481:
89:
362:
Janez Demšar; Tomaž Curk; Aleš Erjavec; Črt Gorup; Tomaž Hočevar; Mitar
Milutinovič; Martin Možina; Matija Polajnar; Marko Toplak; Anže Starič; Miha Stajdohar; Lan Umek; Lan Žagar; Jure Žbontar; Marinka Žitnik; Blaž Zupan (2013).
546:
556:
576:
522:
235:
566:
372:
343:
561:
551:
515:
201:
571:
488:
267:
263:
68:
508:
251:
102:
42:
234:
The SVM learning code from both libraries is often reused in other open source machine learning toolkits, including
212:
189:
480:
541:
259:
197:
208:
182:
224:
216:
125:
364:
319:
228:
466:
243:
220:
492:
311:
185:
137:
130:
113:
302:
Chang, Chih-Chung; Lin, Chih-Jen (2011). "LIBSVM: A library for support vector machines".
88:
435:
392:
118:
535:
417:
278:
271:
247:
205:
142:
31:
323:
282:
461:
25:
456:
338:
315:
153:
255:
337:
R.-E. Fan; K.-W. Chang; C.-J. Hsieh; X.-R. Wang; C.-J. Lin (2008).
193:
106:
77:
239:
250:. Bindings and ports exist for programming languages such as
496:
339:"LIBLINEAR: A Library for Large Linear Classification"
304:
148:
136:
124:
112:
98:
67:
41:
24:
516:
8:
270:. It is available in e1071 library in R and
19:
523:
509:
87:
18:
547:Data mining and machine learning software
365:"Orange: data mining toolbox in Python"
294:
557:Java (programming language) libraries
7:
477:
475:
373:Journal of Machine Learning Research
344:Journal of Machine Learning Research
16:Machine learning programming library
577:Free and open-source software stubs
495:. You can help Knowledge (XXG) by
14:
188:libraries, both developed at the
479:
202:sequential minimal optimization
567:Software using the BSD license
393:"1.4. Support Vector Machines"
1:
489:free and open-source software
442:. National Taiwan University.
424:. National Taiwan University.
48:3.3 / August 11, 2022
281:released under the 3-clause
200:API. LIBSVM implements the
593:
562:National Taiwan University
474:
190:National Taiwan University
552:Free statistical software
391:scikit-learn developers.
63:
37:
316:10.1145/1961189.1961199
227:models trained using a
219:. LIBLINEAR implements
209:support vector machines
50:; 2 years ago
30:Chih-Chung Chang and
572:Taiwanese inventions
204:(SMO) algorithm for
192:and both written in
277:Both libraries are
225:logistic regression
211:(SVMs), supporting
21:
462:LIBLINEAR homepage
229:coordinate descent
504:
503:
172:
171:
584:
525:
518:
511:
483:
476:
444:
443:
432:
426:
425:
414:
408:
407:
405:
403:
397:scikit-learn.org
388:
382:
381:
369:
359:
353:
352:
334:
328:
327:
299:
186:machine learning
181:are two popular
168:
165:
163:
161:
159:
157:
155:
131:Machine Learning
114:Operating system
91:
86:
83:
81:
79:
58:
56:
51:
22:
592:
591:
587:
586:
585:
583:
582:
581:
532:
531:
530:
529:
472:
457:LIBSVM homepage
453:
448:
447:
434:
433:
429:
416:
415:
411:
401:
399:
390:
389:
385:
380:(1): 2349–2353.
367:
361:
360:
356:
336:
335:
331:
301:
300:
296:
291:
152:
94:
76:
59:
54:
52:
49:
17:
12:
11:
5:
590:
588:
580:
579:
574:
569:
564:
559:
554:
549:
544:
534:
533:
528:
527:
520:
513:
505:
502:
501:
484:
470:
469:
467:LIBLINEAR in R
464:
459:
452:
451:External links
449:
446:
445:
427:
409:
383:
354:
329:
293:
292:
290:
287:
213:classification
196:though with a
170:
169:
150:
146:
145:
140:
134:
133:
128:
122:
121:
119:Cross-platform
116:
110:
109:
100:
96:
95:
93:
92:
73:
71:
65:
64:
61:
60:
47:
45:
43:Stable release
39:
38:
35:
34:
28:
15:
13:
10:
9:
6:
4:
3:
2:
589:
578:
575:
573:
570:
568:
565:
563:
560:
558:
555:
553:
550:
548:
545:
543:
542:C++ libraries
540:
539:
537:
526:
521:
519:
514:
512:
507:
506:
500:
498:
494:
491:article is a
490:
485:
482:
478:
473:
468:
465:
463:
460:
458:
455:
454:
450:
441:
437:
431:
428:
423:
419:
413:
410:
398:
394:
387:
384:
379:
375:
374:
366:
358:
355:
350:
346:
345:
340:
333:
330:
325:
321:
317:
313:
309:
305:
298:
295:
288:
286:
284:
280:
279:free software
275:
273:
269:
265:
261:
257:
253:
249:
245:
241:
237:
232:
230:
226:
222:
218:
214:
210:
207:
203:
199:
195:
191:
187:
184:
180:
176:
167:
151:
147:
144:
141:
139:
135:
132:
129:
127:
123:
120:
117:
115:
111:
108:
104:
101:
97:
90:
85:
75:
74:
72:
70:
66:
62:
46:
44:
40:
36:
33:
29:
27:
23:
497:expanding it
486:
471:
439:
430:
421:
412:
400:. Retrieved
396:
386:
377:
371:
357:
351:: 1871–1874.
348:
342:
332:
307:
303:
297:
276:
272:scikit-learn
248:scikit-learn
233:
178:
174:
173:
32:Chih-Jen Lin
26:Developer(s)
436:"COPYRIGHT"
418:"COPYRIGHT"
283:BSD license
274:in Python.
231:algorithm.
183:open source
536:Categories
289:References
217:regression
206:kernelized
99:Written in
69:Repository
55:2022-08-11
440:LIBLINEAR
223:SVMs and
179:LIBLINEAR
166:/libsvm
164:/~cjlin
149:Website
138:License
84:/libsvm
82:/cjlin1
53: (
422:LIBSVM
402:12 May
324:961425
322:
268:Python
266:, and
256:MATLAB
244:Orange
221:linear
175:LIBSVM
78:github
20:LIBSVM
487:This
368:(PDF)
320:S2CID
310:(3).
264:Julia
240:KNIME
156:.csie
493:stub
404:2022
252:Java
246:and
236:GATE
215:and
177:and
160:.edu
158:.ntu
126:Type
103:Java
80:.com
312:doi
194:C++
162:.tw
154:www
143:BSD
107:C++
538::
438:.
420:.
395:.
378:14
376:.
370:.
347:.
341:.
318:.
306:.
285:.
262:,
258:,
254:,
242:,
238:,
105:,
524:e
517:t
510:v
499:.
406:.
349:9
326:.
314::
308:2
260:R
198:C
57:)
Text is available under the Creative Commons Attribution-ShareAlike License. Additional terms may apply.
