forked from scalation/analytics
-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathanalytics.owl
More file actions
1486 lines (1054 loc) · 62.4 KB
/
analytics.owl
File metadata and controls
1486 lines (1054 loc) · 62.4 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
<?xml version="1.0"?>
<!DOCTYPE rdf:RDF [
<!ENTITY terms "http://purl.org/dc/terms/" >
<!ENTITY owl "http://www.w3.org/2002/07/owl#" >
<!ENTITY xsd "http://www.w3.org/2001/XMLSchema#" >
<!ENTITY rdfs "http://www.w3.org/2000/01/rdf-schema#" >
<!ENTITY rdf "http://www.w3.org/1999/02/22-rdf-syntax-ns#" >
<!ENTITY protege "http://protege.stanford.edu/plugins/owl/protege#" >
<!ENTITY xsp "http://www.owl-ontologies.com/2005/08/07/xsp.owl#" >
<!ENTITY analytics "https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#" >
]>
<rdf:RDF xmlns="https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#"
xml:base="https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl"
xmlns:analytics="https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#"
xmlns:xsp="http://www.owl-ontologies.com/2005/08/07/xsp.owl#"
xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
xmlns:terms="http://purl.org/dc/terms/"
xmlns:owl="http://www.w3.org/2002/07/owl#"
xmlns:protege="http://protege.stanford.edu/plugins/owl/protege#"
xmlns:xsd="http://www.w3.org/2001/XMLSchema#"
xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#">
<owl:Ontology rdf:about="https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl">
<rdfs:label rdf:datatype="&xsd;string">Analytics Ontology</rdfs:label>
<owl:versionInfo rdf:datatype="&xsd;string">1.0</owl:versionInfo>
<rdfs:comment rdf:datatype="&xsd;string">This ontology aims to provide comphresensive yet practical representation of data analytics framework.</rdfs:comment>
<rdfs:seeAlso rdf:datatype="&xsd;anyURI">http://cobweb.cs.uga.edu/~jam/scalation.html</rdfs:seeAlso>
<terms:creator xml:lang="en">John A. Miller</terms:creator>
<terms:creator xml:lang="en">Michael E. Cotterell</terms:creator>
<terms:creator xml:lang="en">Mustafa V. Nural</terms:creator>
<owl:versionIRI rdf:resource="https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl"/>
</owl:Ontology>
<!--
///////////////////////////////////////////////////////////////////////////////////////
//
// Annotation properties
//
///////////////////////////////////////////////////////////////////////////////////////
-->
<!-- http://purl.org/dc/terms/alternative -->
<owl:AnnotationProperty rdf:about="&terms;alternative"/>
<!-- http://purl.org/dc/terms/creator -->
<owl:AnnotationProperty rdf:about="&terms;creator"/>
<!-- http://purl.org/dc/terms/description -->
<owl:AnnotationProperty rdf:about="&terms;description"/>
<!-- http://purl.org/dc/terms/source -->
<owl:AnnotationProperty rdf:about="&terms;source"/>
<!--
///////////////////////////////////////////////////////////////////////////////////////
//
// Object Properties
//
///////////////////////////////////////////////////////////////////////////////////////
-->
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#hasLinkFunction -->
<owl:ObjectProperty rdf:about="&analytics;hasLinkFunction">
<rdfs:range rdf:resource="&analytics;Function"/>
<rdfs:domain rdf:resource="&analytics;GZLM"/>
</owl:ObjectProperty>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#hasPredictorVariable -->
<owl:ObjectProperty rdf:about="&analytics;hasPredictorVariable">
<rdfs:domain rdf:resource="&analytics;Model"/>
<rdfs:range rdf:resource="&analytics;Variable"/>
<owl:propertyDisjointWith rdf:resource="&analytics;hasResponseVariable"/>
<rdfs:subPropertyOf rdf:resource="&analytics;hasVariable"/>
</owl:ObjectProperty>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#hasResidualDistribution -->
<owl:ObjectProperty rdf:about="&analytics;hasResidualDistribution">
<rdfs:range rdf:resource="&analytics;Distribution"/>
<rdfs:domain rdf:resource="&analytics;Model"/>
</owl:ObjectProperty>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#hasResponseVariable -->
<owl:ObjectProperty rdf:about="&analytics;hasResponseVariable">
<rdfs:domain rdf:resource="&analytics;Model"/>
<rdfs:range rdf:resource="&analytics;Variable"/>
<rdfs:subPropertyOf rdf:resource="&analytics;hasVariable"/>
</owl:ObjectProperty>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#hasVariable -->
<owl:ObjectProperty rdf:about="&analytics;hasVariable">
<rdfs:domain rdf:resource="&analytics;Model"/>
<rdfs:range rdf:resource="&analytics;Variable"/>
</owl:ObjectProperty>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#hasVariableType -->
<owl:ObjectProperty rdf:about="&analytics;hasVariableType">
<rdf:type rdf:resource="&owl;FunctionalProperty"/>
<rdfs:domain rdf:resource="&analytics;Variable"/>
<rdfs:range rdf:resource="&analytics;Variable_Type"/>
</owl:ObjectProperty>
<!--
///////////////////////////////////////////////////////////////////////////////////////
//
// Classes
//
///////////////////////////////////////////////////////////////////////////////////////
-->
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#ANCOVA -->
<owl:Class rdf:about="&analytics;ANCOVA">
<rdfs:label xml:lang="en">ANCOVA</rdfs:label>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;GLM"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasPredictorVariable"/>
<owl:someValuesFrom>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasVariableType"/>
<owl:allValuesFrom rdf:resource="&analytics;Categorical"/>
</owl:Restriction>
</owl:someValuesFrom>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<rdfs:subClassOf rdf:resource="&analytics;GLM"/>
<terms:alternative xml:lang="en">Analysis of Covariance</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#ANOVA -->
<owl:Class rdf:about="&analytics;ANOVA">
<rdfs:label xml:lang="en">ANOVA</rdfs:label>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;ANCOVA"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasPredictorVariable"/>
<owl:allValuesFrom>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasVariableType"/>
<owl:allValuesFrom rdf:resource="&analytics;Categorical"/>
</owl:Restriction>
</owl:allValuesFrom>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<rdfs:subClassOf rdf:resource="&analytics;ANCOVA"/>
<terms:alternative xml:lang="en">Analysis of Variance</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Algorithm -->
<owl:Class rdf:about="&analytics;Algorithm"/>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Bernoulli_Distribution -->
<owl:Class rdf:about="&analytics;Bernoulli_Distribution">
<rdfs:label xml:lang="en">Bernoulli Distribution</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Exponential_Family"/>
<rdfs:seeAlso rdf:datatype="&xsd;anyURI">http://www.math.uah.edu/stat/bernoulli/Introduction.html</rdfs:seeAlso>
<terms:description xml:lang="en">A Bernoulli distribution is a probability distribution that models the Bernoulli trials process. A sequence of Bernoulli trials satisfies the following assumptions: i) Each trial has two possible outcomes, in the language of reliability called success and failure; ii) The trials are independent;
iii) On each trial, the probability of success is p and the probability of failure is 1−p where p is an element of [0,1].</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Binary -->
<owl:Class rdf:about="&analytics;Binary">
<rdfs:label xml:lang="en">Binary</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Categorical"/>
<owl:disjointWith rdf:resource="&analytics;Ordinal"/>
<terms:description xml:lang="en">A variable with a binary variable type generally denotes that the domain of discourse of the variable is dichotomous. This means that the variable can only take on one of two values.</terms:description>
<terms:alternative xml:lang="en">Dichotomous</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Binomial_Distribution -->
<owl:Class rdf:about="&analytics;Binomial_Distribution">
<rdfs:label xml:lang="en">Binomial Distribution</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Exponential_Family"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Categorical -->
<owl:Class rdf:about="&analytics;Categorical">
<rdfs:label xml:lang="en">Categorical</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Discrete"/>
<owl:disjointWith rdf:resource="&analytics;Integer"/>
<terms:description xml:lang="en">A variable with a categorical variable type generally denotes that the domain of discourse of the variable is polychotomous. This means that the variable can take on one of a finite number of values.</terms:description>
<terms:alternative xml:lang="en">Polychotomous</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Cholesky_Factorization -->
<owl:Class rdf:about="&analytics;Cholesky_Factorization">
<rdfs:subClassOf rdf:resource="&analytics;Algorithm"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Continuous -->
<owl:Class rdf:about="&analytics;Continuous">
<rdfs:label xml:lang="en">Continuous</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Variable_Type"/>
<owl:disjointWith rdf:resource="&analytics;Discrete"/>
<terms:description xml:lang="en">A variable with a continuous variable type generally denotes that the domain of discourse for the variable is the set of real numbers.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Discrete -->
<owl:Class rdf:about="&analytics;Discrete">
<rdfs:label xml:lang="en">Discrete</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Variable_Type"/>
<terms:description xml:lang="en">A variable with a discrete variable type generally denotes that the domain of discourse of the variable includes only elements that are individually separate and distinct.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Distribution -->
<owl:Class rdf:about="&analytics;Distribution">
<rdfs:label xml:lang="en">Distribution</rdfs:label>
<terms:description xml:lang="en">A probability distribution assigns a probability to each measurable subset of the possible outcomes of a random experiment, survey, or procedure of statistical inference.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Eigenvector_Approach -->
<owl:Class rdf:about="&analytics;Eigenvector_Approach">
<rdfs:subClassOf rdf:resource="&analytics;Singular_Value_Decomposition"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Estimation_Procedure -->
<owl:Class rdf:about="&analytics;Estimation_Procedure"/>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Exponential_Distribution -->
<owl:Class rdf:about="&analytics;Exponential_Distribution">
<rdfs:label xml:lang="en">Exponential Distribution</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Exponential_Family"/>
<rdfs:seeAlso rdf:datatype="&xsd;anyURI">http://www.math.uah.edu/stat/poisson/Exponential.html</rdfs:seeAlso>
<terms:description xml:lang="en">An exponential distribution is a probability distribution that models the time between subsequent events based on a rate parameter.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Exponential_Family -->
<owl:Class rdf:about="&analytics;Exponential_Family">
<rdfs:label xml:lang="en">Exponential Family</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Distribution"/>
<terms:source xml:lang="en">FISHER, R. A. (1934). Two new properties of mathematical likelihood. Proceedings of the Royal Society A, 144, 285-307.</terms:source>
<terms:description xml:lang="en">The exponential family of distributions is the set of probability distributions whose probaility distribution functions (PDFs) and cumulative distribution functions (CDFs) can be written such that their terms are moved to the exponent (often called the canonical form.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Exponential_Regression -->
<owl:Class rdf:about="&analytics;Exponential_Regression">
<rdfs:label xml:lang="en">Exponential Regression</rdfs:label>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;GZLM"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasPredictorVariable"/>
<owl:allValuesFrom>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasVariableType"/>
<owl:allValuesFrom rdf:resource="&analytics;Continuous"/>
</owl:Restriction>
</owl:allValuesFrom>
</owl:Restriction>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasResponseVariable"/>
<owl:allValuesFrom>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasVariableType"/>
<owl:allValuesFrom rdf:resource="&analytics;Non_Negative_Continuous"/>
</owl:Restriction>
</owl:allValuesFrom>
</owl:Restriction>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasLinkFunction"/>
<owl:onClass rdf:resource="&analytics;Log_Function"/>
<owl:minQualifiedCardinality rdf:datatype="&xsd;nonNegativeInteger">1</owl:minQualifiedCardinality>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;Exponential_Regression"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasResidualDistribution"/>
<owl:allValuesFrom rdf:resource="&analytics;Exponential_Distribution"/>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<rdfs:subClassOf rdf:resource="&analytics;GZLM"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Function -->
<owl:Class rdf:about="&analytics;Function">
<rdfs:label xml:lang="en">Function</rdfs:label>
<rdfs:seeAlso rdf:datatype="&xsd;anyURI">http://mathworld.wolfram.com/Function.html</rdfs:seeAlso>
<terms:description xml:lang="en">A function is a relation that uniquely associates members of one set with members of another set.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#GEE -->
<owl:Class rdf:about="&analytics;GEE">
<rdfs:label xml:lang="en">GEE</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Model"/>
<terms:alternative xml:lang="en">Generalized Estimating Equation</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#GLM -->
<owl:Class rdf:about="&analytics;GLM">
<rdfs:label xml:lang="en">GLM</rdfs:label>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;GLM"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasLinkFunction"/>
<owl:onClass rdf:resource="&analytics;Identity_Function"/>
<owl:minQualifiedCardinality rdf:datatype="&xsd;nonNegativeInteger">1</owl:minQualifiedCardinality>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;GZLM"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasResponseVariable"/>
<owl:allValuesFrom>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasVariableType"/>
<owl:allValuesFrom rdf:resource="&analytics;Continuous"/>
</owl:Restriction>
</owl:allValuesFrom>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<rdfs:subClassOf rdf:resource="&analytics;GZLM"/>
<terms:alternative xml:lang="en">General Linear Model</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#GLMM -->
<owl:Class rdf:about="&analytics;GLMM">
<rdfs:label xml:lang="en">GLMM</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Model"/>
<terms:alternative xml:lang="en">Generalized Linear Mixed Model</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#GZLM -->
<owl:Class rdf:about="&analytics;GZLM">
<rdfs:label xml:lang="en">GZLM</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;GLMM"/>
<terms:alternative xml:lang="en">Generalized Linear Model</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Gamma_Distribution -->
<owl:Class rdf:about="&analytics;Gamma_Distribution">
<rdfs:label xml:lang="en">Gamma Distribution</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Exponential_Family"/>
<rdfs:seeAlso rdf:datatype="&xsd;anyURI">http://www.math.uah.edu/stat/special/Gamma.html</rdfs:seeAlso>
<terms:description xml:lang="en">The gamma distribution family is a subset of the exponential family of distributions that have a shape parameter and a rate parameter.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Gamma_Regression -->
<owl:Class rdf:about="&analytics;Gamma_Regression">
<rdfs:label xml:lang="en">Gamma Regression</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;GZLM"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Gaussian_Inverse -->
<owl:Class rdf:about="&analytics;Gaussian_Inverse">
<rdfs:subClassOf rdf:resource="&analytics;Algorithm"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Golub-Kahan-Reinsch -->
<owl:Class rdf:about="&analytics;Golub-Kahan-Reinsch">
<rdfs:subClassOf rdf:resource="&analytics;Singular_Value_Decomposition"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Householder_Rotations -->
<owl:Class rdf:about="&analytics;Householder_Rotations">
<rdfs:subClassOf rdf:resource="&analytics;Algorithm"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Identity_Function -->
<owl:Class rdf:about="&analytics;Identity_Function">
<rdfs:label xml:lang="en">Identity Function</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Function"/>
<terms:description xml:lang="en">The identity function, given a number x, returns x (the identity).</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Implicit_QR_Shift -->
<owl:Class rdf:about="&analytics;Implicit_QR_Shift">
<rdfs:subClassOf rdf:resource="&analytics;Singular_Value_Decomposition"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Integer -->
<owl:Class rdf:about="&analytics;Integer">
<rdfs:label xml:lang="en">Integer</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Discrete"/>
<terms:description xml:lang="en">A variable with an integer variable type generally denotes that the domain of discourse for the variable is the set of integer numbers.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Inverse_Function -->
<owl:Class rdf:about="&analytics;Inverse_Function">
<rdfs:label xml:lang="en">Inverse Function</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Function"/>
<terms:description xml:lang="en">The inverse function is a function that reverses another function.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#LU_Factorization -->
<owl:Class rdf:about="&analytics;LU_Factorization">
<rdfs:subClassOf rdf:resource="&analytics;Algorithm"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Log_Function -->
<owl:Class rdf:about="&analytics;Log_Function">
<rdfs:label xml:lang="en">Log Function</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Function"/>
<terms:alternative xml:lang="en">Natural Log Function</terms:alternative>
<terms:description xml:lang="en">The natural logarithm function, given a number x, produces a result y such that x = exp(y).</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Logistic_Regression -->
<owl:Class rdf:about="&analytics;Logistic_Regression">
<rdfs:label xml:lang="en">Logistic Regression</rdfs:label>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;GZLM"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasResponseVariable"/>
<owl:allValuesFrom>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasVariableType"/>
<owl:allValuesFrom rdf:resource="&analytics;Binary"/>
</owl:Restriction>
</owl:allValuesFrom>
</owl:Restriction>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasLinkFunction"/>
<owl:onClass rdf:resource="&analytics;Logit_Function"/>
<owl:minQualifiedCardinality rdf:datatype="&xsd;nonNegativeInteger">1</owl:minQualifiedCardinality>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;Logistic_Regression"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasResidualDistribution"/>
<owl:allValuesFrom rdf:resource="&analytics;Bernoulli_Distribution"/>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<rdfs:subClassOf rdf:resource="&analytics;GZLM"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Logit_Function -->
<owl:Class rdf:about="&analytics;Logit_Function">
<rdfs:label xml:lang="en">Logit Function</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Function"/>
<terms:description xml:lang="en">The logit function is the inverse of the logistic transform.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Maximum_Likelihood -->
<owl:Class rdf:about="&analytics;Maximum_Likelihood">
<rdfs:subClassOf rdf:resource="&analytics;Estimation_Procedure"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Model -->
<owl:Class rdf:about="&analytics;Model">
<rdfs:label xml:lang="en">Model</rdfs:label>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Modified_Gram_Schmidt_Orthogonalization -->
<owl:Class rdf:about="&analytics;Modified_Gram_Schmidt_Orthogonalization">
<rdfs:subClassOf rdf:resource="&analytics;QR_Factorization"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Multiple_Linear_Regression -->
<owl:Class rdf:about="&analytics;Multiple_Linear_Regression">
<rdfs:label xml:lang="en">Muliple Linear Regression</rdfs:label>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;GLM"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasPredictorVariable"/>
<owl:someValuesFrom>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasVariableType"/>
<owl:allValuesFrom rdf:resource="&analytics;Continuous"/>
</owl:Restriction>
</owl:someValuesFrom>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<rdfs:subClassOf rdf:resource="&analytics;GLM"/>
<terms:alternative xml:lang="en">MLR</terms:alternative>
<terms:alternative xml:lang="en">Multiple Regression</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Naive_Bayes -->
<owl:Class rdf:about="&analytics;Naive_Bayes">
<rdfs:label xml:lang="en">Naive Bayes</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Model"/>
<terms:alternative xml:lang="en">Naïve Bayes</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Negative_Binomial_Distribution -->
<owl:Class rdf:about="&analytics;Negative_Binomial_Distribution">
<rdfs:label xml:lang="en">Negative Binomial Distribution</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Exponential_Family"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Negative_Binomial_Regression -->
<owl:Class rdf:about="&analytics;Negative_Binomial_Regression">
<rdfs:label xml:lang="en">Negative Binomial Regression</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;GZLM"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Non_Negative_Continuous -->
<owl:Class rdf:about="&analytics;Non_Negative_Continuous">
<rdfs:label xml:lang="en">Non-Negative Continuous</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Continuous"/>
<terms:description xml:lang="en">A variable with a continuous non-negative variable type generally denotes that the domain of discourse for the variable is the set of all non-negative real numbers.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Non_Negative_Integer -->
<owl:Class rdf:about="&analytics;Non_Negative_Integer">
<rdfs:label xml:lang="en">Non-Negative Integer</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Integer"/>
<terms:description xml:lang="en">A variable with an integer non-negative variable type generally denotes that the domain of discourse for the variable is the set of all non-negative integer numbers.</terms:description>
<terms:alternative xml:lang="en">Natural</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Normal_Distribution -->
<owl:Class rdf:about="&analytics;Normal_Distribution">
<rdfs:label xml:lang="en">Normal Distribution</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Exponential_Family"/>
<terms:alternative xml:lang="en">Gaussian Distribution</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Ordinal -->
<owl:Class rdf:about="&analytics;Ordinal">
<rdfs:label xml:lang="en">Ordinal</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Categorical"/>
<terms:description xml:lang="en">A variable with an ordinal variable type generally denotes that the domain of discourse of the variable is polychotomous and ordered. This means that the variable can take on one of a finite number of values and that the set has an ordering.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Ordinal_Logistic_Regression -->
<owl:Class rdf:about="&analytics;Ordinal_Logistic_Regression">
<rdfs:label xml:lang="en">Ordinal Logistic Regression</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;GZLM"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Ordinary_Least_Squares -->
<owl:Class rdf:about="&analytics;Ordinary_Least_Squares">
<rdfs:subClassOf rdf:resource="&analytics;Estimation_Procedure"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Parameter -->
<owl:Class rdf:about="&analytics;Parameter"/>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Perceptron -->
<owl:Class rdf:about="&analytics;Perceptron">
<rdfs:label xml:lang="en">Perceptron</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Model"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Poisson_Distribution -->
<owl:Class rdf:about="&analytics;Poisson_Distribution">
<rdfs:label xml:lang="en">Poisson Distribution</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Exponential_Family"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Poisson_Regression -->
<owl:Class rdf:about="&analytics;Poisson_Regression">
<rdfs:label xml:lang="en">Poisson Regression</rdfs:label>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;GZLM"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasResponseVariable"/>
<owl:allValuesFrom>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasVariableType"/>
<owl:allValuesFrom rdf:resource="&analytics;Non_Negative_Integer"/>
</owl:Restriction>
</owl:allValuesFrom>
</owl:Restriction>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasLinkFunction"/>
<owl:onClass>
<owl:Class>
<owl:unionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;Identity_Function"/>
<rdf:Description rdf:about="&analytics;Log_Function"/>
<rdf:Description rdf:about="&analytics;Square_Root_Function"/>
</owl:unionOf>
</owl:Class>
</owl:onClass>
<owl:minQualifiedCardinality rdf:datatype="&xsd;nonNegativeInteger">1</owl:minQualifiedCardinality>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;Poisson_Regression"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasResidualDistribution"/>
<owl:allValuesFrom rdf:resource="&analytics;Binomial_Distribution"/>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<rdfs:subClassOf rdf:resource="&analytics;GZLM"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Polynomial_Regression -->
<owl:Class rdf:about="&analytics;Polynomial_Regression">
<rdfs:label xml:lang="en">Polynomial Regression</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;GLM"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#QR_Factorization -->
<owl:Class rdf:about="&analytics;QR_Factorization">
<rdfs:subClassOf rdf:resource="&analytics;Algorithm"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Quasi_Likelihood -->
<owl:Class rdf:about="&analytics;Quasi_Likelihood">
<rdfs:subClassOf rdf:resource="&analytics;Estimation_Procedure"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Reciprocal_Function -->
<owl:Class rdf:about="&analytics;Reciprocal_Function">
<rdfs:label xml:lang="en">Reciprocal Function</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Function"/>
<terms:description xml:lang="en">The reciprocal function, given a number x, returns 1/x (i.e., the reciprocal).</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Response_Surface_Analysis -->
<owl:Class rdf:about="&analytics;Response_Surface_Analysis">
<rdfs:label xml:lang="en">Response Surface Analysis</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;GLM"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Simple_Linear_Regression -->
<owl:Class rdf:about="&analytics;Simple_Linear_Regression">
<rdfs:label xml:lang="en">Simple Linear Regression</rdfs:label>
<owl:equivalentClass>
<owl:Class>
<owl:intersectionOf rdf:parseType="Collection">
<rdf:Description rdf:about="&analytics;Multiple_Linear_Regression"/>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasPredictorVariable"/>
<owl:onClass rdf:resource="&analytics;Variable"/>
<owl:qualifiedCardinality rdf:datatype="&xsd;nonNegativeInteger">1</owl:qualifiedCardinality>
</owl:Restriction>
</owl:intersectionOf>
</owl:Class>
</owl:equivalentClass>
<rdfs:subClassOf rdf:resource="&analytics;Multiple_Linear_Regression"/>
<terms:alternative xml:lang="en">SLR</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Singular_Value_Decomposition -->
<owl:Class rdf:about="&analytics;Singular_Value_Decomposition">
<rdfs:subClassOf rdf:resource="&analytics;Algorithm"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Square_Root_Function -->
<owl:Class rdf:about="&analytics;Square_Root_Function">
<rdfs:label xml:lang="en">Square Root Function</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;Function"/>
<terms:description xml:lang="en">The square root function, given a number x, returns a value y such that y * y = x. In most cases, this function produces a positive value. If the input to the function is a negative number, then the function produces a complex number.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Transformed_Multiple_Linear_Regression -->
<owl:Class rdf:about="&analytics;Transformed_Multiple_Linear_Regression">
<rdfs:label xml:lang="en">Transformed Multiple Linear Regression</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;GLM"/>
<terms:alternative xml:lang="en">Transformed Multiple Regression</terms:alternative>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Trigonometric_Regression -->
<owl:Class rdf:about="&analytics;Trigonometric_Regression">
<rdfs:label xml:lang="en">Trigonometric Regression</rdfs:label>
<rdfs:subClassOf rdf:resource="&analytics;GLM"/>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Variable -->
<owl:Class rdf:about="&analytics;Variable">
<rdfs:label xml:lang="en">Variable</rdfs:label>
<terms:description xml:lang="en">A variable is an element, feature, or factor that is liable to vary or change.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Variable_Type -->
<owl:Class rdf:about="&analytics;Variable_Type">
<rdfs:label xml:lang="en">Variable Type</rdfs:label>
<terms:description xml:lang="en">The type of a variable usually denotes or restricts its corresponding domain of discourse.</terms:description>
</owl:Class>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Weighted_Least_Squares -->
<owl:Class rdf:about="&analytics;Weighted_Least_Squares">
<rdfs:subClassOf rdf:resource="&analytics;Estimation_Procedure"/>
</owl:Class>
<!--
///////////////////////////////////////////////////////////////////////////////////////
//
// Individuals
//
///////////////////////////////////////////////////////////////////////////////////////
-->
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Binary_Variable_Type -->
<owl:NamedIndividual rdf:about="&analytics;Binary_Variable_Type">
<rdf:type rdf:resource="&analytics;Binary"/>
</owl:NamedIndividual>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Categorical_Variable_Type -->
<owl:NamedIndividual rdf:about="&analytics;Categorical_Variable_Type">
<rdf:type rdf:resource="&analytics;Categorical"/>
</owl:NamedIndividual>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Continuous_Variable_Type -->
<owl:NamedIndividual rdf:about="&analytics;Continuous_Variable_Type">
<rdf:type rdf:resource="&analytics;Continuous"/>
</owl:NamedIndividual>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#Exponential_Distribution_Instance -->
<owl:NamedIndividual rdf:about="&analytics;Exponential_Distribution_Instance">
<rdf:type rdf:resource="&analytics;Exponential_Distribution"/>
</owl:NamedIndividual>
<!-- https://raw.githubusercontent.com/scalation/analytics/master/analytics.owl#GenericANCOVAModel -->
<owl:Thing rdf:about="&analytics;GenericANCOVAModel">
<rdf:type rdf:resource="&owl;NamedIndividual"/>
<rdf:type>
<owl:Restriction>
<owl:onProperty rdf:resource="&analytics;hasVariable"/>
<owl:allValuesFrom>