001797 | 0.05881 | 0.003485 | - | - |
| VectorSpace. | 0.001883 | 0.24242 | 0.003685 |... | | proposed,d=0.0 | 103.9 |
| --- | --- |
| proposed,d=0.1 | 103.7 |
| proposed,d=0.2 | 93.0 |
| proposed,d=0.3 | 91.8 |
| proposed,d=0.4 | 92.0 |
| proposed,d=0.5 | 85.2 |
| proposed,d=0.6 | 75.9 |
| proposed,d=0.7 | 74.0 |
| proposed,d=0.8 | 69.4 |
| proposed,d=0.9 | 62.3 |
| proposed,d=1.0 | 56.6 | | 0 |
| Graph | δ=1<br>MeanMax | δ=2<br>MeanMax | δ=3<br>MeanMax |
| --- | --- | --- | --- |
| | 61309 | 3422760 | 12076113 |
| | 7550 | 421397 | 1565723 |
| | 51398 | 5444330 | 27145939 |
| | 23505 | 5196065 | 451714659 |
| | 8344 | 885417 | 105248236 |
| | 131384 | 90516745 | 931930572 |
| | 886313 | 774436371 | 325... | | | 179778 | 584518625 | 1512818625 |
| --- | --- | --- | --- |
| | 420 | 1061 | 23142 | | 1 |
| Graph | δ=1<br>MeanMax | δ=2<br>MeanMax | δ=3<br>MeanMax |
| --- | --- | --- | --- |
| | 61309 | 3422760 | 12076113 |
| | 7550 | 421397 | 1565723 |
| | 51398 | 5444330 | 27145939 |
| | 23505 | 5196065 | 451714659 |
| | 8344 | 885417 | 105248236 |
| | 131384 | 90516745 | 931930572 |
| | 886313 | 774436371 | 325... | | Graph | 2 | 4 | 8 | 16 | 32 | 64 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| add20 | 641 | 594 | 1212 | 1177 | 1814 | 1704 | 2427 | 2121 | | 2687 | | 3236 |
| data | 190 | 188 | 405 | 383 | 699 | 660 | | 1162 | | 1865 | | 2885 |
| 3elt | 90 | 89 | 201 | 1... | 0 |
| Graph | δ=1<br>MeanMax | δ=2<br>MeanMax | δ=3<br>MeanMax |
| --- | --- | --- | --- |
| | 61309 | 3422760 | 12076113 |
| | 7550 | 421397 | 1565723 |
| | 51398 | 5444330 | 27145939 |
| | 23505 | 5196065 | 451714659 |
| | 8344 | 885417 | 105248236 |
| | 131384 | 90516745 | 931930572 |
| | 886313 | 774436371 | 325... | | | 76671 | 12932150 | 21712248 |
| --- | --- | --- | --- |
| | 6356 | 594282 | 57415971 |
| | 179778 | 584518625 | 1512818625 |
| | 420 | 1061 | 23142 | | 1 |
| Graph | δ=1<br>MeanMax | δ=2<br>MeanMax | δ=3<br>MeanMax |
| --- | --- | --- | --- |
| | 61309 | 3422760 | 12076113 |
| | 7550 | 421397 | 1565723 |
| | 51398 | 5444330 | 27145939 |
| | 23505 | 5196065 | 451714659 |
| | 8344 | 885417 | 105248236 |
| | 131384 | 90516745 | 931930572 |
| | 886313 | 774436371 | 325... | | | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| t60k | 78 | 75 | 213 | 211 | 470 | 465 | 866 | 849 | 1493 | 1391 | | 2211 |
| wing | 803 | 787 | 1683 | 1666 | 2616 | 2589 | 4147 | 4131 | 6271 | 5902 | | 8132 |
| brack2 | 708 | 708 | 3027 | 303... | 0 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 35.3 | 243.6 | 2313.4 |
| MySQL | 4.1 | 117.8 | 844.8 |
| PostgreSQL | 3.7 | 19.4 | 663.5 |
| MongoDB | 1 | 6 | 43.5 | | | CouchDB | 2.14 | 30.44 | 307.54 |
| --- | --- | --- | --- |
| Couchbase | 4.34 | 34.89 | 345.77 | | 1 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 35.3 | 243.6 | 2313.4 |
| MySQL | 4.1 | 117.8 | 844.8 |
| PostgreSQL | 3.7 | 19.4 | 663.5 |
| MongoDB | 1 | 6 | 43.5 | | | Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 2000 | 6000 | 53000 |
| MySQL | 112 | 2529.8 | 32897.9 |
| PostgreSQL | 86.8 | 2040.6 | 16465.2 |
| MongoDB | 26.4 | 321.4 | 7814.6 |
| CouchDB | 2.1 | 18.73 | 227.22 |
| Couchbase | 45.83 | 445.72 | 75... | 0 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 35.3 | 243.6 | 2313.4 |
| MySQL | 4.1 | 117.8 | 844.8 |
| PostgreSQL | 3.7 | 19.4 | 663.5 |
| MongoDB | 1 | 6 | 43.5 | | | CouchDB | 2.14 | 30.44 | 307.54 |
| --- | --- | --- | --- |
| Couchbase | 4.34 | 34.89 | 345.77 | | 1 |
| Numberofoperations | | | |
| --- | --- | --- | --- |
| Database | 1000 | 10000 | 100000 |
| MicrosoftSQLServer | 35.3 | 243.6 | 2313.4 |
| MySQL | 4.1 | 117.8 | 844.8 |
| PostgreSQL | 3.7 | 19.4 | 663.5 |
| MongoDB | 1 | 6 | 43.5 | | | PostgreSQL | 86.8 | 2040.6 | 16465.2 |
| --- | --- | --- | --- |
| MongoDB | 26.4 | 321.4 | 7814.6 |
| CouchDB | 2.1 | 18.73 | 227.22 |
| Couchbase | 45.83 | 445.72 | 7578.98 | | 0 |
| Machine | Compiler | MPI |
| --- | --- | --- |
| BlueGene/P<br>BlueGene/Q | IBMXL | IBM(MPICH2-based) | | | Ethernetcluster<br>MacPro | GCC4.1.2<br>LLVM-GCC4.2.1 | OpenMPI1.3.3<br>MPICH21.5 |
| --- | --- | --- |
| Westmere<br>SandyBridge<br>BlueIce2 | GCC4.1.2<br>Intel13.0<br>GCC4.4.6 | OpenMPI1.5.4<br>Intel4.1<br>OpenMPI1.6.4 |
| XeonHost<br>XeonPhi | Intel15.0.2<br>Intel15.0.2 | Intel5.1.1<br>Intel5.1.1 |
| SGIICEXA | In... | 1 |
| Machine | Compiler | MPI |
| --- | --- | --- |
| BlueGene/P<br>BlueGene/Q | IBMXL | IBM(MPICH2-based) | | | CPUModel | IntelXeonE5-2690 |
| --- | --- |
| CPUCores | 8 |
| DRAMSize | 128GB |
| GPUModel | TeslaK20c |
| DeviceMemorySize | 5GBGDDR5 |
| SMsandSPs | 13and192 |
| ComputeCapability | 3.5 |
| CUDASDK | 7.5 |
| PCIeBus | PCIex16Gen2 | | 0 |
| Machine | Compiler | MPI |
| --- | --- | --- |
| BlueGene/P<br>BlueGene/Q | IBMXL | IBM(MPICH2-based) |
| Ethernetcluster<br>MacPro | GCC4.1.2<br>LLVM-GCC4.2.1 | OpenMPI1.3.3<br>MPICH21.5 | | | Westmere<br>SandyBridge<br>BlueIce2 | GCC4.1.2<br>Intel13.0<br>GCC4.4.6 | OpenMPI1.5.4<br>Intel4.1<br>OpenMPI1.6.4 |
| --- | --- | --- |
| XeonHost<br>XeonPhi | Intel15.0.2<br>Intel15.0.2 | Intel5.1.1<br>Intel5.1.1 |
| SGIICEXA | Intel15.0.5 | SGIMPT2.14 | | 1 |
| Machine | Compiler | MPI |
| --- | --- | --- |
| BlueGene/P<br>BlueGene/Q | IBMXL | IBM(MPICH2-based) |
| Ethernetcluster<br>MacPro | GCC4.1.2<br>LLVM-GCC4.2.1 | OpenMPI1.3.3<br>MPICH21.5 | | | GPUModel | TeslaK20c |
| --- | --- |
| DeviceMemorySize | 5GBGDDR5 |
| SMsandSPs | 13and192 |
| ComputeCapability | 3.5 |
| CUDASDK | 7.5 |
| PCIeBus | PCIex16Gen2 | | 0 |
| Usage |
| --- |
| TMtrain |
| LMtrain |
| train | | | dev |
| --- |
| test<br>test | | 1 |
| Usage |
| --- |
| TMtrain |
| LMtrain |
| train | | | Usage |
| --- |
| train |
| dev |
| test |
| test |
| test |
| test | | 0 |
| Usage |
| --- |
| TMtrain |
| LMtrain |
| train | | | dev |
| --- |
| test<br>test | | 1 |
| Usage |
| --- |
| TMtrain |
| LMtrain |
| train | | | test |
| --- |
| test |
| test |
| test | | 0 |
| Name | Kernel | Str. | ChI/O | Input |
| --- | --- | --- | --- | --- |
| conv1 | 7×7 | 1 | 8/32 | Images/Flow |
| conv2 | 7×7 | 1 | 32/64 | conv1 | | | deconv2 | 7×7 | 1 | 64/32 | conv2 |
| --- | --- | --- | --- | --- |
| deconv1 | 7×7 | 1 | 32/16 | deconv2 |
| deconv0 | 7×7 | 1 | 16/2 | deconv1 | | 1 |
| Name | Kernel | Str. | ChI/O | Input |
| --- | --- | --- | --- | --- |
| conv1 | 7×7 | 1 | 8/32 | Images/Flow |
| conv2 | 7×7 | 1 | 32/64 | conv1 | | | | Bit | CNT2 | CNT1 |
| --- | --- | --- | --- |
| Conv-FF | 16 | H,WKK | W×HKK |
| Conv-BP | 32 | H,WKK | W×HKK |
| Conv-UP | 32 | P,L | L |
| FC-FF | 16 | P,L | L |
| FC-BP | 32 | P,L | L |
| FC-UP | 32 | h | 1 | | 0 |
| Name | Kernel | Str. | ChI/O | Input |
| --- | --- | --- | --- | --- |
| conv1 | 7×7 | 1 | 8/32 | Images/Flow |
| conv2 | 7×7 | 1 | 32/64 | conv1 | | | deconv2 | 7×7 | 1 | 64/32 | conv2 |
| --- | --- | --- | --- | --- |
| deconv1 | 7×7 | 1 | 32/16 | deconv2 |
| deconv0 | 7×7 | 1 | 16/2 | deconv1 | | 1 |
| Name | Kernel | Str. | ChI/O | Input |
| --- | --- | --- | --- | --- |
| conv1 | 7×7 | 1 | 8/32 | Images/Flow |
| conv2 | 7×7 | 1 | 32/64 | conv1 | | | FC-FF | 16 | P,L | L |
| --- | --- | --- | --- |
| FC-BP | 32 | P,L | L |
| FC-UP | 32 | h | 1 | | 0 |
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