Hack3l commented 8 years ago

Compare the SVMs with and without books, to decide if they are a good feature.

Hack3l commented 8 years ago

OUTPUT WITHOUT BOOKS SMO :

=== Run information ===

Scheme:weka.classifiers.functions.SMO -C 1.0 -L 0.001 -P 1.0E-12 -N 0 -V -1 -W 1 -K "weka.classifiers.functions.supportVector.PolyKernel -C 250007 -E 1.0" Relation: characters-weka.filters.unsupervised.attribute.Remove-R1 Instances: 2235 Attributes: 5 culture allegiance born title isAlive Test mode:10-fold cross-validation

=== Classifier model (full training set) ===

SMO

Kernel used: Linear Kernel: K(x,y) = <x,y>

Classifier for classes: dead, alive

BinarySMO

Machine linear: showing attribute weights, not support vectors.

     0.1085 * (normalized) culture=ironborn

-0.0109 * (normalized) culture=northmen
-0.0106 * (normalized) culture=freefolk
0.1066 * (normalized) culture=braavosi
-0.6534 * (normalized) culture=valyrian
-0.0106 * (normalized) culture=ghiscari
-0.3139 * (normalized) culture=dothraki
-0.0736 * (normalized) culture=dornish
0.1595 * (normalized) culture=westeros
-0.0107 * (normalized) culture=mountainclans
-0.0106 * (normalized) culture=tyroshi
-0.0107 * (normalized) culture=qaren
0.7305 * (normalized) culture=ironmen
0.188 * (normalized) allegiance=Allyrion
0.1259 * (normalized) allegiance=Ambrose
0.1252 * (normalized) allegiance=Arryn
0.1268 * (normalized) allegiance=Ashford
0.3235 * (normalized) allegiance=Baelish
-1 * (normalized) allegiance=Ball
0.124 * (normalized) allegiance=Banefort
0.1255 * (normalized) allegiance=Baratheon
0.1254 * (normalized) allegiance=Beesbury
0.125 * (normalized) allegiance=Belmore
0.1255 * (normalized) allegiance=Bettley
0.1257 * (normalized) allegiance=Blackbar
0.1255 * (normalized) allegiance=Blackberry
-1.2537 * (normalized) allegiance=Blackfyre
0.1892 * (normalized) allegiance=Blackmont
-1 * (normalized) allegiance=Blackwood
0.1254 * (normalized) allegiance=Blanetree
0.1249 * (normalized) allegiance=Blount
0.1261 * (normalized) allegiance=Boggs
0.1251 * (normalized) allegiance=Bolling
0.1255 * (normalized) allegiance=Bolton
0.1241 * (normalized) allegiance=Borrell
0.0063 * (normalized) allegiance=Botley
0.1253 * (normalized) allegiance=Bracken
-0.2682 * (normalized) allegiance=Brax
0.4512 * (normalized) allegiance=Broom
0.1248 * (normalized) allegiance=Brune
0.1249 * (normalized) allegiance=Buckler
0.1254 * (normalized) allegiance=Bulwer
-1 * (normalized) allegiance=Bushy
1 * (normalized) allegiance=Butterwell
-1 * (normalized) allegiance=Byrch
-1 * (normalized) allegiance=Bywater
-1 * (normalized) allegiance=Cafferen
0.002 * (normalized) allegiance=Caron
-1.7576 * (normalized) allegiance=Cassel
0.1261 * (normalized) allegiance=Caswell
0.2463 * (normalized) allegiance=Celtigar
-1.8754 * (normalized) allegiance=Cerwyn
-0.4172 * (normalized) allegiance=Chelsted
0.1239 * (normalized) allegiance=Chester
-1.8746 * (normalized) allegiance=Clegane
0.1255 * (normalized) allegiance=Clifton
0.1245 * (normalized) allegiance=Cockshaw
0.0057 * (normalized) allegiance=Codd
0.1247 * (normalized) allegiance=Coldwater
0.126 * (normalized) allegiance=Condon
0.1254 * (normalized) allegiance=Conklyn
0.1258 * (normalized) allegiance=Connington
0.1259 * (normalized) allegiance=Corbray
0.125 * (normalized) allegiance=Costayne
0.1254 * (normalized) allegiance=Crabb
0.125 * (normalized) allegiance=Crakehall
0.1255 * (normalized) allegiance=Crane
0.1256 * (normalized) allegiance=Cupps
0.1892 * (normalized) allegiance=Dalt
0.1252 * (normalized) allegiance=Darklyn
-1.8746 * (normalized) allegiance=Darry
0.1258 * (normalized) allegiance=Dayne
0.3885 * (normalized) allegiance=Drumm
-1 * (normalized) allegiance=Dustin
-1 * (normalized) allegiance=Egen
0.1257 * (normalized) allegiance=Estermont
0.124 * (normalized) allegiance=Estren
0.1238 * (normalized) allegiance=Farman
0.1254 * (normalized) allegiance=Farring
0.1256 * (normalized) allegiance=Farwynd
-0.0251 * (normalized) allegiance=Flint
0.1261 * (normalized) allegiance=Florent
0.1244 * (normalized) allegiance=Foote
0.1257 * (normalized) allegiance=Fossoway
1 * (normalized) allegiance=Fowler
0.1257 * (normalized) allegiance=Frey
0.1242 * (normalized) allegiance=Gargalen
-1 * (normalized) allegiance=Gaunt
0.1253 * (normalized) allegiance=Glover
0.0061 * (normalized) allegiance=Goodbrother
0.125 * (normalized) allegiance=Gower
0.1244 * (normalized) allegiance=Grafton
-1 * (normalized) allegiance=Grandison
0.1796 * (normalized) allegiance=Grell
0.0059 * (normalized) allegiance=Greyjoy
0.1246 * (normalized) allegiance=Grimm
0.1456 * (normalized) allegiance=Haigh
0.1247 * (normalized) allegiance=Harclay
0.1248 * (normalized) allegiance=Hardy
0.3311 * (normalized) allegiance=Harlaw
0.0827 * (normalized) allegiance=Hasty
0.1252 * (normalized) allegiance=Hawick
0.1238 * (normalized) allegiance=Hewett
0.1252 * (normalized) allegiance=Hightower
0.3208 * (normalized) allegiance=Hoare
0.125 * (normalized) allegiance=Hollard
-1 * (normalized) allegiance=Hornwood
0.1258 * (normalized) allegiance=Horpe
0.0054 * (normalized) allegiance=Humble
0.1256 * (normalized) allegiance=Hunt
0.1263 * (normalized) allegiance=Hunter
0.3985 * (normalized) allegiance=Ironmaker
0.1248 * (normalized) allegiance=Jast
0.1249 * (normalized) allegiance=Jordayne
0.0785 * (normalized) allegiance=Karstark
0.125 * (normalized) allegiance=Kenning
0.1258 * (normalized) allegiance=Kettleblack
0.1254 * (normalized) allegiance=Lannister
-0.0251 * (normalized) allegiance=Lefford
0.1256 * (normalized) allegiance=Leygood
0.1244 * (normalized) allegiance=Liddle
0.1242 * (normalized) allegiance=Longthorpe
0.7966 * (normalized) allegiance=Lothston
0.1242 * (normalized) allegiance=Lychester
0.1257 * (normalized) allegiance=Lydden
0.125 * (normalized) allegiance=Lynderly
-1 * (normalized) allegiance=Mallery
0.1252 * (normalized) allegiance=Mallister
0.053 * (normalized) allegiance=Manderly
0.1259 * (normalized) allegiance=Manwoody
0.126 * (normalized) allegiance=Marbrand
0.1265 * (normalized) allegiance=Martell
0.1255 * (normalized) allegiance=Massey
0.1248 * (normalized) allegiance=Meadows
0.0049 * (normalized) allegiance=Merlyn
1 * (normalized) allegiance=Merryweather
0.125 * (normalized) allegiance=Mertyns
0.2421 * (normalized) allegiance=Mollen
-1 * (normalized) allegiance=Moore
0.124 * (normalized) allegiance=Moreland
0.0116 * (normalized) allegiance=Mormont
0.1249 * (normalized) allegiance=Morrigen
0.3208 * (normalized) allegiance=Mudd
0.1247 * (normalized) allegiance=Mullendore
0.006 * (normalized) allegiance=Myre
0.1255 * (normalized) allegiance=Nayland
0.1255 * (normalized) allegiance=Norcross
0 * (normalized) allegiance=Norrey
0.1262 * (normalized) allegiance=Norridge
1 * (normalized) allegiance=Nymeros
-1 * (normalized) allegiance=Oakheart
0.1257 * (normalized) allegiance=Osgrey
0.1257 * (normalized) allegiance=Paege
-0.0441 * (normalized) allegiance=Payne
0.1255 * (normalized) allegiance=Penrose
0.1255 * (normalized) allegiance=Piper
0.6949 * (normalized) allegiance=Plumm
0.1256 * (normalized) allegiance=Potter
0.1255 * (normalized) allegiance=Prester
0.1253 * (normalized) allegiance=Qorgyle
-1 * (normalized) allegiance=Rambton
0.1262 * (normalized) allegiance=Redbeard
0.1252 * (normalized) allegiance=Redfort
0.1256 * (normalized) allegiance=Redwyne
0.1251 * (normalized) allegiance=Reed
0.125 * (normalized) allegiance=Reyne
0.1251 * (normalized) allegiance=Rhysling
0.1252 * (normalized) allegiance=Risley
-1 * (normalized) allegiance=Roote
-1.5497 * (normalized) allegiance=Rosby
0.125 * (normalized) allegiance=Rowan
0.126 * (normalized) allegiance=Royce
0.1249 * (normalized) allegiance=Ruttiger
0.1798 * (normalized) allegiance=Ryger
0.1248 * (normalized) allegiance=Rykker
0.1249 * (normalized) allegiance=Ryswell
-0.2376 * (normalized) allegiance=Santagar
0.1252 * (normalized) allegiance=Sarsfield
0.1256 * (normalized) allegiance=Sawyer
-0.2602 * (normalized) allegiance=Seaworth
0.2036 * (normalized) allegiance=Selmy
0.1251 * (normalized) allegiance=Serry
0.0056 * (normalized) allegiance=Sharp
0.0054 * (normalized) allegiance=Shepherd
0.126 * (normalized) allegiance=Slynt
1 * (normalized) allegiance=Smallwood
0.006 * (normalized) allegiance=Sparr
0.1254 * (normalized) allegiance=Spicer
0.1251 * (normalized) allegiance=Stackspear
0.1244 * (normalized) allegiance=Staedmon
0.1249 * (normalized) allegiance=Stark
0.125 * (normalized) allegiance=Staunton
-0.0497 * (normalized) allegiance=Stokeworth
0.1229 * (normalized) allegiance=Stonehouse
0.0066 * (normalized) allegiance=Stonetree
0.3317 * (normalized) allegiance=Stout
0.2422 * (normalized) allegiance=Strickland
0 * (normalized) allegiance=Strong
0.1241 * (normalized) allegiance=Sunderland
-1 * (normalized) allegiance=Sunglass
0.1258 * (normalized) allegiance=Swann
1 * (normalized) allegiance=Swyft
-0.4104 * (normalized) allegiance=Tallhart
0.1255 * (normalized) allegiance=Targaryen
0.451 * (normalized) allegiance=Tarly
0.1252 * (normalized) allegiance=Tarth
0.0061 * (normalized) allegiance=Tawney
0.1255 * (normalized) allegiance=Thorne
0.0377 * (normalized) allegiance=Toland
0.1252 * (normalized) allegiance=Tollett
-1 * (normalized) allegiance=Toyne
0.1256 * (normalized) allegiance=Trant
-0.2252 * (normalized) allegiance=Tully
0.1251 * (normalized) allegiance=Turnberry
0.1258 * (normalized) allegiance=Tyrell
0.7375 * (normalized) allegiance=Uffering
0.1882 * (normalized) allegiance=Uller
0.1246 * (normalized) allegiance=Umber
0.124 * (normalized) allegiance=Vaith
0.1253 * (normalized) allegiance=Vance
0.1241 * (normalized) allegiance=Varner
0.0315 * (normalized) allegiance=Velaryon
0.1249 * (normalized) allegiance=Vikary
0.1242 * (normalized) allegiance=Vypren
0.1252 * (normalized) allegiance=Vyrwel
0.2391 * (normalized) allegiance=Wagstaff
0.1808 * (normalized) allegiance=Wayn
0.1249 * (normalized) allegiance=Waynwood
0.0059 * (normalized) allegiance=Weaver
0.4683 * (normalized) allegiance=Webber
-1 * (normalized) allegiance=Wells
0.1255 * (normalized) allegiance=Wellsofthe
-0.0024 * (normalized) allegiance=Westerling
-1 * (normalized) allegiance=Whent
0.1249 * (normalized) allegiance=Willum
0.1252 * (normalized) allegiance=Wode
0.1252 * (normalized) allegiance=Woods
0.1261 * (normalized) allegiance=Woolfield
0.1254 * (normalized) allegiance=Wylde
0.1252 * (normalized) allegiance=Yew
0.1239 * (normalized) allegiance=Yronwood
2.7736 * (normalized) born
-0.0794 * (normalized) title=Iron King
0.0401 * (normalized) title=King in the North
-1.4172 * (normalized) title=Hand of the King
0.0399 * (normalized) title=King
0.1624 * (normalized) title=Princess
-0.8745 * (normalized) title=Prince
-0.1547 * (normalized) title=Lord Commander
-0.0024 * (normalized) title=Queen
0.1912 * (normalized) title=Lady
0.4031 * (normalized) title=Knight
0 * (normalized) title=Commander
-0.0767 * (normalized) title=Captain
0.04 * (normalized) title=Archmaester
0.0402 * (normalized) title=Maester
-0.285 * (normalized) title=Master
1 * (normalized) title=Admiral
0.0409 * (normalized) title=Lord
-0.0774 * (normalized) title=Sword
0.0395 * (normalized) title=Steward
0.0398 * (normalized) title=Cupbearer
0.0404 * (normalized) title=Septa
0.0407 * (normalized) title=Septon
0.0402 * (normalized) title=Wisdom
0.343 * (normalized) title=Khal
0.3431 * (normalized) title=Bloodrider
0.0827 * (normalized) title=Castellan
0.04 * (normalized) title=Ser
1.4498

Number of kernel evaluations: 2198088 (85.762% cached)

Time taken to build model: 1.85 seconds

=== Stratified cross-validation === === Summary ===

Correctly Classified Instances 1729 77.3602 % Incorrectly Classified Instances 506 22.6398 % Kappa statistic 0.1269 Mean absolute error 0.2264 Root mean squared error 0.4758 Relative absolute error 65.1537 % Root relative squared error 114.1771 % Total Number of Instances 2235

=== Detailed Accuracy By Class ===

           TP Rate   FP Rate   Precision   Recall  F-Measure   ROC Area  Class
             0.138     0.043      0.479     0.138     0.214      0.547    dead
             0.957     0.862      0.794     0.957     0.868      0.547    alive

Weighted Avg. 0.774 0.679 0.723 0.774 0.722 0.547

=== Confusion Matrix ===

a    b   <-- classified as

69 431 | a = dead 75 1660 | b = alive

Hack3l commented 8 years ago

output_without_books_rbfkernel.txt

subburamr commented 8 years ago

OUTPUT with Books attributes - polynomial kernel

=== Run information ===

Scheme:weka.classifiers.functions.SMO -C 1.0 -L 0.001 -P 1.0E-12 -N 0 -V -1 -W 1 -K "weka.classifiers.functions.supportVector.PolyKernel -C 250007 -E 1.0" Relation: characters-weka.filters.unsupervised.attribute.Remove-R1 Instances: 2235 Attributes: 10 culture allegiance born title book1 book2 book3 book4 book5 isAlive Test mode:10-fold cross-validation

=== Classifier model (full training set) ===

SMO

Kernel used: Linear Kernel: K(x,y) = <x,y>

Classifier for classes: dead, alive

BinarySMO

Machine linear: showing attribute weights, not support vectors.

     0.1338 * (normalized) culture=ironborn

-0.0137 * (normalized) culture=northmen
-0.0146 * (normalized) culture=freefolk
-0.0144 * (normalized) culture=braavosi
-0.6089 * (normalized) culture=valyrian
-0.0134 * (normalized) culture=ghiscari
-0.3526 * (normalized) culture=dothraki
-0.1643 * (normalized) culture=dornish
0.1749 * (normalized) culture=westeros
0.1128 * (normalized) culture=mountainclans
-0.0151 * (normalized) culture=tyroshi
-0.0123 * (normalized) culture=qaren
0.7879 * (normalized) culture=ironmen
0.2385 * (normalized) allegiance=Allyrion
0.2112 * (normalized) allegiance=Ambrose
-0.0335 * (normalized) allegiance=Arryn
0.1495 * (normalized) allegiance=Ashford
0.4727 * (normalized) allegiance=Baelish
-1 * (normalized) allegiance=Ball
0.2443 * (normalized) allegiance=Banefort
0.2449 * (normalized) allegiance=Baratheon
0.144 * (normalized) allegiance=Beesbury
0.2108 * (normalized) allegiance=Belmore
0.0278 * (normalized) allegiance=Bettley
0.1486 * (normalized) allegiance=Blackbar
0.3311 * (normalized) allegiance=Blackberry
-1.0339 * (normalized) allegiance=Blackfyre
0.2385 * (normalized) allegiance=Blackmont
-0.0332 * (normalized) allegiance=Blacktyde
-1 * (normalized) allegiance=Blackwood
0.1499 * (normalized) allegiance=Blanetree
0.2132 * (normalized) allegiance=Blount
0.1492 * (normalized) allegiance=Boggs
0.1496 * (normalized) allegiance=Bolton
-0.1812 * (normalized) allegiance=Botley
0.1497 * (normalized) allegiance=Bracken
-0.253 * (normalized) allegiance=Brax
0.4558 * (normalized) allegiance=Broom
0.3312 * (normalized) allegiance=Buckler
0.1495 * (normalized) allegiance=Bulwer
-1 * (normalized) allegiance=Bushy
1 * (normalized) allegiance=Butterwell
-1 * (normalized) allegiance=Byrch
-1 * (normalized) allegiance=Bywater
-1 * (normalized) allegiance=Cafferen
0.0234 * (normalized) allegiance=Caron
-1.5422 * (normalized) allegiance=Cassel
0.1493 * (normalized) allegiance=Caswell
0.3344 * (normalized) allegiance=Celtigar
-1.8472 * (normalized) allegiance=Cerwyn
-0.3593 * (normalized) allegiance=Chelsted
-1.6679 * (normalized) allegiance=Clegane
0.15 * (normalized) allegiance=Clifton
0.0875 * (normalized) allegiance=Cockshaw
0.3314 * (normalized) allegiance=Condon
0.1489 * (normalized) allegiance=Conklyn
0.1492 * (normalized) allegiance=Connington
0.275 * (normalized) allegiance=Corbray
0.2704 * (normalized) allegiance=Costayne
-0.0334 * (normalized) allegiance=Crabb
0.1487 * (normalized) allegiance=Crakehall
0.3322 * (normalized) allegiance=Crane
-0.0951 * (normalized) allegiance=Cuy
0.1779 * (normalized) allegiance=Dalt
-0.0337 * (normalized) allegiance=Darklyn
-1.5709 * (normalized) allegiance=Darry
0.3314 * (normalized) allegiance=Dayne
0.0268 * (normalized) allegiance=Drinkwater
0.3965 * (normalized) allegiance=Drumm
-1 * (normalized) allegiance=Dustin
-1 * (normalized) allegiance=Egen
0.1501 * (normalized) allegiance=Estermont
0.1831 * (normalized) allegiance=Estren
0.1481 * (normalized) allegiance=Farwynd
-0.0571 * (normalized) allegiance=Flint
0.1495 * (normalized) allegiance=Florent
0.2103 * (normalized) allegiance=Foote
0.15 * (normalized) allegiance=Fossoway
0.7349 * (normalized) allegiance=Fowler
0.1504 * (normalized) allegiance=Frey
0.026 * (normalized) allegiance=Gargalen
-1 * (normalized) allegiance=Gaunt
0.2136 * (normalized) allegiance=Glover
0 * (normalized) allegiance=Goodbrook
0.0022 * (normalized) allegiance=Goodbrother
0.0883 * (normalized) allegiance=Gower
0 * (normalized) allegiance=Grafton
-1 * (normalized) allegiance=Grandison
0 * (normalized) allegiance=Greenfield
0.301 * (normalized) allegiance=Grell
-0.1196 * (normalized) allegiance=Greyjoy
0.1709 * (normalized) allegiance=Haigh
0.2704 * (normalized) allegiance=Harclay
0 * (normalized) allegiance=Hardyng
0.1246 * (normalized) allegiance=Harlaw
0.281 * (normalized) allegiance=Hasty
0.1499 * (normalized) allegiance=Hawick
-0.0331 * (normalized) allegiance=Hetherspoon
0 * (normalized) allegiance=Hightower
0.3503 * (normalized) allegiance=Hoare
-0.0335 * (normalized) allegiance=Hollard
-1 * (normalized) allegiance=Hornwood
0.0276 * (normalized) allegiance=Hunt
0 * (normalized) allegiance=Hunter
-0.0336 * (normalized) allegiance=Inchfield
0.2462 * (normalized) allegiance=Ironmaker
0.0882 * (normalized) allegiance=Jast
0.0884 * (normalized) allegiance=Jordayne
0.0368 * (normalized) allegiance=Karstark
0.0872 * (normalized) allegiance=Kenning
0.1509 * (normalized) allegiance=Kettleblack
0.1439 * (normalized) allegiance=Lannister
-0.2406 * (normalized) allegiance=Lefford
0.149 * (normalized) allegiance=Leygood
-0.0331 * (normalized) allegiance=Lorch
0.8358 * (normalized) allegiance=Lothston
0.0258 * (normalized) allegiance=Lychester
0.1523 * (normalized) allegiance=Lydden
0.0277 * (normalized) allegiance=Lynderly
-1 * (normalized) allegiance=Mallery
0.1535 * (normalized) allegiance=Mallister
0.0787 * (normalized) allegiance=Manderly
0.1501 * (normalized) allegiance=Manwoody
0.215 * (normalized) allegiance=Marbrand
0.1862 * (normalized) allegiance=Martell
0.1483 * (normalized) allegiance=Meadows
0.0027 * (normalized) allegiance=Merlyn
1 * (normalized) allegiance=Merryweather
0.274 * (normalized) allegiance=Mollen
-1 * (normalized) allegiance=Moore
0.0874 * (normalized) allegiance=Morrigen
0.4365 * (normalized) allegiance=Mudd
0.1494 * (normalized) allegiance=Mullendore
0.001 * (normalized) allegiance=Myre
0.149 * (normalized) allegiance=Nayland
0.1498 * (normalized) allegiance=Norcross
-0.2221 * (normalized) allegiance=Norrey
0.1484 * (normalized) allegiance=Norridge
1 * (normalized) allegiance=Nymeros
-1 * (normalized) allegiance=Oakheart
0.1498 * (normalized) allegiance=Osgrey
0.3321 * (normalized) allegiance=Paege
0 * (normalized) allegiance=Peake
0.1493 * (normalized) allegiance=Penrose
0.244 * (normalized) allegiance=Piper
0.6707 * (normalized) allegiance=Plumm
0.3068 * (normalized) allegiance=Prester
-1 * (normalized) allegiance=Rambton
0.152 * (normalized) allegiance=Redbeard
0.2455 * (normalized) allegiance=Redfort
0.2747 * (normalized) allegiance=Redwyne
0.041 * (normalized) allegiance=Reed
0.1492 * (normalized) allegiance=Reyne
0.1489 * (normalized) allegiance=Rhysling
0.1493 * (normalized) allegiance=Risley
-1 * (normalized) allegiance=Roote
-1.4805 * (normalized) allegiance=Rosby
0.1841 * (normalized) allegiance=Rowan
0.2137 * (normalized) allegiance=Royce
0.3313 * (normalized) allegiance=Ryger
-0.0334 * (normalized) allegiance=Ryswell
-0.3111 * (normalized) allegiance=Santagar
0.1489 * (normalized) allegiance=Sarsfield
-0.2785 * (normalized) allegiance=Seaworth
0.1246 * (normalized) allegiance=Selmy
0.1481 * (normalized) allegiance=Serry
0 * (normalized) allegiance=Sharp
0.002 * (normalized) allegiance=Shepherd
0.3316 * (normalized) allegiance=Slynt
1 * (normalized) allegiance=Smallwood
0.1485 * (normalized) allegiance=Spicer
0.3069 * (normalized) allegiance=Stackspear
0.0877 * (normalized) allegiance=Staedmon
0.1505 * (normalized) allegiance=Stark
0.1485 * (normalized) allegiance=Staunton
-0.0867 * (normalized) allegiance=Stokeworth
0.3313 * (normalized) allegiance=Stout
0.2108 * (normalized) allegiance=Strickland
-0.0335 * (normalized) allegiance=Strong
-1 * (normalized) allegiance=Sunglass
0.3316 * (normalized) allegiance=Swann
1 * (normalized) allegiance=Swyft
-0.4515 * (normalized) allegiance=Tallhart
0.1495 * (normalized) allegiance=Targaryen
0.612 * (normalized) allegiance=Tarly
-0.0335 * (normalized) allegiance=Tarth
0.1487 * (normalized) allegiance=Thorne
0.0916 * (normalized) allegiance=Toland
0.1503 * (normalized) allegiance=Tollett
-1 * (normalized) allegiance=Toyne
0.2138 * (normalized) allegiance=Trant
-0.0516 * (normalized) allegiance=Tully
0.0276 * (normalized) allegiance=Turnberry
0.2697 * (normalized) allegiance=Tyrell
0.775 * (normalized) allegiance=Uffering
0.239 * (normalized) allegiance=Uller
0.241 * (normalized) allegiance=Umber
0.0926 * (normalized) allegiance=Vaith
0.2092 * (normalized) allegiance=Vance
0.089 * (normalized) allegiance=Varner
0.025 * (normalized) allegiance=Velaryon
0.1502 * (normalized) allegiance=Vikary
0.028 * (normalized) allegiance=Vypren
0.2454 * (normalized) allegiance=Vyrwel
0.0821 * (normalized) allegiance=Wagstaff
0.1472 * (normalized) allegiance=Wayn
0.1494 * (normalized) allegiance=Waynwood
0.4462 * (normalized) allegiance=Webber
-1 * (normalized) allegiance=Wells
0.0274 * (normalized) allegiance=Wellsofthe
0 * (normalized) allegiance=Westerling
-1 * (normalized) allegiance=Whent
0.1508 * (normalized) allegiance=Willum
0.0299 * (normalized) allegiance=Wode
0.1499 * (normalized) allegiance=Woods
-0.1604 * (normalized) allegiance=Wull
0.1489 * (normalized) allegiance=Wylde
0.0873 * (normalized) allegiance=Yronwood
2.8347 * (normalized) born
-0.1317 * (normalized) title=Iron King
0.1125 * (normalized) title=King in the North
-1.4758 * (normalized) title=Hand of the King
0.0156 * (normalized) title=King
0.1111 * (normalized) title=Princess
-0.7519 * (normalized) title=Prince
-0.0885 * (normalized) title=Lord Commander
-0.0439 * (normalized) title=Queen
0.2241 * (normalized) title=Lady
0.2942 * (normalized) title=Knight
-0.0961 * (normalized) title=Commander
-0.0441 * (normalized) title=Captain
0.1716 * (normalized) title=Archmaester
0.1367 * (normalized) title=Maester
-0.2888 * (normalized) title=Master
1 * (normalized) title=Admiral
0.0782 * (normalized) title=Lord
-0.1667 * (normalized) title=Sword
0.0774 * (normalized) title=Steward
0.0159 * (normalized) title=Cupbearer
0.2586 * (normalized) title=Septa
0.0171 * (normalized) title=Septon
0.0171 * (normalized) title=Wisdom
0.2356 * (normalized) title=Khal
0.3586 * (normalized) title=Bloodrider
-0.0534 * (normalized) title=Castellan
0.0164 * (normalized) title=Ser
-0.1274 * (normalized) book1
-0.0017 * (normalized) book2
-0.2432 * (normalized) book3
0.2445 * (normalized) book4
-0.0003 * (normalized) book5
1.4974

Number of kernel evaluations: 1973493 (91.705% cached)

Time taken to build model: 3.89 seconds

=== Stratified cross-validation === === Summary ===

Correctly Classified Instances 1740 77.8523 % Incorrectly Classified Instances 495 22.1477 % Kappa statistic 0.1369 Mean absolute error 0.2215 Root mean squared error 0.4706 Relative absolute error 63.7373 % Root relative squared error 112.9293 % Total Number of Instances 2235

=== Detailed Accuracy By Class ===

           TP Rate   FP Rate   Precision   Recall  F-Measure   ROC Area  Class
             0.138     0.037      0.519     0.138     0.218      0.551    dead
             0.963     0.862      0.795     0.963     0.871      0.551    alive

Weighted Avg. 0.779 0.677 0.733 0.779 0.725 0.551

=== Confusion Matrix ===

a    b   <-- classified as

69 431 | a = dead 64 1671 | b = alive

subburamr commented 8 years ago

output_with_books_SMO_RBFKernel.txt

Hack3l commented 8 years ago

Comparison of all outputs

POLY KERNEL WITHOUT BOOKS Correctly Classified Instances 1729 77.3602 % Incorrectly Classified Instances 506 22.6398 % Mean absolute error 0.2264 Root mean squared error 0.4758

RBF KERNEL WITHOUT BOOKS Correctly Classified Instances 1735 77.6286 % Incorrectly Classified Instances 500 22.3714 % Mean absolute error 0.2237 Root mean squared error 0.473

POLY KERNEL WITH BOOKS Correctly Classified Instances 1740 77.8523 % Incorrectly Classified Instances 495 22.1477 % Mean absolute error 0.2215 Root mean squared error 0.4706

RBF KERNEL WITH BOOKS Correctly Classified Instances 1735 77.6286 % Incorrectly Classified Instances 500 22.3714 % Mean absolute error 0.2237 Root mean squared error 0.473

POLY KERNEL WITH BOOLEAN BOOKS Correctly Classified Instances 1747 78.1655 % Incorrectly Classified Instances 488 21.8345 % Mean absolute error 0.2183 Root mean squared error 0.4673

RBF KERNEL WITH BOOLEAN BOOKS Correctly Classified Instances 1735 77.6286 % Incorrectly Classified Instances 500 22.3714 % Mean absolute error 0.2237 Root mean squared error 0.473

POLY KERNEL WITH BOOKS(WITHOUT MENTIONS) Correctly Classified Instances 1738 77.7629 % Incorrectly Classified Instances 497 22.2371 % Mean absolute error 0.2224 Root mean squared error 0.4716

RBF KERNEL WITH BOOKS(WIHTOU MENTIONS) Correctly Classified Instances 1735 77.6286 % Incorrectly Classified Instances 500 22.3714 % Mean absolute error 0.2237 Root mean squared error 0.473

POLY KERNEl WITH BOOLEAN BOOKS(WITHOUT MENTIONS) Correctly Classified Instances 1745 78.0761 % Incorrectly Classified Instances 490 21.9239 % Mean absolute error 0.2192 Root mean squared error 0.4682

RBF KERNEL WITH BOOLEAN BOOKS(WITHOUT MENTIONS) Correctly Classified Instances 1735 77.6286 % Incorrectly Classified Instances 500 22.3714 % Mean absolute error 0.2192 Root mean squared error 0.4682

subburamr commented 8 years ago

The data set with books as additional features (boolean values for character appearances in books) has been pushed upstream to the develop branch.

Weka Results Summary: POLY KERNEL WITH BOOLEAN BOOKS Correctly Classified Instances 1747 78.1655 % Incorrectly Classified Instances 488 21.8345 % Mean absolute error 0.2183 Root mean squared error 0.4673

RBF KERNEL WITH BOOLEAN BOOKS Correctly Classified Instances 1735 77.6286 % Incorrectly Classified Instances 500 22.3714 % Mean absolute error 0.2237 Root mean squared error 0.473

Rostlab / JS16_ProjectB_Group6

Test if books are a good feature #2

Comparison of all outputs