premise string | hypothesis string | label int64 |
|---|---|---|
| Year | p(citations) | p(readership) | Total |
| --- | --- | --- | --- |
| 1999 | 0.3738 | 0.1951 | 8 |
| 2000 | 0.1706 | 0.0555 | 10 | | | 2001 | 0.1988 | 0.3102 | 15 |
| --- | --- | --- | --- |
| 2003 | 0.1096 | 0.3459 | 9 |
| 2004 | 0.4157 | 0.1629 | 10 |
| 2005 | 0.2115 | 0.3178 | 17 |
| 2006 | 0.3230 | 0.2259 | 14 |
| 2007 | 0.1570 | 0.1482 | 15 |
| 2008 | 0.2112 | 0.4029 | 14 |
| 2009 | 0.1199 | 0.0531 | 11 |
| 2010 | 0.1098 | 0.3501 | 21 |
| 2011 | 0.2064 | 0.2207 | 18 |
| 2012 | 0.1154 | 0.4622 | 17 |
| 2013 | 0.4370 | 0.1918 | 19 |
| 2014 | 0.2785 | 0.0731 | 13 |
| 2015 | 0.4661 | 0.1684 | 11 |
| 2016 | 0.0842 | 0.3098 | 17 |
| Total | - | - | 239 | | 1 |
| Year | p(citations) | p(readership) | Total |
| --- | --- | --- | --- |
| 1999 | 0.3738 | 0.1951 | 8 |
| 2000 | 0.1706 | 0.0555 | 10 | | | year | nr.papers | nr.authors | nr.links | avg.clustering |
| --- | --- | --- | --- | --- |
| 2001 | 4 | 9 | 6 | 0.37 |
| 2002 | 3 | 10 | 13 | 0.8 |
| 2003 | 5 | 12 | 9 | 0.4 |
| 2004 | 13 | 39 | 47 | 0.65 |
| 2005 | 7 | 22 | 26 | 0.81 |
| 2006 | 11 | 33 | 39 | 0.73 |
| 2007 | 4 | 15 | 24 | 1.0 |
| 2008 | 7 | 15 | 9 | 0.2 |
| 2009 | 10 | 34 | 60 | 0.68 |
| 2010 | 8 | 21 | 19 | 0.61 |
| 2011 | 8 | 32 | 59 | 0.80 |
| 2012 | 6 | 26 | 56 | 0.92 |
| 2013 | 5 | 18 | 31 | 0.86 |
| 2014 | 6 | 16 | 13 | 0.85 |
| 2015 | 9 | 24 | 23 | 0.58 |
| 2016 | 17 | 60 | 114 | 0.75 | | 0 |
| Year | p(citations) | p(readership) | Total |
| --- | --- | --- | --- |
| 1999 | 0.3738 | 0.1951 | 8 |
| 2000 | 0.1706 | 0.0555 | 10 |
| 2001 | 0.1988 | 0.3102 | 15 |
| 2003 | 0.1096 | 0.3459 | 9 |
| 2004 | 0.4157 | 0.1629 | 10 |
| 2005 | 0.2115 | 0.3178 | 17 |
| 2006 | 0.3230 | 0.2259 | 14 |
| 2007 | 0.1570 | 0.1482 | 15 |
| 2008 | 0.2112 | 0.4029 | 14 |
| 2009 | 0.1199 | 0.0531 | 11 |
| 2010 | 0.1098 | 0.3501 | 21 | | | 2011 | 0.2064 | 0.2207 | 18 |
| --- | --- | --- | --- |
| 2012 | 0.1154 | 0.4622 | 17 |
| 2013 | 0.4370 | 0.1918 | 19 |
| 2014 | 0.2785 | 0.0731 | 13 |
| 2015 | 0.4661 | 0.1684 | 11 |
| 2016 | 0.0842 | 0.3098 | 17 |
| Total | - | - | 239 | | 1 |
| Year | p(citations) | p(readership) | Total |
| --- | --- | --- | --- |
| 1999 | 0.3738 | 0.1951 | 8 |
| 2000 | 0.1706 | 0.0555 | 10 |
| 2001 | 0.1988 | 0.3102 | 15 |
| 2003 | 0.1096 | 0.3459 | 9 |
| 2004 | 0.4157 | 0.1629 | 10 |
| 2005 | 0.2115 | 0.3178 | 17 |
| 2006 | 0.3230 | 0.2259 | 14 |
| 2007 | 0.1570 | 0.1482 | 15 |
| 2008 | 0.2112 | 0.4029 | 14 |
| 2009 | 0.1199 | 0.0531 | 11 |
| 2010 | 0.1098 | 0.3501 | 21 | | | 2014 | 6 | 16 | 13 | 0.85 |
| --- | --- | --- | --- | --- |
| 2015 | 9 | 24 | 23 | 0.58 |
| 2016 | 17 | 60 | 114 | 0.75 | | 0 |
| name | \|V\| | \|E\| | tw(G) | safeseparatorsfound | maxsubproblem | time(secs) |
| --- | --- | --- | --- | --- | --- | --- |
| ex181 | 109 | 732 | 18 | 18 | 89 | 0.078 |
| ex183 | 265 | 471 | 11 | 173 | 76 | 0.031 |
| ex185 | 237 | 793 | 14 | 142 | 52 | 0.046 | | | ex187 | 240 | 453 | 10 | 138 | 81 | 0.031 |
| --- | --- | --- | --- | --- | --- | --- |
| ex189 | 178 | 4517 | 70 | 6 | 161 | 0.062 |
| ex191 | 492 | 1608 | 15 | 184 | 132 | 0.171 |
| ex193 | 1391 | 3012 | 10 | 791 | 119 | 3.17 |
| ex195 | 216 | 382 | 10 | 114 | 84 | 0.015 |
| ex197 | 303 | 1158 | 15 | 176 | 56 | 0.062 |
| ex199 | 310 | 537 | 9 | 157 | 131 | 0.046 | | 1 |
| name | \|V\| | \|E\| | tw(G) | safeseparatorsfound | maxsubproblem | time(secs) |
| --- | --- | --- | --- | --- | --- | --- |
| ex181 | 109 | 732 | 18 | 18 | 89 | 0.078 |
| ex183 | 265 | 471 | 11 | 173 | 76 | 0.031 |
| ex185 | 237 | 793 | 14 | 142 | 52 | 0.046 | | | v | C(v)I | C(v)D | C(v)C | C(v)B | PR(v) | log(C(v))T |
| --- | --- | --- | --- | --- | --- | --- |
| 2 | 0.591 | 0.333 | 0.455 | 0.714 | 0.153 | 0.0 |
| 7 | 0.389 | 0.133 | 0.405 | 0.476 | 0.063 | -0.755 |
| 12 | 0.389 | 0.133 | 0.405 | 0.476 | 0.063 | -0.755 |
| 9 | 0.116 | 0.067 | 0.319 | 0.000 | 0.035 | -0.827 |
| 10 | 0.116 | 0.067 | 0.319 | 0.000 | 0.035 | -0.827 |
| 11 | 0.116 | 0.067 | 0.319 | 0.000 | 0.035 | -0.827 |
| 1 | 0.444 | 0.333 | 0.349 | 0.476 | 0.161 | -2.454 |
| 3 | 0.444 | 0.333 | 0.349 | 0.476 | 0.161 | -2.454 |
| 4 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 5 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 6 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 8 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 13 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 14 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 15 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 16 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 | | 0 |
| name | \|V\| | \|E\| | tw(G) | safeseparatorsfound | maxsubproblem | time(secs) |
| --- | --- | --- | --- | --- | --- | --- |
| ex181 | 109 | 732 | 18 | 18 | 89 | 0.078 |
| ex183 | 265 | 471 | 11 | 173 | 76 | 0.031 |
| ex185 | 237 | 793 | 14 | 142 | 52 | 0.046 |
| ex187 | 240 | 453 | 10 | 138 | 81 | 0.031 |
| ex189 | 178 | 4517 | 70 | 6 | 161 | 0.062 |
| ex191 | 492 | 1608 | 15 | 184 | 132 | 0.171 |
| ex193 | 1391 | 3012 | 10 | 791 | 119 | 3.17 | | | ex195 | 216 | 382 | 10 | 114 | 84 | 0.015 |
| --- | --- | --- | --- | --- | --- | --- |
| ex197 | 303 | 1158 | 15 | 176 | 56 | 0.062 |
| ex199 | 310 | 537 | 9 | 157 | 131 | 0.046 | | 1 |
| name | \|V\| | \|E\| | tw(G) | safeseparatorsfound | maxsubproblem | time(secs) |
| --- | --- | --- | --- | --- | --- | --- |
| ex181 | 109 | 732 | 18 | 18 | 89 | 0.078 |
| ex183 | 265 | 471 | 11 | 173 | 76 | 0.031 |
| ex185 | 237 | 793 | 14 | 142 | 52 | 0.046 |
| ex187 | 240 | 453 | 10 | 138 | 81 | 0.031 |
| ex189 | 178 | 4517 | 70 | 6 | 161 | 0.062 |
| ex191 | 492 | 1608 | 15 | 184 | 132 | 0.171 |
| ex193 | 1391 | 3012 | 10 | 791 | 119 | 3.17 | | | 9 | 0.116 | 0.067 | 0.319 | 0.000 | 0.035 | -0.827 |
| --- | --- | --- | --- | --- | --- | --- |
| 10 | 0.116 | 0.067 | 0.319 | 0.000 | 0.035 | -0.827 |
| 11 | 0.116 | 0.067 | 0.319 | 0.000 | 0.035 | -0.827 |
| 1 | 0.444 | 0.333 | 0.349 | 0.476 | 0.161 | -2.454 |
| 3 | 0.444 | 0.333 | 0.349 | 0.476 | 0.161 | -2.454 |
| 4 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 5 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 6 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 8 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 13 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 14 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 15 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 16 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 | | 0 |
| method | mean() | median() | trimean() |
| --- | --- | --- | --- |
| Originallyreportedresults | | | |
| Shades-of-Gray | 6.14 | 5.33 | 5.51 |
| GeneralGray-World | 6.14 | 5.33 | 5.51 | | | 1st-orderGray-Edge | 5.88 | 4.65 | 5.11 |
| --- | --- | --- | --- |
| 2nd-orderGray-Edge | 6.10 | 4.85 | 5.28 |
| Revisitedresults | | | |
| Shades-of-Gray | 7.80 | 7.15 | 7.21 |
| GeneralGray-World | 7.61 | 6.85 | 6.92 |
| 1st-orderGray-Edge | 6.14 | 5.32 | 5.49 |
| 2nd-orderGray-Edge | 6.89 | 5.84 | 6.06 |
| Greenstabilityassumptionresults | | | |
| Shades-of-Gray | 6.80 | 5.30 | 5.77 |
| GeneralGray-World | 6.80 | 5.30 | 5.77 |
| 1st-orderGray-Edge | 5.97 | 4.64 | 5.10 |
| 2nd-orderGray-Edge | 6.69 | 5.17 | 5.72 | | 1 |
| method | mean() | median() | trimean() |
| --- | --- | --- | --- |
| Originallyreportedresults | | | |
| Shades-of-Gray | 6.14 | 5.33 | 5.51 |
| GeneralGray-World | 6.14 | 5.33 | 5.51 | | | method | mean() | median() | trimean() |
| --- | --- | --- | --- |
| Originallyreportedresults | | | |
| Shades-of-Gray | 11.55 | 9.70 | 10.23 |
| GeneralGray-World | 11.55 | 9.70 | 10.23 |
| 1st-orderGray-Edge | 10.58 | 8.84 | 9.18 |
| 2nd-orderGray-Edge | 10.68 | 9.02 | 9.40 |
| Revisitedresults | | | |
| Shades-of-Gray | 13.32 | 11.57 | 12.10 |
| GeneralGray-World | 13.69 | 12.11 | 12.55 |
| 1st-orderGray-Edge | 11.06 | 9.54 | 9.81 |
| 2nd-orderGray-Edge | 10.73 | 9.21 | 9.49 |
| Greenstabilityassumptionresults | | | |
| Shades-of-Gray | 12.68 | 10.50 | 11.25 |
| GeneralGray-World | 12.68 | 10.50 | 11.25 |
| 1st-orderGray-Edge | 13.41 | 11.04 | 11.87 |
| 2nd-orderGray-Edge | 12.83 | 10.70 | 11.44 | | 0 |
| method | mean() | median() | trimean() |
| --- | --- | --- | --- |
| Originallyreportedresults | | | |
| Shades-of-Gray | 6.14 | 5.33 | 5.51 |
| GeneralGray-World | 6.14 | 5.33 | 5.51 | | | 1st-orderGray-Edge | 5.88 | 4.65 | 5.11 |
| --- | --- | --- | --- |
| 2nd-orderGray-Edge | 6.10 | 4.85 | 5.28 |
| Revisitedresults | | | |
| Shades-of-Gray | 7.80 | 7.15 | 7.21 |
| GeneralGray-World | 7.61 | 6.85 | 6.92 |
| 1st-orderGray-Edge | 6.14 | 5.32 | 5.49 |
| 2nd-orderGray-Edge | 6.89 | 5.84 | 6.06 |
| Greenstabilityassumptionresults | | | |
| Shades-of-Gray | 6.80 | 5.30 | 5.77 |
| GeneralGray-World | 6.80 | 5.30 | 5.77 |
| 1st-orderGray-Edge | 5.97 | 4.64 | 5.10 |
| 2nd-orderGray-Edge | 6.69 | 5.17 | 5.72 | | 1 |
| method | mean() | median() | trimean() |
| --- | --- | --- | --- |
| Originallyreportedresults | | | |
| Shades-of-Gray | 6.14 | 5.33 | 5.51 |
| GeneralGray-World | 6.14 | 5.33 | 5.51 | | | GeneralGray-World | 12.68 | 10.50 | 11.25 |
| --- | --- | --- | --- |
| 1st-orderGray-Edge | 13.41 | 11.04 | 11.87 |
| 2nd-orderGray-Edge | 12.83 | 10.70 | 11.44 | | 0 |
| Language | MessageDistribution<br>EmoticonsNoEmoticonsRatioWith | EmoticonDistribution<br>PositiveNegativeAmbiguous | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Swedish | 4064 | 14975 | 0.21 | 0.46 | 0.27 | 0.27 | | | German | 21294 | 54869 | 0.28 | 0.65 | 0.16 | 0.19 |
| --- | --- | --- | --- | --- | --- | --- |
| Italian | 46931 | 158858 | 0.23 | 0.34 | 0.50 | 0.16 |
| English | 18327 | 75869 | 0.20 | 0.40 | 0.30 | 0.30 | | 1 |
| Language | MessageDistribution<br>EmoticonsNoEmoticonsRatioWith | EmoticonDistribution<br>PositiveNegativeAmbiguous | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Swedish | 4064 | 14975 | 0.21 | 0.46 | 0.27 | 0.27 | | | Science | | | |
| --- | --- | --- | --- |
| Language | Positive | Negative | Ambiguous |
| Swedish | 0.14 | 0.19 | 0.67 |
| German | 0.65 | 0.16 | 0.19 |
| Italian | 0.53 | 0.25 | 0.22 |
| English | 0.60 | 0.26 | 0.14 |
| Politics | | | |
| Language | Positive | Negative | Ambiguous |
| Swedish | 0.48 | 0.28 | 0.24 |
| German | 0.34 | 0.34 | 0.31 |
| Italian | 0.28 | 0.57 | 0.15 |
| English | 0.37 | 0.31 | 0.32 | | 0 |
| Language | MessageDistribution<br>EmoticonsNoEmoticonsRatioWith | EmoticonDistribution<br>PositiveNegativeAmbiguous | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Swedish | 4064 | 14975 | 0.21 | 0.46 | 0.27 | 0.27 |
| German | 21294 | 54869 | 0.28 | 0.65 | 0.16 | 0.19 | | | Italian | 46931 | 158858 | 0.23 | 0.34 | 0.50 | 0.16 |
| --- | --- | --- | --- | --- | --- | --- |
| English | 18327 | 75869 | 0.20 | 0.40 | 0.30 | 0.30 | | 1 |
| Language | MessageDistribution<br>EmoticonsNoEmoticonsRatioWith | EmoticonDistribution<br>PositiveNegativeAmbiguous | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Swedish | 4064 | 14975 | 0.21 | 0.46 | 0.27 | 0.27 |
| German | 21294 | 54869 | 0.28 | 0.65 | 0.16 | 0.19 | | | Swedish | 0.14 | 0.19 | 0.67 |
| --- | --- | --- | --- |
| German | 0.65 | 0.16 | 0.19 |
| Italian | 0.53 | 0.25 | 0.22 |
| English | 0.60 | 0.26 | 0.14 |
| Politics | | | |
| Language | Positive | Negative | Ambiguous |
| Swedish | 0.48 | 0.28 | 0.24 |
| German | 0.34 | 0.34 | 0.31 |
| Italian | 0.28 | 0.57 | 0.15 |
| English | 0.37 | 0.31 | 0.32 | | 0 |
| Methods | A→W | D→W | W→D |
| --- | --- | --- | --- |
| GFK | 21.4±0.2 | 69.1±0.3 | 65.0±0.2 |
| CNN | 59.40±0.5 | 94.40±0.3 | 98.80±0.2 |
| LapCNN | 60.40±0.30 | 94.70±0.50 | 99.10±0.20 |
| DDC | 60.50±0.70 | 94.80±0.50 | 98.50±0.40 |
| DAN | 64.50±0.40 | 95.20±0.30 | 98.60±0.20 |
| FCR2-c | 61.38 | 94.72 | 98.80 |
| FCR1-c | 59.50 | 95.72 | 99.40 |
| MLR | 50.31 | 93.08 | 97.79 |
| CFV | 25.91 | 82.52 | 92.17 |
| FCR1-c+FCR2-c | 63.02 | 95.85 | 99.60 |
| MLR+FCR2-c | 61.51 | 96.10 | 99.60 |
| CFV+FCR2-c | 55.22 | 96.35 | 99.40 |
| MLR+FCR1-c | 57.74 | 95.85 | 99.20 |
| CFV+FCR1-c | 51.57 | 95.47 | 99.60 | | | MLR+CFV | 44.78 | 94.72 | 97.99 |
| --- | --- | --- | --- |
| MLR+CFV+FCR1-c | 53.33 | 96.48 | 99.00 |
| MLR+CFV+FCR2-c | 56.60 | 96.48 | 99.40 |
| CFV+FCR1-c+FCR2-c | 58.87 | 96.73 | 99.60 |
| MLR+FCR1-c+FCR2-c | 63.52 | 96.73 | 99.80 |
| MLR+CFV+FCR1-c+FCR2-c | 59.50 | 96.48 | 99.80 | | 1 |
| Methods | A→W | D→W | W→D |
| --- | --- | --- | --- |
| GFK | 21.4±0.2 | 69.1±0.3 | 65.0±0.2 |
| CNN | 59.40±0.5 | 94.40±0.3 | 98.80±0.2 |
| LapCNN | 60.40±0.30 | 94.70±0.50 | 99.10±0.20 |
| DDC | 60.50±0.70 | 94.80±0.50 | 98.50±0.40 |
| DAN | 64.50±0.40 | 95.20±0.30 | 98.60±0.20 |
| FCR2-c | 61.38 | 94.72 | 98.80 |
| FCR1-c | 59.50 | 95.72 | 99.40 |
| MLR | 50.31 | 93.08 | 97.79 |
| CFV | 25.91 | 82.52 | 92.17 |
| FCR1-c+FCR2-c | 63.02 | 95.85 | 99.60 |
| MLR+FCR2-c | 61.51 | 96.10 | 99.60 |
| CFV+FCR2-c | 55.22 | 96.35 | 99.40 |
| MLR+FCR1-c | 57.74 | 95.85 | 99.20 |
| CFV+FCR1-c | 51.57 | 95.47 | 99.60 | | | Methods | A→W | D→W | W→D |
| --- | --- | --- | --- |
| GFK(PLS,PCA) | 15.0±0.4 | 44.6±0.3 | 49.7±0.5 |
| SA | 15.3 | 50.1 | 56.9 |
| DaNBNN | 23.3±2.7 | 67.2±1.9 | 67.4±3.0 |
| DaNN | 35.0±0.2 | 70.5±0.0 | 74.3±0.0 |
| Dlid | 26.1 | 68.9 | 84.9 |
| Decaf | 52.20±1.70 | 91.50±1.50 | − |
| DDC | 59.40±0.80 | 92.50±0.30 | 91.70±0.80 |
| FCR2-c | 54.21±1.59 | 91.55±0.64 | 90.44±0.66 |
| FCR1-c | 53.46±0.94 | 91.35±0.61 | 91.24±1.25 |
| MLR | 40.43±3.03 | 89.79±1.32 | 89.68±1.21 |
| CFV | 21.06±2.72 | 76.50±1.32 | 80.08±1.13 |
| FCR1-c+FCR2-c | 55.17±1.91 | 92.53±0.78 | 92.21±1.06 |
| MLR+FCR2-c | 52.28±2.61 | 93.36±1.58 | 93.49±0.96 |
| CFV+FCR2-c | 49.36±1.92 | 91.80±0.91 | 92.77±0.97 |
| MLR+FCR1-c | 49.46±3.03 | 92.53±1.41 | 92.89±1.17 |
| CFV+FCR1-c | 45.74±1.51 | 91.27±0.78 | 92.05±1.18 |
| MLR+CFV | 36.15±3.72 | 90.79±1.00 | 90.20±1.22 |
| MLR+CFV+FCR1-c | 45.21±3.43 | 92.98±1.19 | 93.29±1.45 |
| MLR+CFV+FCR2-c | 49.33±3.53 | 93.18±1.16 | 93.57±1.40 |
| CFV+FCR1-c+FCR2-c | 52.25±1.98 | 92.83±1.02 | 93.41±1.27 |
| MLR+FCR1-c+FCR2-c | 54.29±2.96 | 93.66±1.51 | 93.98±0.95 |
| MLR+CFV+FCR1-c+FCR2-c | 51.45±3.33 | 93.46±1.26 | 94.22±1.36 | | 0 |
| Methods | A→W | D→W | W→D |
| --- | --- | --- | --- |
| GFK | 21.4±0.2 | 69.1±0.3 | 65.0±0.2 |
| CNN | 59.40±0.5 | 94.40±0.3 | 98.80±0.2 |
| LapCNN | 60.40±0.30 | 94.70±0.50 | 99.10±0.20 |
| DDC | 60.50±0.70 | 94.80±0.50 | 98.50±0.40 |
| DAN | 64.50±0.40 | 95.20±0.30 | 98.60±0.20 |
| FCR2-c | 61.38 | 94.72 | 98.80 |
| FCR1-c | 59.50 | 95.72 | 99.40 |
| MLR | 50.31 | 93.08 | 97.79 |
| CFV | 25.91 | 82.52 | 92.17 |
| FCR1-c+FCR2-c | 63.02 | 95.85 | 99.60 |
| MLR+FCR2-c | 61.51 | 96.10 | 99.60 |
| CFV+FCR2-c | 55.22 | 96.35 | 99.40 | | | MLR+FCR1-c | 57.74 | 95.85 | 99.20 |
| --- | --- | --- | --- |
| CFV+FCR1-c | 51.57 | 95.47 | 99.60 |
| MLR+CFV | 44.78 | 94.72 | 97.99 |
| MLR+CFV+FCR1-c | 53.33 | 96.48 | 99.00 |
| MLR+CFV+FCR2-c | 56.60 | 96.48 | 99.40 |
| CFV+FCR1-c+FCR2-c | 58.87 | 96.73 | 99.60 |
| MLR+FCR1-c+FCR2-c | 63.52 | 96.73 | 99.80 |
| MLR+CFV+FCR1-c+FCR2-c | 59.50 | 96.48 | 99.80 | | 1 |
| Methods | A→W | D→W | W→D |
| --- | --- | --- | --- |
| GFK | 21.4±0.2 | 69.1±0.3 | 65.0±0.2 |
| CNN | 59.40±0.5 | 94.40±0.3 | 98.80±0.2 |
| LapCNN | 60.40±0.30 | 94.70±0.50 | 99.10±0.20 |
| DDC | 60.50±0.70 | 94.80±0.50 | 98.50±0.40 |
| DAN | 64.50±0.40 | 95.20±0.30 | 98.60±0.20 |
| FCR2-c | 61.38 | 94.72 | 98.80 |
| FCR1-c | 59.50 | 95.72 | 99.40 |
| MLR | 50.31 | 93.08 | 97.79 |
| CFV | 25.91 | 82.52 | 92.17 |
| FCR1-c+FCR2-c | 63.02 | 95.85 | 99.60 |
| MLR+FCR2-c | 61.51 | 96.10 | 99.60 |
| CFV+FCR2-c | 55.22 | 96.35 | 99.40 | | | FCR1-c | 53.46±0.94 | 91.35±0.61 | 91.24±1.25 |
| --- | --- | --- | --- |
| MLR | 40.43±3.03 | 89.79±1.32 | 89.68±1.21 |
| CFV | 21.06±2.72 | 76.50±1.32 | 80.08±1.13 |
| FCR1-c+FCR2-c | 55.17±1.91 | 92.53±0.78 | 92.21±1.06 |
| MLR+FCR2-c | 52.28±2.61 | 93.36±1.58 | 93.49±0.96 |
| CFV+FCR2-c | 49.36±1.92 | 91.80±0.91 | 92.77±0.97 |
| MLR+FCR1-c | 49.46±3.03 | 92.53±1.41 | 92.89±1.17 |
| CFV+FCR1-c | 45.74±1.51 | 91.27±0.78 | 92.05±1.18 |
| MLR+CFV | 36.15±3.72 | 90.79±1.00 | 90.20±1.22 |
| MLR+CFV+FCR1-c | 45.21±3.43 | 92.98±1.19 | 93.29±1.45 |
| MLR+CFV+FCR2-c | 49.33±3.53 | 93.18±1.16 | 93.57±1.40 |
| CFV+FCR1-c+FCR2-c | 52.25±1.98 | 92.83±1.02 | 93.41±1.27 |
| MLR+FCR1-c+FCR2-c | 54.29±2.96 | 93.66±1.51 | 93.98±0.95 |
| MLR+CFV+FCR1-c+FCR2-c | 51.45±3.33 | 93.46±1.26 | 94.22±1.36 | | 0 |
| h | H | P | N | X | |
| --- | --- | --- | --- | --- | --- |
| h | 2 | -4 | 0 | 0 | 0 |
| H | -4 | -3 | 0 | 0 | 0 | | | P | 0 | 0 | 1 | -1 | 0 |
| --- | --- | --- | --- | --- | --- |
| N | 0 | 0 | -1 | 1 | 0 |
| X | 0 | 0 | 0 | 0 | 0 | | 1 |
| h | H | P | N | X | |
| --- | --- | --- | --- | --- | --- |
| h | 2 | -4 | 0 | 0 | 0 |
| H | -4 | -3 | 0 | 0 | 0 | | | n/V | ... | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ... |
| 2 | ... | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | ... |
| 3 | ... | 0 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | ... |
| 4 | ... | 0 | 1 | 0 | 3 | 0 | 3 | 0 | 1 | 0 | ... |
| 5 | ... | 1 | 0 | 4 | 0 | 6 | 0 | 4 | 0 | 1 | ... | | 0 |
| h | H | P | N | X | |
| --- | --- | --- | --- | --- | --- |
| h | 2 | -4 | 0 | 0 | 0 |
| H | -4 | -3 | 0 | 0 | 0 |
| P | 0 | 0 | 1 | -1 | 0 | | | N | 0 | 0 | -1 | 1 | 0 |
| --- | --- | --- | --- | --- | --- |
| X | 0 | 0 | 0 | 0 | 0 | | 1 |
| h | H | P | N | X | |
| --- | --- | --- | --- | --- | --- |
| h | 2 | -4 | 0 | 0 | 0 |
| H | -4 | -3 | 0 | 0 | 0 |
| P | 0 | 0 | 1 | -1 | 0 | | | 3 | ... | 0 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | ... |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 4 | ... | 0 | 1 | 0 | 3 | 0 | 3 | 0 | 1 | 0 | ... |
| 5 | ... | 1 | 0 | 4 | 0 | 6 | 0 | 4 | 0 | 1 | ... | | 0 |
| Method | MeanAbsoluteError |
| --- | --- |
| LearningtoCount | 493.4 |
| Density-awareDetection | 655.7 |
| FHSc | 468.0 | | | Cross-SceneCounting | 467.0 |
| --- | --- |
| Proposed | 452.5 | | 1 |
| Method | MeanAbsoluteError |
| --- | --- |
| LearningtoCount | 493.4 |
| Density-awareDetection | 655.7 |
| FHSc | 468.0 | | | Method | MAE | MSE |
| --- | --- | --- |
| Headdetection | 655.7 | 697.8 |
| Densitymap+MESA | 493.4 | 487.1 |
| Multi-sourcefeatures | 419.5 | 541.6 |
| CrowdCNN | 467.0 | 498.5 |
| Multi-columnCNN | 377.6 | 509.1 |
| ConvLSTM-nt | 284.5 | 297.1 |
| Shangetal. | 270.3 | - | | 0 |
| Method | MeanAbsoluteError |
| --- | --- |
| LearningtoCount | 493.4 |
| Density-awareDetection | 655.7 | | | FHSc | 468.0 |
| --- | --- |
| Cross-SceneCounting | 467.0 |
| Proposed | 452.5 | | 1 |
| Method | MeanAbsoluteError |
| --- | --- |
| LearningtoCount | 493.4 |
| Density-awareDetection | 655.7 | | | Multi-sourcefeatures | 419.5 | 541.6 |
| --- | --- | --- |
| CrowdCNN | 467.0 | 498.5 |
| Multi-columnCNN | 377.6 | 509.1 |
| ConvLSTM-nt | 284.5 | 297.1 |
| Shangetal. | 270.3 | - | | 0 |
| Accuracy(Realsequence | 50.0 |
| --- | --- |
| Ourmethod | 15.1 | | | GAN | 10.2 |
| --- | --- |
| LSTM | 1.4 |
| L1 | 0.3 | | 1 |
| Accuracy(Realsequence | 50.0 |
| --- | --- |
| Ourmethod | 15.1 | | | Model | Dataset | Accuracy |
| --- | --- | --- |
| Average | – | 0.544 |
| LSTM<br>LSTM<br>LSTM | EN<br>JA<br>ZH | 0.531<br>0.569<br>0.532 |
| MT+LSTM | TranslatedALL | 0.541 |
| Parameter-sharingLSTM | ALL | 0.542 |
| Average | – | 0.581 |
| CNN<br>CNN<br>CNN | EN<br>JA<br>ZH | 0.578<br>0.610<br>0.553 |
| MT+CNN | TranslatedALL | 0.564 |
| Parameter-sharingCNN | ALL | 0.573 | | 0 |
| Accuracy(Realsequence | 50.0 |
| --- | --- |
| Ourmethod | 15.1 |
| GAN | 10.2 | | | LSTM | 1.4 |
| --- | --- |
| L1 | 0.3 | | 1 |
| Accuracy(Realsequence | 50.0 |
| --- | --- |
| Ourmethod | 15.1 |
| GAN | 10.2 | | | Average | – | 0.581 |
| --- | --- | --- |
| CNN<br>CNN<br>CNN | EN<br>JA<br>ZH | 0.578<br>0.610<br>0.553 |
| MT+CNN | TranslatedALL | 0.564 |
| Parameter-sharingCNN | ALL | 0.573 | | 0 |
| 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 | | 1 |
| 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 | | | FW | Mult.<br>inF(P) | Occurrences<br>incorpus | p1<br>(cid:101) | p2<br>(cid:101) |
| --- | --- | --- | --- | --- |
| | 95617 | 215306 | 0.36 | 0.36 |
| , | 3239 | 9945 | 0.50 | 0.43 |
| the | 2577 | 8383 | 0.40 | 0.46 |
| a | 1948 | 6057 | 0.40 | 0.49 |
| of | 1335 | 6048 | 0.34 | 0.46 |
| and | 1290 | 6143 | 0.45 | 0.48 |
| to | 1251 | 4197 | 0.44 | 0.43 |
| is | 737 | 3502 | 0.45 | 0.39 |
| that | 573 | 2603 | 0.46 | 0.44 |
| in | 381 | 2507 | 0.52 | 0.33 |
| an | 243 | 1052 | 0.45 | 0.46 |
| with | 212 | 1479 | 0.45 | 0.44 |
| as | 211 | 1662 | 0.48 | 0.39 |
| for | 178 | 1340 | 0.47 | 0.39 |
| its | 163 | 1294 | 0.29 | 0.56 |
| you | 136 | 1054 | 0.43 | 0.36 |
| this | 120 | 1076 | 0.32 | 0.51 |
| are | 101 | 732 | 0.38 | 0.54 |
| on | 96 | 870 | 0.49 | 0.36 |
| has | 92 | 692 | 0.52 | 0.35 |
| The | 87 | 335 | 0.52 | 0.39 | | 0 |
| 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 | | 1 |
| 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 | | | has | 92 | 692 | 0.52 | 0.35 |
| --- | --- | --- | --- | --- |
| The | 87 | 335 | 0.52 | 0.39 | | 0 |
| Window-Size |
| --- |
| 2000<br>10000 |
| 2000<br>10000 | | | 2000<br>10000 |
| --- |
| 2000<br>10000 |
| 2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000 | | 1 |
| Window-Size |
| --- |
| 2000<br>10000 |
| 2000<br>10000 | | | | W1 | W2 | W3 | W4 | W5 | W6 | W7 | W8 | W9 | W10 | W11 | W12 | W13 | W14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| W1 | 0 | 8.4 | 14.2 | 8.5 | 14.1 | 15.3 | 11 | 20 | 17.1 | 13 | 13 | 13.2 | 6.2 | 11.2 |
| W2 | 8.4 | 0 | 7.2 | 13.8 | 8.5 | 14.7 | 17.8 | 15.7 | 11 | 7.2 | 7.8 | 7.7 | 11.2 | 6.2 |
| W3 | 14.2 | 7.2 | 0 | 14.2 | 7.2 | 14.8 | 18.2 | 15.8 | 11.2 | 8.2 | 8.2 | 7.8 | 14.2 | 5.8 |
| W4 | 8.5 | 13.8 | 14.2 | 0 | 8.4 | 15.9 | 9.6 | 19.7 | 14.3 | 13 | 13 | 14.7 | 8.2 | 11.2 |
| W5 | 14.1 | 8.5 | 7.2 | 8.4 | 0 | 13.2 | 16.7 | 15.7 | 9.7 | 7.2 | 6.7 | 8.2 | 14.1 | 7.1 |
| W6 | 15.3 | 14.7 | 14.8 | 15.9 | 13.2 | 0 | 18.7 | 18.9 | 15.5 | 9.4 | 13.7 | 7 | 17.3 | 11.8 |
| W7 | 11 | 17.8 | 18.2 | 9.7 | 16.7 | 18.7 | 0 | 20 | 11.2 | 17.1 | 15.6 | 17.8 | 10.2 | 13.8 |
| W8 | 20 | 15.7 | 15.8 | 19.7 | 15.7 | 18.9 | 20 | 0 | 14.5 | 15.8 | 17.5 | 16.5 | 18.6 | 15.7 |
| W9 | 17.1 | 11 | 11.2 | 14.3 | 9.7 | 15.5 | 11.2 | 14.5 | 0 | 10 | 9.2 | 11.1 | 16.3 | 9.7 |
| W10 | 13 | 7.2 | 8.2 | 13.1 | 7.2 | 9.4 | 17.1 | 15.8 | 10 | 0 | 8.5 | 8 | 13 | 7.8 |
| W11 | 13.1 | 7.8 | 8.2 | 13.1 | 6.7 | 13.7 | 15.7 | 17.5 | 9.2 | 8.5 | 0 | 8.4 | 11.7 | 5.2 |
| W12 | 13.2 | 7.7 | 7.8 | 14.7 | 8.2 | 7 | 17.8 | 16.5 | 11.1 | 8.1 | 8.4 | 0 | 12.1 | 6.8 |
| W13 | 6.2 | 11.2 | 14.2 | 8.2 | 14.1 | 17.3 | 10.2 | 18.6 | 16.3 | 13.1 | 11.7 | 12.1 | 0 | 9.8 |
| W14 | 11.2 | 6.2 | 5.8 | 11.2 | 7.1 | 11.8 | 13.8 | 15.7 | 9.6 | 7.8 | 5.2 | 6.8 | 9.8 | 0 | | 0 |
| Window-Size |
| --- |
| 2000<br>10000 |
| 2000<br>10000 | | | 2000<br>10000 |
| --- |
| 2000<br>10000 |
| 2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000<br>2000<br>10000 | | 1 |
| Window-Size |
| --- |
| 2000<br>10000 |
| 2000<br>10000 | | | W6 | 15.3 | 14.7 | 14.8 | 15.9 | 13.2 | 0 | 18.7 | 18.9 | 15.5 | 9.4 | 13.7 | 7 | 17.3 | 11.8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| W7 | 11 | 17.8 | 18.2 | 9.7 | 16.7 | 18.7 | 0 | 20 | 11.2 | 17.1 | 15.6 | 17.8 | 10.2 | 13.8 |
| W8 | 20 | 15.7 | 15.8 | 19.7 | 15.7 | 18.9 | 20 | 0 | 14.5 | 15.8 | 17.5 | 16.5 | 18.6 | 15.7 |
| W9 | 17.1 | 11 | 11.2 | 14.3 | 9.7 | 15.5 | 11.2 | 14.5 | 0 | 10 | 9.2 | 11.1 | 16.3 | 9.7 |
| W10 | 13 | 7.2 | 8.2 | 13.1 | 7.2 | 9.4 | 17.1 | 15.8 | 10 | 0 | 8.5 | 8 | 13 | 7.8 |
| W11 | 13.1 | 7.8 | 8.2 | 13.1 | 6.7 | 13.7 | 15.7 | 17.5 | 9.2 | 8.5 | 0 | 8.4 | 11.7 | 5.2 |
| W12 | 13.2 | 7.7 | 7.8 | 14.7 | 8.2 | 7 | 17.8 | 16.5 | 11.1 | 8.1 | 8.4 | 0 | 12.1 | 6.8 |
| W13 | 6.2 | 11.2 | 14.2 | 8.2 | 14.1 | 17.3 | 10.2 | 18.6 | 16.3 | 13.1 | 11.7 | 12.1 | 0 | 9.8 |
| W14 | 11.2 | 6.2 | 5.8 | 11.2 | 7.1 | 11.8 | 13.8 | 15.7 | 9.6 | 7.8 | 5.2 | 6.8 | 9.8 | 0 | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath | | | π | 1in5 | Commoninmath |
| --- | --- | --- |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Department | median#articles | Department | avg#articles |
| --- | --- | --- | --- |
| CRETEECE | 20 | AUTHDI | 32.6 |
| AUTHDI | 18 | CRETEECE | 31.1 |
| CRETECSD | 18 | CRETECSD | 28.6 |
| UTHECE | 15 | PATRASECE | 25.0 | | | AEGEANICSD | 14 | NTUAECE | 21.7 |
| --- | --- | --- | --- |
| PELOPDI | 14 | AEGEANICSD | 20.6 |
| AUTHECE | 13 | PELOPDI | 19.7 |
| IOANCSE | 13 | UTHECE | 19.7 |
| PATRASECE | 13 | AUTHECE | 19.4 |
| UTHDIB | 12 | IONIODI | 18.8 |
| NTUAECE | 11 | IOANCSE | 18.0 |
| UADI | 11 | UADI | 17.4 |
| AUEBDI | 10 | AUEBDI | 17.2 |
| IONIODI | 9 | UNIPIDI | 12.8 |
| UNIPIDI | 7 | UTHDIB | 12.2 | | 1 |
| Department | median#articles | Department | avg#articles |
| --- | --- | --- | --- |
| CRETEECE | 20 | AUTHDI | 32.6 |
| AUTHDI | 18 | CRETEECE | 31.1 |
| CRETECSD | 18 | CRETECSD | 28.6 |
| UTHECE | 15 | PATRASECE | 25.0 | | | Department | Kendalτ |
| --- | --- |
| AEGEANICSD | 0.27 |
| AUEBDI | 0.17 |
| AUTHDI | 0.37 |
| AUTHECE | 0.34 |
| CRETECSD | 0.40 |
| CRETEECE | 0.50 |
| IOANCSE | 0.58 |
| IONIODI | 0.63 |
| NTUAECE | −0.04 |
| PATRASECE | 0.03 |
| PELOPDI | 0.71 |
| UADI | 0.39 |
| UNIPIDI | 0.11 |
| UTHDIB | 0.54 |
| UTHECE | −0.03 |
| ALLDEPTS | 0.08 | | 0 |
| Department | median#articles | Department | avg#articles |
| --- | --- | --- | --- |
| CRETEECE | 20 | AUTHDI | 32.6 |
| AUTHDI | 18 | CRETEECE | 31.1 |
| CRETECSD | 18 | CRETECSD | 28.6 |
| UTHECE | 15 | PATRASECE | 25.0 |
| AEGEANICSD | 14 | NTUAECE | 21.7 |
| PELOPDI | 14 | AEGEANICSD | 20.6 |
| AUTHECE | 13 | PELOPDI | 19.7 |
| IOANCSE | 13 | UTHECE | 19.7 |
| PATRASECE | 13 | AUTHECE | 19.4 |
| UTHDIB | 12 | IONIODI | 18.8 |
| NTUAECE | 11 | IOANCSE | 18.0 |
| UADI | 11 | UADI | 17.4 |
| AUEBDI | 10 | AUEBDI | 17.2 | | | IONIODI | 9 | UNIPIDI | 12.8 |
| --- | --- | --- | --- |
| UNIPIDI | 7 | UTHDIB | 12.2 | | 1 |
| Department | median#articles | Department | avg#articles |
| --- | --- | --- | --- |
| CRETEECE | 20 | AUTHDI | 32.6 |
| AUTHDI | 18 | CRETEECE | 31.1 |
| CRETECSD | 18 | CRETECSD | 28.6 |
| UTHECE | 15 | PATRASECE | 25.0 |
| AEGEANICSD | 14 | NTUAECE | 21.7 |
| PELOPDI | 14 | AEGEANICSD | 20.6 |
| AUTHECE | 13 | PELOPDI | 19.7 |
| IOANCSE | 13 | UTHECE | 19.7 |
| PATRASECE | 13 | AUTHECE | 19.4 |
| UTHDIB | 12 | IONIODI | 18.8 |
| NTUAECE | 11 | IOANCSE | 18.0 |
| UADI | 11 | UADI | 17.4 |
| AUEBDI | 10 | AUEBDI | 17.2 | | | PELOPDI | 0.71 |
| --- | --- |
| UADI | 0.39 |
| UNIPIDI | 0.11 |
| UTHDIB | 0.54 |
| UTHECE | −0.03 |
| ALLDEPTS | 0.08 | | 0 |
| Dataset | MicrosoftLibra | DBLP-Cit | APS |
| --- | --- | --- | --- |
| InputWindow | (1900-2013) | (1900-2013) | (1900-2013) | | | #papers | 2323235 | 1558503 | 463347 |
| --- | --- | --- | --- |
| #authors | 1278407 | 914053 | 320964 |
| #totalcitationlinks | 10003121 | 2062896 | 4689142 | | 1 |
| Dataset | MicrosoftLibra | DBLP-Cit | APS |
| --- | --- | --- | --- |
| InputWindow | (1900-2013) | (1900-2013) | (1900-2013) | | | Dataset | No.of<br>Pages | No.of<br>SFAs | Sizeas: | |
| --- | --- | --- | --- | --- |
| SFAs | Text | | | |
| Cong.Acts(CA) | 38 | 1590 | 533MB | 90kB |
| EnglishLit.(LT) | 32 | 1211 | 524MB | 78kB |
| DBPapers(DB) | 16 | 627 | 359MB | 54kB | | 0 |
| Dataset | MicrosoftLibra | DBLP-Cit | APS |
| --- | --- | --- | --- |
| InputWindow | (1900-2013) | (1900-2013) | (1900-2013) |
| #papers | 2323235 | 1558503 | 463347 | | | #authors | 1278407 | 914053 | 320964 |
| --- | --- | --- | --- |
| #totalcitationlinks | 10003121 | 2062896 | 4689142 | | 1 |
| Dataset | MicrosoftLibra | DBLP-Cit | APS |
| --- | --- | --- | --- |
| InputWindow | (1900-2013) | (1900-2013) | (1900-2013) |
| #papers | 2323235 | 1558503 | 463347 | | | Cong.Acts(CA) | 38 | 1590 | 533MB | 90kB |
| --- | --- | --- | --- | --- |
| EnglishLit.(LT) | 32 | 1211 | 524MB | 78kB |
| DBPapers(DB) | 16 | 627 | 359MB | 54kB | | 0 |
| λDecoderSLMiteration | F0 | F1 | F2 | F3 | F4 | F5 | FX | overall |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.0Viterbi | 14.5 | 32.5 | 44.9 | 33.3 | 25.7 | 54.9 | 56.1 | 35.2 |
| ∗<br>0.0A0 | 14.6 | 32.9 | 44.6 | 33.1 | 26.3 | 54.4 | 56.9 | 35.4 |
| 0.4A0 | 14.1 | 32.2 | 44.4 | 33.0 | 25.0 | 54.2 | 56.1 | 34.9 |
| 1.0A0 | 14.5 | 32.4 | 44.9 | 33.3 | 25.7 | 54.9 | 56.1 | 35.2 | | | 0.0A2 | 13.7 | 32.4 | 44.7 | 32.9 | 26.1 | 54.3 | 56.3 | 35.0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0.4A2 | 13.4 | 32.2 | 44.1 | 31.9 | 25.3 | 54.2 | 56.2 | 34.7 |
| 1.0A2 | 14.5 | 32.4 | 44.9 | 33.3 | 25.7 | 54.9 | 56.1 | 35.2 | | 1 |
| λDecoderSLMiteration | F0 | F1 | F2 | F3 | F4 | F5 | FX | overall |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.0Viterbi | 14.5 | 32.5 | 44.9 | 33.3 | 25.7 | 54.9 | 56.1 | 35.2 |
| ∗<br>0.0A0 | 14.6 | 32.9 | 44.6 | 33.1 | 26.3 | 54.4 | 56.9 | 35.4 |
| 0.4A0 | 14.1 | 32.2 | 44.4 | 33.0 | 25.0 | 54.2 | 56.1 | 34.9 |
| 1.0A0 | 14.5 | 32.4 | 44.9 | 33.3 | 25.7 | 54.9 | 56.1 | 35.2 | | | λDecoderSLMiteration | F0 | F1 | F2 | F3 | F4 | F5 | FX | overall |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.0Viterbi | 13.0 | 30.8 | 42.1 | 31.0 | 22.8 | 52.3 | 53.9 | 33.1 |
| ∗<br>0.0A0 | 13.3 | 31.7 | 44.5 | 32.0 | 25.1 | 54.4 | 54.8 | 34.4 |
| 0.4A0 | 12.5 | 30.5 | 42.2 | 31.0 | 23.0 | 52.9 | 53.9 | 33.0 |
| 1.0A0 | 12.9 | 30.7 | 42.1 | 31.0 | 22.8 | 52.3 | 53.9 | 33.1 |
| 0.0A2 | 14.8 | 31.7 | 46.3 | 31.6 | 27.5 | 54.3 | 54.8 | 35.1 |
| 0.4A2 | 12.2 | 30.7 | 42.0 | 31.1 | 22.5 | 53.1 | 54.4 | 33.0 |
| 1.0A2 | 12.9 | 30.7 | 42.1 | 31.0 | 22.8 | 52.3 | 53.9 | 33.1 | | 0 |
| λDecoderSLMiteration | F0 | F1 | F2 | F3 | F4 | F5 | FX | overall |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.0Viterbi | 14.5 | 32.5 | 44.9 | 33.3 | 25.7 | 54.9 | 56.1 | 35.2 |
| ∗<br>0.0A0 | 14.6 | 32.9 | 44.6 | 33.1 | 26.3 | 54.4 | 56.9 | 35.4 |
| 0.4A0 | 14.1 | 32.2 | 44.4 | 33.0 | 25.0 | 54.2 | 56.1 | 34.9 | | | 1.0A0 | 14.5 | 32.4 | 44.9 | 33.3 | 25.7 | 54.9 | 56.1 | 35.2 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0.0A2 | 13.7 | 32.4 | 44.7 | 32.9 | 26.1 | 54.3 | 56.3 | 35.0 |
| 0.4A2 | 13.4 | 32.2 | 44.1 | 31.9 | 25.3 | 54.2 | 56.2 | 34.7 |
| 1.0A2 | 14.5 | 32.4 | 44.9 | 33.3 | 25.7 | 54.9 | 56.1 | 35.2 | | 1 |
| λDecoderSLMiteration | F0 | F1 | F2 | F3 | F4 | F5 | FX | overall |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.0Viterbi | 14.5 | 32.5 | 44.9 | 33.3 | 25.7 | 54.9 | 56.1 | 35.2 |
| ∗<br>0.0A0 | 14.6 | 32.9 | 44.6 | 33.1 | 26.3 | 54.4 | 56.9 | 35.4 |
| 0.4A0 | 14.1 | 32.2 | 44.4 | 33.0 | 25.0 | 54.2 | 56.1 | 34.9 | | | 0.4A2 | 12.2 | 30.7 | 42.0 | 31.1 | 22.5 | 53.1 | 54.4 | 33.0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1.0A2 | 12.9 | 30.7 | 42.1 | 31.0 | 22.8 | 52.3 | 53.9 | 33.1 | | 0 |
| Shell1(28) | Shell2(28) | Shell3(28) | Combined(28×3) |
| --- | --- | --- | --- |
| 15.9<br>◦<br>25.7<br>◦<br>19.2<br>◦<br>23.6<br>◦<br>21.3<br>◦<br>23.8<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>26.1 | 15.8<br>◦<br>25.7<br>◦<br>19.7<br>◦<br>24.3<br>◦<br>19.3<br>◦<br>23.8<br>◦<br>24.3<br>◦<br>24.4<br>◦<br>26.3 | 16.7<br>◦<br>25.7<br>◦<br>19.3<br>◦<br>23.4<br>◦<br>21.1<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>26.9 | 15.1<br>◦<br>7.4<br>◦<br>4.7<br>◦<br>12.3<br>◦<br>10.5<br>◦<br>13.3<br>◦<br>14.0<br>◦<br>14.0<br>◦<br>14.4 | | | 25.7<br>◦<br>27.8 | 25.7<br>◦<br>27.8 | 25.7<br>◦<br>27.8 | 15.6<br>◦<br>16.2 |
| --- | --- | --- | --- |
| Shell1(90) | Shell2(90) | Shell3(90) | Combined(90×3) |
| 10.8<br>◦<br>12.9<br>◦<br>10.4<br>◦<br>13.3<br>◦<br>13.5<br>◦<br>13.6<br>◦<br>14.6 | 10.3<br>◦<br>13.3<br>◦<br>9.7<br>◦<br>13.5<br>◦<br>13.5<br>◦<br>13.5<br>◦<br>14.6 | 10.5<br>◦<br>12.6<br>◦<br>10.4<br>◦<br>13.3<br>◦<br>13.5<br>◦<br>13.5<br>◦<br>14.7 | 2.4<br>◦<br>7.2<br>◦<br>4.6<br>◦<br>7.9<br>◦<br>7.8<br>◦<br>7.8<br>◦<br>8.4 |
| 15.1<br>◦<br>15.7 | 15.1<br>◦<br>15.7 | 15.1<br>◦<br>15.7 | notavailable<br>notavailable | | 1 |
| Shell1(28) | Shell2(28) | Shell3(28) | Combined(28×3) |
| --- | --- | --- | --- |
| 15.9<br>◦<br>25.7<br>◦<br>19.2<br>◦<br>23.6<br>◦<br>21.3<br>◦<br>23.8<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>26.1 | 15.8<br>◦<br>25.7<br>◦<br>19.7<br>◦<br>24.3<br>◦<br>19.3<br>◦<br>23.8<br>◦<br>24.3<br>◦<br>24.4<br>◦<br>26.3 | 16.7<br>◦<br>25.7<br>◦<br>19.3<br>◦<br>23.4<br>◦<br>21.1<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>26.9 | 15.1<br>◦<br>7.4<br>◦<br>4.7<br>◦<br>12.3<br>◦<br>10.5<br>◦<br>13.3<br>◦<br>14.0<br>◦<br>14.0<br>◦<br>14.4 | | | 8<br>4<br>2 | 895542<br>1791084<br>3582168 | 934040<br>1808784<br>3585869 |
| --- | --- | --- |
| 8<br>4<br>2 | 3203546<br>6407091<br>7<br>1.2814·10 | 3219769<br>6427398<br>7<br>1.2827·10 |
| 8<br>4<br>2 | 8.928·10<br>9<br>1.7856·10<br>9<br>3.5712·10 | 8.9394·10<br>9<br>1.7871·10<br>9<br>3.573·10 |
| 8<br>4<br>2 | 1.2497·10<br>9<br>2.4995·10<br>9<br>4.9989·10 | 1.251·10<br>9<br>2.5005·10<br>9<br>4.9995·10 |
| 8 | 6.4582·10 | 6.4651·10 | | 0 |
| Shell1(28) | Shell2(28) | Shell3(28) | Combined(28×3) |
| --- | --- | --- | --- |
| 15.9<br>◦<br>25.7<br>◦<br>19.2<br>◦<br>23.6<br>◦<br>21.3<br>◦<br>23.8<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>26.1 | 15.8<br>◦<br>25.7<br>◦<br>19.7<br>◦<br>24.3<br>◦<br>19.3<br>◦<br>23.8<br>◦<br>24.3<br>◦<br>24.4<br>◦<br>26.3 | 16.7<br>◦<br>25.7<br>◦<br>19.3<br>◦<br>23.4<br>◦<br>21.1<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>26.9 | 15.1<br>◦<br>7.4<br>◦<br>4.7<br>◦<br>12.3<br>◦<br>10.5<br>◦<br>13.3<br>◦<br>14.0<br>◦<br>14.0<br>◦<br>14.4 |
| 25.7<br>◦<br>27.8 | 25.7<br>◦<br>27.8 | 25.7<br>◦<br>27.8 | 15.6<br>◦<br>16.2 |
| Shell1(90) | Shell2(90) | Shell3(90) | Combined(90×3) | | | 10.8<br>◦<br>12.9<br>◦<br>10.4<br>◦<br>13.3<br>◦<br>13.5<br>◦<br>13.6<br>◦<br>14.6 | 10.3<br>◦<br>13.3<br>◦<br>9.7<br>◦<br>13.5<br>◦<br>13.5<br>◦<br>13.5<br>◦<br>14.6 | 10.5<br>◦<br>12.6<br>◦<br>10.4<br>◦<br>13.3<br>◦<br>13.5<br>◦<br>13.5<br>◦<br>14.7 | 2.4<br>◦<br>7.2<br>◦<br>4.6<br>◦<br>7.9<br>◦<br>7.8<br>◦<br>7.8<br>◦<br>8.4 |
| --- | --- | --- | --- |
| 15.1<br>◦<br>15.7 | 15.1<br>◦<br>15.7 | 15.1<br>◦<br>15.7 | notavailable<br>notavailable | | 1 |
| Shell1(28) | Shell2(28) | Shell3(28) | Combined(28×3) |
| --- | --- | --- | --- |
| 15.9<br>◦<br>25.7<br>◦<br>19.2<br>◦<br>23.6<br>◦<br>21.3<br>◦<br>23.8<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>26.1 | 15.8<br>◦<br>25.7<br>◦<br>19.7<br>◦<br>24.3<br>◦<br>19.3<br>◦<br>23.8<br>◦<br>24.3<br>◦<br>24.4<br>◦<br>26.3 | 16.7<br>◦<br>25.7<br>◦<br>19.3<br>◦<br>23.4<br>◦<br>21.1<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>24.3<br>◦<br>26.9 | 15.1<br>◦<br>7.4<br>◦<br>4.7<br>◦<br>12.3<br>◦<br>10.5<br>◦<br>13.3<br>◦<br>14.0<br>◦<br>14.0<br>◦<br>14.4 |
| 25.7<br>◦<br>27.8 | 25.7<br>◦<br>27.8 | 25.7<br>◦<br>27.8 | 15.6<br>◦<br>16.2 |
| Shell1(90) | Shell2(90) | Shell3(90) | Combined(90×3) | | | 8<br>4<br>2 | 8.928·10<br>9<br>1.7856·10<br>9<br>3.5712·10 | 8.9394·10<br>9<br>1.7871·10<br>9<br>3.573·10 |
| --- | --- | --- |
| 8<br>4<br>2 | 1.2497·10<br>9<br>2.4995·10<br>9<br>4.9989·10 | 1.251·10<br>9<br>2.5005·10<br>9<br>4.9995·10 |
| 8 | 6.4582·10 | 6.4651·10 | | 0 |
| Data | Index | Recall | Precision(x10) |
| --- | --- | --- | --- |
| Rob01 | LPMS-R-10 | 1,1,1,1,1 | .06,.07,.02,.07,.06 |
| Rob02 | LPMS-R-10 | .87,.70,.79,.79,.74 | .11,.10,.11,.11,.09 |
| Rob03 | LPMS-R-10 | .65,.59,.59,.63,.68 | .16,.16,.16,.15,.16 |
| Rob04 | LPMS-R-10 | .40,.43,.43,.53,.48 | .36,.28,.33,.33,.30 |
| Rob01 | LPMS-R-30 | 1,1,1,0.9,1 | .13,.14,.17,.11,.12 |
| Rob02 | LPMS-R-30 | .85,.78,.90,.76,.79 | .15,.16,.12,.16,.12 |
| Rob03 | LPMS-R-30 | .68,.71,.71,.75,.73 | .23,.21,.33,.22,.22 |
| Rob04 | LPMS-R-30 | .49,.56,.60,.65,.74 | .36,.37,.37,.42,.47 |
| Rob01 | LPMS-R-50 | 1,1,1,1,1 | .15,.13,.29,.13,.26 |
| Rob02 | LPMS-R-50 | .98,.94,.93,.94,.94 | .17,.19,.18,.15,.12 | | | Rob03 | LPMS-R-50 | .81,.83,.82,.77,.84 | .21,.25,.17,.16,.20 |
| --- | --- | --- | --- |
| Rob04 | LPMS-R-50 | .63,.46,.58,.73,.52 | .28,.32,.30,.37,.35 |
| Rob01 | LPMS-D-10 | 1,1,1,1,1 | .05,.06,.06,.05,.05 |
| Rob02 | LPMS-D-10 | 1,1,1,1,1 | .35,.41,.22,.18,.30 |
| Rob03 | LPMS-D-10 | 1,1,1,.97,.97 | .30,.26,.23,.31,.41 |
| Rob04 | LPMS-D-10 | .94,1,.97,.98,.98 | .82,.94,.65,1.5,1.2 |
| Rob01 | LPMS-D-30 | 1,1,1,1,1 | .06,.07,.07,.06,.06 |
| Rob02 | LPMS-D-30 | 1,1,1,1,1 | .68,.41,.41,.59,.87 |
| Rob03 | LPMS-D-30 | 1,1,1,1,1 | .65,.59,.86,.59,.70 |
| Rob04 | LPMS-D-30 | 1,1,1,1,1 | .74,.93,.55,.55,1.1 |
| Rob01 | LPMS-D-50 | 1,1,1,1,1 | .04,.03,.04,.04,.04 |
| Rob02 | LPMS-D-50 | 1,1,1,1,1 | .86,.82,.58,.63,.70 |
| Rob03 | LPMS-D-50 | 1,1,1,1,1 | .87,.83,1.7,.80,.79 |
| Rob04 | LPMS-D-50 | 1,1,1,1,1 | .70,.87,.88,.85,.74 | | 1 |
| Data | Index | Recall | Precision(x10) |
| --- | --- | --- | --- |
| Rob01 | LPMS-R-10 | 1,1,1,1,1 | .06,.07,.02,.07,.06 |
| Rob02 | LPMS-R-10 | .87,.70,.79,.79,.74 | .11,.10,.11,.11,.09 |
| Rob03 | LPMS-R-10 | .65,.59,.59,.63,.68 | .16,.16,.16,.15,.16 |
| Rob04 | LPMS-R-10 | .40,.43,.43,.53,.48 | .36,.28,.33,.33,.30 |
| Rob01 | LPMS-R-30 | 1,1,1,0.9,1 | .13,.14,.17,.11,.12 |
| Rob02 | LPMS-R-30 | .85,.78,.90,.76,.79 | .15,.16,.12,.16,.12 |
| Rob03 | LPMS-R-30 | .68,.71,.71,.75,.73 | .23,.21,.33,.22,.22 |
| Rob04 | LPMS-R-30 | .49,.56,.60,.65,.74 | .36,.37,.37,.42,.47 |
| Rob01 | LPMS-R-50 | 1,1,1,1,1 | .15,.13,.29,.13,.26 |
| Rob02 | LPMS-R-50 | .98,.94,.93,.94,.94 | .17,.19,.18,.15,.12 | | | Data<br>Set | Index<br>Type | Multigram<br>count | Posting<br>Listcount |
| --- | --- | --- | --- |
| Rob01 | LPMS-R-10 | 817 | 252,37 |
| Rob02 | LPMS-R-10 | 1,141 | 79,016 |
| Rob03 | LPMS-R-10 | 1,510 | 51,493 |
| Rob04 | LPMS-R-10 | 1,741 | 31,598 |
| Rob01 | LPMS-R-30 | 2,057 | 445,495 |
| Rob02 | LPMS-R-30 | 3,394 | 118,184 |
| Rob03 | LPMS-R-30 | 4,523 | 84,642 |
| Rob04 | LPMS-R-30 | 4,828 | 51,415 |
| Rob01 | LPMS-R-50 | 2,850 | 616,441 |
| Rob02 | LPMS-R-50 | 5,262 | 171,993 |
| Rob03 | LPMS-R-50 | 2,332 | 81,068 |
| Rob04 | LPMS-R-50 | 5,973 | 50,773 |
| Rob01 | LPMS-D-10 | 227 | 516,434 |
| Rob02 | LPMS-D-10 | 3,241 | 552,450 |
| Rob03 | LPMS-D-10 | 5,640 | 295,191 |
| Rob04 | LPMS-D-10 | 7,671 | 240,604 |
| Rob01 | LPMS-D-30 | 260 | 574,119 |
| Rob02 | LPMS-D-30 | 5,882 | 883,673 |
| Rob03 | LPMS-D-30 | 12,894 | 572,456 |
| Rob04 | LPMS-D-30 | 16,572 | 366,812 |
| Rob01 | LPMS-D-50 | 151 | 487,904 |
| Rob02 | LPMS-D-50 | 6,114 | 1,020,066 |
| Rob03 | LPMS-D-50 | 17,349 | 727,759 |
| Rob04 | LPMS-D-50 | 24,161 | 510,894 | | 0 |
| Data | Index | Recall | Precision(x10) |
| --- | --- | --- | --- |
| Rob01 | LPMS-R-10 | 1,1,1,1,1 | .06,.07,.02,.07,.06 |
| Rob02 | LPMS-R-10 | .87,.70,.79,.79,.74 | .11,.10,.11,.11,.09 |
| Rob03 | LPMS-R-10 | .65,.59,.59,.63,.68 | .16,.16,.16,.15,.16 | | | Rob04 | LPMS-R-10 | .40,.43,.43,.53,.48 | .36,.28,.33,.33,.30 |
| --- | --- | --- | --- |
| Rob01 | LPMS-R-30 | 1,1,1,0.9,1 | .13,.14,.17,.11,.12 |
| Rob02 | LPMS-R-30 | .85,.78,.90,.76,.79 | .15,.16,.12,.16,.12 |
| Rob03 | LPMS-R-30 | .68,.71,.71,.75,.73 | .23,.21,.33,.22,.22 |
| Rob04 | LPMS-R-30 | .49,.56,.60,.65,.74 | .36,.37,.37,.42,.47 |
| Rob01 | LPMS-R-50 | 1,1,1,1,1 | .15,.13,.29,.13,.26 |
| Rob02 | LPMS-R-50 | .98,.94,.93,.94,.94 | .17,.19,.18,.15,.12 |
| Rob03 | LPMS-R-50 | .81,.83,.82,.77,.84 | .21,.25,.17,.16,.20 |
| Rob04 | LPMS-R-50 | .63,.46,.58,.73,.52 | .28,.32,.30,.37,.35 |
| Rob01 | LPMS-D-10 | 1,1,1,1,1 | .05,.06,.06,.05,.05 |
| Rob02 | LPMS-D-10 | 1,1,1,1,1 | .35,.41,.22,.18,.30 |
| Rob03 | LPMS-D-10 | 1,1,1,.97,.97 | .30,.26,.23,.31,.41 |
| Rob04 | LPMS-D-10 | .94,1,.97,.98,.98 | .82,.94,.65,1.5,1.2 |
| Rob01 | LPMS-D-30 | 1,1,1,1,1 | .06,.07,.07,.06,.06 |
| Rob02 | LPMS-D-30 | 1,1,1,1,1 | .68,.41,.41,.59,.87 |
| Rob03 | LPMS-D-30 | 1,1,1,1,1 | .65,.59,.86,.59,.70 |
| Rob04 | LPMS-D-30 | 1,1,1,1,1 | .74,.93,.55,.55,1.1 |
| Rob01 | LPMS-D-50 | 1,1,1,1,1 | .04,.03,.04,.04,.04 |
| Rob02 | LPMS-D-50 | 1,1,1,1,1 | .86,.82,.58,.63,.70 |
| Rob03 | LPMS-D-50 | 1,1,1,1,1 | .87,.83,1.7,.80,.79 |
| Rob04 | LPMS-D-50 | 1,1,1,1,1 | .70,.87,.88,.85,.74 | | 1 |
| Data | Index | Recall | Precision(x10) |
| --- | --- | --- | --- |
| Rob01 | LPMS-R-10 | 1,1,1,1,1 | .06,.07,.02,.07,.06 |
| Rob02 | LPMS-R-10 | .87,.70,.79,.79,.74 | .11,.10,.11,.11,.09 |
| Rob03 | LPMS-R-10 | .65,.59,.59,.63,.68 | .16,.16,.16,.15,.16 | | | Rob03 | LPMS-R-30 | 4,523 | 84,642 |
| --- | --- | --- | --- |
| Rob04 | LPMS-R-30 | 4,828 | 51,415 |
| Rob01 | LPMS-R-50 | 2,850 | 616,441 |
| Rob02 | LPMS-R-50 | 5,262 | 171,993 |
| Rob03 | LPMS-R-50 | 2,332 | 81,068 |
| Rob04 | LPMS-R-50 | 5,973 | 50,773 |
| Rob01 | LPMS-D-10 | 227 | 516,434 |
| Rob02 | LPMS-D-10 | 3,241 | 552,450 |
| Rob03 | LPMS-D-10 | 5,640 | 295,191 |
| Rob04 | LPMS-D-10 | 7,671 | 240,604 |
| Rob01 | LPMS-D-30 | 260 | 574,119 |
| Rob02 | LPMS-D-30 | 5,882 | 883,673 |
| Rob03 | LPMS-D-30 | 12,894 | 572,456 |
| Rob04 | LPMS-D-30 | 16,572 | 366,812 |
| Rob01 | LPMS-D-50 | 151 | 487,904 |
| Rob02 | LPMS-D-50 | 6,114 | 1,020,066 |
| Rob03 | LPMS-D-50 | 17,349 | 727,759 |
| Rob04 | LPMS-D-50 | 24,161 | 510,894 | | 0 |
| No.CorrectlyResolved | withCognitivePrinciples | withoutCognitivePrinciples |
| --- | --- | --- |
| SimpleOne-ZeroAlignment | 5 | 5 |
| SimpleOne-OneAlignment | 104 | 92 | | | Complex | 24 | 18 |
| --- | --- | --- |
| Total | 133 | 115 | | 1 |
| No.CorrectlyResolved | withCognitivePrinciples | withoutCognitivePrinciples |
| --- | --- | --- |
| SimpleOne-ZeroAlignment | 5 | 5 |
| SimpleOne-OneAlignment | 104 | 92 | | | No.CorrectlyResolved | Greedy | FiniteState | DecisionList |
| --- | --- | --- | --- |
| SimpleInputswithone-onealighment | 116 | 115 | 88 |
| SimpleInputswithzero-onealighment | 8 | 0 | 12 |
| ComplexInputs | 24 | 13 | 0 |
| Total | 148 | 128 | 100 | | 0 |
| No.CorrectlyResolved | withCognitivePrinciples | withoutCognitivePrinciples |
| --- | --- | --- |
| SimpleOne-ZeroAlignment | 5 | 5 |
| SimpleOne-OneAlignment | 104 | 92 | | | Complex | 24 | 18 |
| --- | --- | --- |
| Total | 133 | 115 | | 1 |
| No.CorrectlyResolved | withCognitivePrinciples | withoutCognitivePrinciples |
| --- | --- | --- |
| SimpleOne-ZeroAlignment | 5 | 5 |
| SimpleOne-OneAlignment | 104 | 92 | | | SimpleInputswithzero-onealighment | 8 | 0 | 12 |
| --- | --- | --- | --- |
| ComplexInputs | 24 | 13 | 0 |
| Total | 148 | 128 | 100 | | 0 |
| Full<br>Precision<br>Stage | Val-acc-top-1 | Val-acc-top-5 | ModelSize |
| --- | --- | --- | --- |
| none | 0.42 | 0.66 | 3.6MB |
| 1st | 0.48 | 0.73 | 4.1MB |
| 2nd | 0.44 | 0.69 | 5.6MB |
| 3rd | 0.49 | 0.73 | 11.3MB | | | 4th | 0.47 | 0.71 | 36MB |
| --- | --- | --- | --- |
| 1st,2nd | 0.49 | 0.73 | 6.2MB |
| All | 0.61 | 0.84 | 47MB | | 1 |
| Full<br>Precision<br>Stage | Val-acc-top-1 | Val-acc-top-5 | ModelSize |
| --- | --- | --- | --- |
| none | 0.42 | 0.66 | 3.6MB |
| 1st | 0.48 | 0.73 | 4.1MB |
| 2nd | 0.44 | 0.69 | 5.6MB |
| 3rd | 0.49 | 0.73 | 11.3MB | | | Model | KL-weight | Acc4 | Acc2 |
| --- | --- | --- | --- |
| Ours | 1 | 0.83 | 0.71 |
| Ours | 2 | 0.88 | 0.64 |
| Ours | 4 | 0.82 | 0.69 |
| Slow | 1 | 0.58 | 0.11 |
| Slow | 2 | 0.65 | 0.12 |
| Slow | 4 | 0.66 | 0.13 |
| VAE | 1 | 0.80 | 0.13 |
| VAE | 2 | 0.52 | 0.12 |
| VAE | 4 | 0.51 | 0.13 | | 0 |
| Full<br>Precision<br>Stage | Val-acc-top-1 | Val-acc-top-5 | ModelSize |
| --- | --- | --- | --- |
| none | 0.42 | 0.66 | 3.6MB | | | 1st | 0.48 | 0.73 | 4.1MB |
| --- | --- | --- | --- |
| 2nd | 0.44 | 0.69 | 5.6MB |
| 3rd | 0.49 | 0.73 | 11.3MB |
| 4th | 0.47 | 0.71 | 36MB |
| 1st,2nd | 0.49 | 0.73 | 6.2MB |
| All | 0.61 | 0.84 | 47MB | | 1 |
| Full<br>Precision<br>Stage | Val-acc-top-1 | Val-acc-top-5 | ModelSize |
| --- | --- | --- | --- |
| none | 0.42 | 0.66 | 3.6MB | | | Ours | 4 | 0.82 | 0.69 |
| --- | --- | --- | --- |
| Slow | 1 | 0.58 | 0.11 |
| Slow | 2 | 0.65 | 0.12 |
| Slow | 4 | 0.66 | 0.13 |
| VAE | 1 | 0.80 | 0.13 |
| VAE | 2 | 0.52 | 0.12 |
| VAE | 4 | 0.51 | 0.13 | | 0 |
| KKP3KKP2sKKP2bKKP2n | ISA6rISA6sISA9 |
| --- | --- |
| 74.583.984.188.1<br>75.780.680.684.6<br>81.792.792.797.3<br>50.554.754.856.1 | -198.092.7<br>-171.083.9<br>-175.286.1<br>-115.059.3 |
| 43.640.240.240.6<br>63.253.353.257.7<br>45.741.641.542.2<br>56.943.643.547.6 | 43.349.441.9<br>51.856.353.0<br>39.245.742.8<br>31.137.145.2 | | | 52.643.143.150.0<br>52.043.443.852.2<br>55.643.943.950.8<br>43.140.540.547.8 | 40.745.346.6<br>40.445.145.3<br>39.243.745.0<br>38.042.841.1 |
| --- | --- |
| 38.235.135.138.7<br>77.849.049.452.0 | 34.239.636.4<br>34.840.851.8 | | 1 |
| KKP3KKP2sKKP2bKKP2n | ISA6rISA6sISA9 |
| --- | --- |
| 74.583.984.188.1<br>75.780.680.684.6<br>81.792.792.797.3<br>50.554.754.856.1 | -198.092.7<br>-171.083.9<br>-175.286.1<br>-115.059.3 |
| 43.640.240.240.6<br>63.253.353.257.7<br>45.741.641.542.2<br>56.943.643.547.6 | 43.349.441.9<br>51.856.353.0<br>39.245.742.8<br>31.137.145.2 | | | 1234567 |
| --- |
| 8.627.887.768.349.138.078.89<br>0.510.520.540.520.540.530.55<br>-8.9-5.0-9.0-4.3-14-5.6-10 |
| 71691.11.31.31.18.7<br>0.890.880.920.840.890.900.92 |
| 10.94.818.274.4216.55.2111.0<br>4.566.674.222.601.853.621.01<br>-4.74-4.38-4.60-4.99-5.79-4.91-6.03 |
| 1.130.8921.321.471.721.261.17<br>0.830.850.900.820.860.890.89 | | 0 |
| KKP3KKP2sKKP2bKKP2n | ISA6rISA6sISA9 |
| --- | --- |
| 74.583.984.188.1<br>75.780.680.684.6<br>81.792.792.797.3<br>50.554.754.856.1 | -198.092.7<br>-171.083.9<br>-175.286.1<br>-115.059.3 |
| 43.640.240.240.6<br>63.253.353.257.7<br>45.741.641.542.2<br>56.943.643.547.6 | 43.349.441.9<br>51.856.353.0<br>39.245.742.8<br>31.137.145.2 | | | 52.643.143.150.0<br>52.043.443.852.2<br>55.643.943.950.8<br>43.140.540.547.8 | 40.745.346.6<br>40.445.145.3<br>39.243.745.0<br>38.042.841.1 |
| --- | --- |
| 38.235.135.138.7<br>77.849.049.452.0 | 34.239.636.4<br>34.840.851.8 | | 1 |
| KKP3KKP2sKKP2bKKP2n | ISA6rISA6sISA9 |
| --- | --- |
| 74.583.984.188.1<br>75.780.680.684.6<br>81.792.792.797.3<br>50.554.754.856.1 | -198.092.7<br>-171.083.9<br>-175.286.1<br>-115.059.3 |
| 43.640.240.240.6<br>63.253.353.257.7<br>45.741.641.542.2<br>56.943.643.547.6 | 43.349.441.9<br>51.856.353.0<br>39.245.742.8<br>31.137.145.2 | | | 71691.11.31.31.18.7<br>0.890.880.920.840.890.900.92 |
| --- |
| 10.94.818.274.4216.55.2111.0<br>4.566.674.222.601.853.621.01<br>-4.74-4.38-4.60-4.99-5.79-4.91-6.03 |
| 1.130.8921.321.471.721.261.17<br>0.830.850.900.820.860.890.89 | | 0 |
| (cid:107)S−S(cid:107)tt2(cid:101) |
| --- |
| −3<br>3.8900×10 |
| 2.5601×10 |
| 4.6325×10 |
| 2.9394×10 | | | 4.4131×10 |
| --- |
| 2.6350×10 |
| 4.6418×10 | | 1 |
| (cid:107)S−S(cid:107)tt2(cid:101) |
| --- |
| −3<br>3.8900×10 |
| 2.5601×10 |
| 4.6325×10 |
| 2.9394×10 | | | 97.88 | 97.85 |
| --- | --- |
| 97.59 | 97.13 |
| 94.51<br>92.60 | 94.46<br>92.57 |
| 0.236 | 0.239 |
| 84.6 | 84.2 | | 0 |
| (cid:107)S−S(cid:107)tt2(cid:101) |
| --- |
| −3<br>3.8900×10 | | | 2.5601×10 |
| --- |
| 4.6325×10 |
| 2.9394×10 |
| 4.4131×10 |
| 2.6350×10 |
| 4.6418×10 | | 1 |
| (cid:107)S−S(cid:107)tt2(cid:101) |
| --- |
| −3<br>3.8900×10 | | | 0.236 | 0.239 |
| --- | --- |
| 84.6 | 84.2 | | 0 |
| | InitialStates | | | |
| --- | --- | --- | --- | --- |
| Model | Noiselevel | (2,0) | (0,3) | (2,3) |
| u-tube | 0 | 4/6 | 4/6 | 3/5 |
| 0.01 | 2/8 | 2/8 | 2/9 | |
| 0.1 | 2/10 | 2/10 | 2/15 | |
| 1 | 2/37 | 2/37 | 2/53 | |
| Coupled | 0 | 6/14 | 5/13 | 5/14 |
| 0.01 | 6/16 | 4/14 | 4/12 | |
| 0.1 | 6/16 | 5/25 | 4/15 | |
| 1 | 6/58 | 6/61 | 4/46 | | | | Cascaded | 0 | 5/8 | 5/8 | 3/8 |
| --- | --- | --- | --- | --- |
| 0.01 | 4/10 | 4/12 | 2/9 | |
| 0.1 | 4/17 | 4/21 | 2/13 | |
| 1 | 4/39 | 4/49 | 4/38 | |
| Spring | 0 | 20/33 | 19/35 | 22/39 |
| 0.01 | 23/48 | 20/36 | 18/41 | |
| 0.1 | 23/49 | 20/38 | 18/44 | |
| 1 | 20/65 | 20/52 | 19/53 | | | 1 |
| | InitialStates | | | |
| --- | --- | --- | --- | --- |
| Model | Noiselevel | (2,0) | (0,3) | (2,3) |
| u-tube | 0 | 4/6 | 4/6 | 3/5 |
| 0.01 | 2/8 | 2/8 | 2/9 | |
| 0.1 | 2/10 | 2/10 | 2/15 | |
| 1 | 2/37 | 2/37 | 2/53 | |
| Coupled | 0 | 6/14 | 5/13 | 5/14 |
| 0.01 | 6/16 | 4/14 | 4/12 | |
| 0.1 | 6/16 | 5/25 | 4/15 | |
| 1 | 6/58 | 6/61 | 4/46 | | | | Model | KL-weight | Acc4 | Acc2 |
| --- | --- | --- | --- |
| Ours | 1 | 0.83 | 0.71 |
| Ours | 2 | 0.88 | 0.64 |
| Ours | 4 | 0.82 | 0.69 |
| Slow | 1 | 0.58 | 0.11 |
| Slow | 2 | 0.65 | 0.12 |
| Slow | 4 | 0.66 | 0.13 |
| VAE | 1 | 0.80 | 0.13 |
| VAE | 2 | 0.52 | 0.12 |
| VAE | 4 | 0.51 | 0.13 | | 0 |
| | InitialStates | | | |
| --- | --- | --- | --- | --- |
| Model | Noiselevel | (2,0) | (0,3) | (2,3) |
| u-tube | 0 | 4/6 | 4/6 | 3/5 |
| 0.01 | 2/8 | 2/8 | 2/9 | |
| 0.1 | 2/10 | 2/10 | 2/15 | |
| 1 | 2/37 | 2/37 | 2/53 | |
| Coupled | 0 | 6/14 | 5/13 | 5/14 | | | 0.01 | 6/16 | 4/14 | 4/12 | |
| --- | --- | --- | --- | --- |
| 0.1 | 6/16 | 5/25 | 4/15 | |
| 1 | 6/58 | 6/61 | 4/46 | |
| Cascaded | 0 | 5/8 | 5/8 | 3/8 |
| 0.01 | 4/10 | 4/12 | 2/9 | |
| 0.1 | 4/17 | 4/21 | 2/13 | |
| 1 | 4/39 | 4/49 | 4/38 | |
| Spring | 0 | 20/33 | 19/35 | 22/39 |
| 0.01 | 23/48 | 20/36 | 18/41 | |
| 0.1 | 23/49 | 20/38 | 18/44 | |
| 1 | 20/65 | 20/52 | 19/53 | | | 1 |
| | InitialStates | | | |
| --- | --- | --- | --- | --- |
| Model | Noiselevel | (2,0) | (0,3) | (2,3) |
| u-tube | 0 | 4/6 | 4/6 | 3/5 |
| 0.01 | 2/8 | 2/8 | 2/9 | |
| 0.1 | 2/10 | 2/10 | 2/15 | |
| 1 | 2/37 | 2/37 | 2/53 | |
| Coupled | 0 | 6/14 | 5/13 | 5/14 | | | Ours | 4 | 0.82 | 0.69 |
| --- | --- | --- | --- |
| Slow | 1 | 0.58 | 0.11 |
| Slow | 2 | 0.65 | 0.12 |
| Slow | 4 | 0.66 | 0.13 |
| VAE | 1 | 0.80 | 0.13 |
| VAE | 2 | 0.52 | 0.12 |
| VAE | 4 | 0.51 | 0.13 | | 0 |
| ConceptsTopic1 | ConceptsTopic3 |
| --- | --- |
| websearch | musicplayers |
| searchengine | digitalmedia |
| googlenews | digitaltechnology |
| onlinenewssearch | consumerdevices |
| googlesearchengine | marketsystem |
| ConceptsTopic2 | ConceptsTopic4 |
| softwareusers | spammail | | | virusprograms | spamwebsite |
| --- | --- |
| windowssecurity | networkresearch |
| softwareforms | researchfirm |
| microsoftprograms | websiteattacks | | 1 |
| ConceptsTopic1 | ConceptsTopic3 |
| --- | --- |
| websearch | musicplayers |
| searchengine | digitalmedia |
| googlenews | digitaltechnology |
| onlinenewssearch | consumerdevices |
| googlesearchengine | marketsystem |
| ConceptsTopic2 | ConceptsTopic4 |
| softwareusers | spammail | | | Topic1 | Topic3 |
| --- | --- |
| web[0.0048] | set[0.0047] |
| search[0.0048] | software[0.0032] |
| online[0.0047] | virus[0.0028] |
| news[0.0046] | users[0.0027] |
| google[0.0033] | firms[0.0025] |
| people[0.0032] | microsoft[0.0025] |
| information[0.0032] | security[0.0022] |
| internet[0.0029] | windows[0.0022] |
| website[0.0027] | file[0.0013] |
| users[0.0020] | programs[0.0011] |
| Topic2 | Topic4 |
| system[0.0064] | site[0.0042] |
| music[0.0045] | net[0.0038] |
| devices[0.0043] | spam[0.0035] |
| players[0.0035] | mail[0.0028] |
| media[0.0032] | firm[0.0027] |
| digital[0.0027] | data[0.0024] |
| market[0.0024] | attacks[0.0019] |
| technology[0.0022] | network[0.0018] |
| consumer[0.0021] | web[0.0016] |
| technologies[0.0018] | research[0.0014] | | 0 |
| ConceptsTopic1 | ConceptsTopic3 |
| --- | --- |
| websearch | musicplayers |
| searchengine | digitalmedia | | | googlenews | digitaltechnology |
| --- | --- |
| onlinenewssearch | consumerdevices |
| googlesearchengine | marketsystem |
| ConceptsTopic2 | ConceptsTopic4 |
| softwareusers | spammail |
| virusprograms | spamwebsite |
| windowssecurity | networkresearch |
| softwareforms | researchfirm |
| microsoftprograms | websiteattacks | | 1 |
| ConceptsTopic1 | ConceptsTopic3 |
| --- | --- |
| websearch | musicplayers |
| searchengine | digitalmedia | | | music[0.0045] | net[0.0038] |
| --- | --- |
| devices[0.0043] | spam[0.0035] |
| players[0.0035] | mail[0.0028] |
| media[0.0032] | firm[0.0027] |
| digital[0.0027] | data[0.0024] |
| market[0.0024] | attacks[0.0019] |
| technology[0.0022] | network[0.0018] |
| consumer[0.0021] | web[0.0016] |
| technologies[0.0018] | research[0.0014] | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | π | 1in5 | Commoninmath |
| --- | --- | --- |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames |
| π | 1in5 | Commoninmath |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | π | 1in5 | Commoninmath |
| --- | --- | --- |
| $ | 4in5 | Usedinbusiness |
| Ψ | 1in40,000 | Unexplainedusage | | 1 |
| Non-EnglishorMath | Frequency | Comments |
| --- | --- | --- |
| Ø | 1in1,000 | ForSwedishnames | | | $ | 4in5 | Usedinbusiness |
| --- | --- | --- |
| Ψ | 1in40,000 | Unexplainedusage | | 0 |
| DataSet | MINT+rrBLUP(n=500) | mRMR+rrBLUP(n=500) | rrBLUP | Lasso | ElasticNet |
| --- | --- | --- | --- | --- | --- |
| Data1 | 0.14 | 0.015 | 0.018 | 0.018 | 0.019 | | | Data2 | 0.303 | 0.110 | 0.204 | 0.129 | 0.146 |
| --- | --- | --- | --- | --- | --- |
| Data3 | 0.563 | 0.536 | 0.607 | 0.540 | 0.545 |
| Data4 | 0.369 | 0.235 | 0.31 | 0.255 | 0.261 |
| Data5 | 0.364 | 0.201 | 0.22 | 0.212 | 0.214 |
| Data6 | 0.276 | 0.148 | 0.17 | 0.15 | 0.162 | | 1 |
| DataSet | MINT+rrBLUP(n=500) | mRMR+rrBLUP(n=500) | rrBLUP | Lasso | ElasticNet |
| --- | --- | --- | --- | --- | --- |
| Data1 | 0.14 | 0.015 | 0.018 | 0.018 | 0.019 | | | R | Optimalvalue | iter | CPU |
| --- | --- | --- | --- |
| 0.0001 | 0.000186 | 2 | 0.235 |
| 0.0002 | 0.000189 | 2 | 0.234 |
| 0.0003 | 0.000193 | 2 | 0.218 |
| 0.0004 | 0.000182 | 3 | 0.266 |
| 0.0005 | 0.000174 | 3 | 0.266 |
| 0.0006 | 0.000173 | 4 | 0.312 |
| 0.0007 | 0.000170 | 4 | 0.313 |
| 0.0008 | 0.000167 | 3 | 0.266 |
| 0.0009 | 0.000167 | 4 | 0.313 |
| 0.001 | 0.000167 | 4 | 0.312 |
| 0.002 | 0.000156 | 2 | 0.219 |
| 0.003 | 0.000159 | 2 | 0.234 |
| 0.004 | 0.000207 | 2 | 0.203 | | 0 |
| DataSet | MINT+rrBLUP(n=500) | mRMR+rrBLUP(n=500) | rrBLUP | Lasso | ElasticNet |
| --- | --- | --- | --- | --- | --- |
| Data1 | 0.14 | 0.015 | 0.018 | 0.018 | 0.019 |
| Data2 | 0.303 | 0.110 | 0.204 | 0.129 | 0.146 |
| Data3 | 0.563 | 0.536 | 0.607 | 0.540 | 0.545 | | | Data4 | 0.369 | 0.235 | 0.31 | 0.255 | 0.261 |
| --- | --- | --- | --- | --- | --- |
| Data5 | 0.364 | 0.201 | 0.22 | 0.212 | 0.214 |
| Data6 | 0.276 | 0.148 | 0.17 | 0.15 | 0.162 | | 1 |
| DataSet | MINT+rrBLUP(n=500) | mRMR+rrBLUP(n=500) | rrBLUP | Lasso | ElasticNet |
| --- | --- | --- | --- | --- | --- |
| Data1 | 0.14 | 0.015 | 0.018 | 0.018 | 0.019 |
| Data2 | 0.303 | 0.110 | 0.204 | 0.129 | 0.146 |
| Data3 | 0.563 | 0.536 | 0.607 | 0.540 | 0.545 | | | 0.0004 | 0.000182 | 3 | 0.266 |
| --- | --- | --- | --- |
| 0.0005 | 0.000174 | 3 | 0.266 |
| 0.0006 | 0.000173 | 4 | 0.312 |
| 0.0007 | 0.000170 | 4 | 0.313 |
| 0.0008 | 0.000167 | 3 | 0.266 |
| 0.0009 | 0.000167 | 4 | 0.313 |
| 0.001 | 0.000167 | 4 | 0.312 |
| 0.002 | 0.000156 | 2 | 0.219 |
| 0.003 | 0.000159 | 2 | 0.234 |
| 0.004 | 0.000207 | 2 | 0.203 | | 0 |
| Dataset | DNVT/D |
| --- | --- |
| KOS | 3.4K467K69K136 | | | NIPS | 1.5K1.9M12K1266 |
| --- | --- |
| Enron | 39K6.4M28K160 |
| Nytimes | 300K100M102K332 |
| PubMed | 8.2M738M141K90 | | 1 |
| Dataset | DNVT/D |
| --- | --- |
| KOS | 3.4K467K69K136 | | | DataSet | #classes | #instances | #dim. |
| --- | --- | --- | --- |
| Wdbc | 2 | 569 | 31 |
| Ionosphere | 2 | 351 | 34 |
| Spectf | 2 | 267 | 44 |
| Spambase | 2 | 4,601 | 57 |
| Colon | 2 | 62 | 2,000 |
| Prostate | 2 | 102 | 6,033 |
| Leukemia | 2 | 72 | 7,129 |
| Lungcancer | 2 | 181 | 12,533 | | 0 |
| Dataset | DNVT/D |
| --- | --- |
| KOS | 3.4K467K69K136 | | | NIPS | 1.5K1.9M12K1266 |
| --- | --- |
| Enron | 39K6.4M28K160 |
| Nytimes | 300K100M102K332 |
| PubMed | 8.2M738M141K90 | | 1 |
| Dataset | DNVT/D |
| --- | --- |
| KOS | 3.4K467K69K136 | | | Spambase | 2 | 4,601 | 57 |
| --- | --- | --- | --- |
| Colon | 2 | 62 | 2,000 |
| Prostate | 2 | 102 | 6,033 |
| Leukemia | 2 | 72 | 7,129 |
| Lungcancer | 2 | 181 | 12,533 | | 0 |
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