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source: branches/HeuristicLab.TimeSeries/HeuristicLab.Problems.DataAnalysis/3.4/Implementation/TimeSeriesPrognosis/TimeSeriesPrognosisProblemData.cs @ 7843

Last change on this file since 7843 was 7843, checked in by gkronber, 13 years ago

#1081: fixed compile errors after merging changes from the trunk

File size: 32.5 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4 *
5 * This file is part of HeuristicLab.
6 *
7 * HeuristicLab is free software: you can redistribute it and/or modify
8 * it under the terms of the GNU General Public License as published by
9 * the Free Software Foundation, either version 3 of the License, or
10 * (at your option) any later version.
11 *
12 * HeuristicLab is distributed in the hope that it will be useful,
13 * but WITHOUT ANY WARRANTY; without even the implied warranty of
14 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
15 * GNU General Public License for more details.
16 *
17 * You should have received a copy of the GNU General Public License
18 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
19 */
20#endregion
21
22using System;
23using System.Collections.Generic;
24using System.Globalization;
25using System.IO;
26using System.Linq;
27using HeuristicLab.Common;
28using HeuristicLab.Core;
29using HeuristicLab.Data;
30using HeuristicLab.Parameters;
31using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
32using HeuristicLab.Problems.Instances;
33
34namespace HeuristicLab.Problems.DataAnalysis {
35  [StorableClass]
36  [Item("TimeSeriesPrognosisProblemData", "Represents an item containing all data defining a time series prognosis problem.")]
37  public class TimeSeriesPrognosisProblemData : DataAnalysisProblemData, ITimeSeriesPrognosisProblemData {
38    protected const string TargetVariablesParameterName = "TargetVariables";
39
40    #region default data
41    private static double[,] mackey_glass_17 = new double[,] {
42{9.0000000e-01},
43{9.0000000e-01},
44{9.0000000e-01},
45{9.4136145e-01},
46{1.1188041e+00},
47{1.2161867e+00},
48{1.2476827e+00},
49{1.0067861e+00},
50{7.1297054e-01},
51{5.0349420e-01},
52{5.8392542e-01},
53{9.4327347e-01},
54{1.0178784e+00},
55{1.0346794e+00},
56{1.1640420e+00},
57{1.0670009e+00},
58{1.0026658e+00},
59{7.7000347e-01},
60{7.0782984e-01},
61{7.9370192e-01},
62{1.0558440e+00},
63{1.2000510e+00},
64{1.2998549e+00},
65{1.1857500e+00},
66{8.4250325e-01},
67{5.5885374e-01},
68{4.2572016e-01},
69{7.5043060e-01},
70{9.7291951e-01},
71{9.3785503e-01},
72{1.0653587e+00},
73{1.1355961e+00},
74{1.1533842e+00},
75{1.0678134e+00},
76{8.1349649e-01},
77{6.6246660e-01},
78{6.2210481e-01},
79{9.3890430e-01},
80{1.1287058e+00},
81{1.1699535e+00},
82{1.2412759e+00},
83{9.8090748e-01},
84{7.3311051e-01},
85{5.2596003e-01},
86{6.3134850e-01},
87{9.7849655e-01},
88{1.0578901e+00},
89{1.0888001e+00},
90{1.1681297e+00},
91{9.9896471e-01},
92{8.7928027e-01},
93{6.6864116e-01},
94{7.3694626e-01},
95{9.7850487e-01},
96{1.1571565e+00},
97{1.2440406e+00},
98{1.2532851e+00},
99{9.3967388e-01},
100{6.5403177e-01},
101{4.5549437e-01},
102{6.4110939e-01},
103{9.6727507e-01},
104{9.8419122e-01},
105{1.0332443e+00},
106{1.1440570e+00},
107{1.0922307e+00},
108{1.0485820e+00},
109{8.0447560e-01},
110{7.1465526e-01},
111{7.1296010e-01},
112{9.9300973e-01},
113{1.1766813e+00},
114{1.2618288e+00},
115{1.2517022e+00},
116{9.2078170e-01},
117{6.2369710e-01},
118{4.3562308e-01},
119{6.4988558e-01},
120{9.5895791e-01},
121{9.5866122e-01},
122{1.0183775e+00},
123{1.1415533e+00},
124{1.1289579e+00},
125{1.1022163e+00},
126{8.4414928e-01},
127{6.9891813e-01},
128{6.2493643e-01},
129{9.0049230e-01},
130{1.1246569e+00},
131{1.1850486e+00},
132{1.2646400e+00},
133{1.0193893e+00},
134{7.3830722e-01},
135{5.1921750e-01},
136{5.6836076e-01},
137{9.3609361e-01},
138{1.0324202e+00},
139{1.0360676e+00},
140{1.1675966e+00},
141{1.0504944e+00},
142{9.8129158e-01},
143{7.5798016e-01},
144{7.1660079e-01},
145{8.3950658e-01},
146{1.0870027e+00},
147{1.2170776e+00},
148{1.3123779e+00},
149{1.1361782e+00},
150{7.9337369e-01},
151{5.2230472e-01},
152{4.3857925e-01},
153{8.0873950e-01},
154{9.7422631e-01},
155{9.3291515e-01},
156{1.0947530e+00},
157{1.1335086e+00},
158{1.1645714e+00},
159{1.0315895e+00},
160{7.9058261e-01},
161{6.3878936e-01},
162{6.4385427e-01},
163{9.7290237e-01},
164{1.1330941e+00},
165{1.1738960e+00},
166{1.2210669e+00},
167{9.4813374e-01},
168{7.1548595e-01},
169{5.2046031e-01},
170{6.8100333e-01},
171{1.0072944e+00},
172{1.0641199e+00},
173{1.1194312e+00},
174{1.1522817e+00},
175{9.7118023e-01},
176{8.2966445e-01},
177{6.3876024e-01},
178{7.6770138e-01},
179{1.0325752e+00},
180{1.1660632e+00},
181{1.2543878e+00},
182{1.1956003e+00},
183{8.7571542e-01},
184{6.1252082e-01},
185{4.5699619e-01},
186{7.4030148e-01},
187{1.0017485e+00},
188{9.8958385e-01},
189{1.0949833e+00},
190{1.1249612e+00},
191{1.0658962e+00},
192{9.5636335e-01},
193{7.4498806e-01},
194{7.2563393e-01},
195{8.3530455e-01},
196{1.0977307e+00},
197{1.2314926e+00},
198{1.3167422e+00},
199{1.1172604e+00},
200{7.6900341e-01},
201{5.0549771e-01},
202{4.4450990e-01},
203{8.2808038e-01},
204{9.6930396e-01},
205{9.2772189e-01},
206{1.1010458e+00},
207{1.1366939e+00},
208{1.1770457e+00},
209{1.0282839e+00},
210{7.8657093e-01},
211{6.2340354e-01},
212{6.3476140e-01},
213{9.6941037e-01},
214{1.1224823e+00},
215{1.1576217e+00},
216{1.2147442e+00},
217{9.5631199e-01},
218{7.3947874e-01},
219{5.4187646e-01},
220{6.8681641e-01},
221{1.0131445e+00},
222{1.0865854e+00},
223{1.1414849e+00},
224{1.1594630e+00},
225{9.4411600e-01},
226{7.7794034e-01},
227{5.9741518e-01},
228{7.7225037e-01},
229{1.0587360e+00},
230{1.1485933e+00},
231{1.2344562e+00},
232{1.1458853e+00},
233{8.5415118e-01},
234{6.2127481e-01},
235{4.9756097e-01},
236{8.0931406e-01},
237{1.0430891e+00},
238{1.0367506e+00},
239{1.1608048e+00},
240{1.0902522e+00},
241{9.6945804e-01},
242{7.9607346e-01},
243{6.7035674e-01},
244{8.2493000e-01},
245{1.0685565e+00},
246{1.1912458e+00},
247{1.2916937e+00},
248{1.1585237e+00},
249{8.2653804e-01},
250{5.5624667e-01},
251{4.4364773e-01},
252{7.8679896e-01},
253{9.8947432e-01},
254{9.5587476e-01},
255{1.0976735e+00},
256{1.1247419e+00},
257{1.1220470e+00},
258{9.9754667e-01},
259{7.7406653e-01},
260{6.7630712e-01},
261{7.2445263e-01},
262{1.0303591e+00},
263{1.1801427e+00},
264{1.2506686e+00},
265{1.1989987e+00},
266{8.7114663e-01},
267{6.0602798e-01},
268{4.5163741e-01},
269{7.3553573e-01},
270{9.9456302e-01},
271{9.8098646e-01},
272{1.0857031e+00},
273{1.1289641e+00},
274{1.0828069e+00},
275{9.8224963e-01},
276{7.5966277e-01},
277{7.1111527e-01},
278{7.8645769e-01},
279{1.0673541e+00},
280{1.2116816e+00},
281{1.2990734e+00},
282{1.1657704e+00},
283{8.1779454e-01},
284{5.4428063e-01},
285{4.3047549e-01},
286{7.7832590e-01},
287{9.7551443e-01},
288{9.3705618e-01},
289{1.0807206e+00},
290{1.1339189e+00},
291{1.1551319e+00},
292{1.0473610e+00},
293{8.0021464e-01},
294{6.5377513e-01},
295{6.3810292e-01},
296{9.6140773e-01},
297{1.1354401e+00},
298{1.1782311e+00},
299{1.2323246e+00},
300{9.5811452e-01},
301{7.1400985e-01},
302{5.1434848e-01},
303{6.5876782e-01},
304{9.9374878e-01},
305{1.0532057e+00},
306{1.0987291e+00},
307{1.1569941e+00},
308{9.9327584e-01},
309{8.7055783e-01},
310{6.6607204e-01},
311{7.5154249e-01},
312{9.9147904e-01},
313{1.1618652e+00},
314{1.2531013e+00},
315{1.2445235e+00},
316{9.2459418e-01},
317{6.3924685e-01},
318{4.4899067e-01},
319{6.5946924e-01},
320{9.7165260e-01},
321{9.7791817e-01},
322{1.0391898e+00},
323{1.1412631e+00},
324{1.0983393e+00},
325{1.0493420e+00},
326{8.0399406e-01},
327{7.0992449e-01},
328{7.0350356e-01},
329{9.8952236e-01},
330{1.1734521e+00},
331{1.2538876e+00},
332{1.2508500e+00},
333{9.2423636e-01},
334{6.3070030e-01},
335{4.4136962e-01},
336{6.4946966e-01},
337{9.6197955e-01},
338{9.6606332e-01},
339{1.0237953e+00},
340{1.1421522e+00},
341{1.1183774e+00},
342{1.0857179e+00},
343{8.3157725e-01},
344{7.0250588e-01},
345{6.4917325e-01},
346{9.2959329e-01},
347{1.1407976e+00},
348{1.2080261e+00},
349{1.2684960e+00},
350{9.9122930e-01},
351{7.0220017e-01},
352{4.8816416e-01},
353{5.8586111e-01},
354{9.4668329e-01},
355{1.0087590e+00},
356{1.0232927e+00},
357{1.1559444e+00},
358{1.0720927e+00},
359{1.0286336e+00},
360{7.9460252e-01},
361{7.2093651e-01},
362{7.6292167e-01},
363{1.0248985e+00},
364{1.1929944e+00},
365{1.2920208e+00},
366{1.2293181e+00},
367{8.8290244e-01},
368{5.8527613e-01},
369{4.1855360e-01},
370{6.9074767e-01},
371{9.5977708e-01},
372{9.3601019e-01},
373{1.0268467e+00},
374{1.1397909e+00},
375{1.1581327e+00},
376{1.1205956e+00},
377{8.5280669e-01},
378{6.7763483e-01},
379{5.7983286e-01},
380{8.6429914e-01},
381{1.0976939e+00},
382{1.1367408e+00},
383{1.2374931e+00},
384{1.0493382e+00},
385{8.0588138e-01},
386{5.9127581e-01},
387{5.7929225e-01},
388{9.2472931e-01},
389{1.0849831e+00},
390{1.0943246e+00},
391{1.2041235e+00},
392{1.0091917e+00},
393{8.4987188e-01},
394{6.3876182e-01},
395{6.7747918e-01},
396{9.7202288e-01},
397{1.1405471e+00},
398{1.1943368e+00},
399{1.2338428e+00},
400{9.4462558e-01},
401{6.9738430e-01},
402{4.9856007e-01},
403{6.6823589e-01},
404{9.9611375e-01},
405{1.0393748e+00},
406{1.0920087e+00},
407{1.1489492e+00},
408{1.0066576e+00},
409{8.9589007e-01},
410{6.8845995e-01},
411{7.5294149e-01},
412{9.6184563e-01},
413{1.1555071e+00},
414{1.2567316e+00},
415{1.2751778e+00},
416{9.6335246e-01},
417{6.5830948e-01},
418{4.4799275e-01},
419{5.9888825e-01},
420{9.4430988e-01},
421{9.6837958e-01},
422{9.9677549e-01},
423{1.1434629e+00},
424{1.1210684e+00},
425{1.1148356e+00},
426{8.6401556e-01},
427{7.1420118e-01},
428{6.2999725e-01},
429{8.7537864e-01},
430{1.1167941e+00},
431{1.1896694e+00},
432{1.2722030e+00},
433{1.0454715e+00},
434{7.4997564e-01},
435{5.2383173e-01},
436{5.3664145e-01},
437{9.1117041e-01},
438{1.0244044e+00},
439{1.0151287e+00},
440{1.1633675e+00},
441{1.0695966e+00},
442{1.0183575e+00},
443{8.0087884e-01},
444{7.1535296e-01},
445{7.8553095e-01},
446{1.0319822e+00},
447{1.1937155e+00},
448{1.2977947e+00},
449{1.2217806e+00},
450{8.7524512e-01},
451{5.7851885e-01},
452{4.1763620e-01},
453{7.0155638e-01},
454{9.6135267e-01},
455{9.3393602e-01},
456{1.0323424e+00},
457{1.1394608e+00},
458{1.1605598e+00},
459{1.1161968e+00},
460{8.4854339e-01},
461{6.7338626e-01},
462{5.7982826e-01},
463{8.7043086e-01},
464{1.0990834e+00},
465{1.1357404e+00},
466{1.2369383e+00},
467{1.0441753e+00},
468{8.0417958e-01},
469{5.9002711e-01},
470{5.8533894e-01},
471{9.3051649e-01},
472{1.0871279e+00},
473{1.0984983e+00},
474{1.2044155e+00},
475{1.0039892e+00},
476{8.4210523e-01},
477{6.3124655e-01},
478{6.8055115e-01},
479{9.7935183e-01},
480{1.1399170e+00},
481{1.1935307e+00},
482{1.2269029e+00},
483{9.3758049e-01},
484{6.9527243e-01},
485{5.0033084e-01},
486{6.8171448e-01},
487{1.0034848e+00},
488{1.0435853e+00},
489{1.1027381e+00},
490{1.1454200e+00},
491{9.9636446e-01},
492{8.7575610e-01},
493{6.7572455e-01},
494{7.6161436e-01},
495{9.8751885e-01},
496{1.1634852e+00},
497{1.2613366e+00},
498{1.2527158e+00},
499{9.3041078e-01},
500{6.3648886e-01},
501{4.4289908e-01},
502{6.4543043e-01},
503{9.6271252e-01},
504{9.6856037e-01},
505{1.0237816e+00},
506{1.1419384e+00},
507{1.1143808e+00},
508{1.0817980e+00},
509{8.2952128e-01},
510{7.0565231e-01},
511{6.5745758e-01},
512{9.3688510e-01},
513{1.1457239e+00},
514{1.2160319e+00},
515{1.2696485e+00},
516{9.8373294e-01},
517{6.9141844e-01},
518{4.7910268e-01},
519{5.8995166e-01},
520{9.4754885e-01},
521{1.0004197e+00},
522{1.0182334e+00},
523{1.1527974e+00},
524{1.0815601e+00},
525{1.0462772e+00},
526{8.0856012e-01},
527{7.2009150e-01},
528{7.3360533e-01},
529{9.9726771e-01},
530{1.1799228e+00},
531{1.2752553e+00},
532{1.2545993e+00},
533{9.1834232e-01},
534{6.1478702e-01},
535{4.2718988e-01},
536{6.4709630e-01},
537{9.5321724e-01},
538{9.4745071e-01},
539{1.0082615e+00},
540{1.1408283e+00},
541{1.1449070e+00},
542{1.1287695e+00},
543{8.6506953e-01},
544{6.9506068e-01},
545{5.9077914e-01},
546{8.5235412e-01},
547{1.0981812e+00},
548{1.1502068e+00},
549{1.2457878e+00},
550{1.0606248e+00},
551{7.9743949e-01},
552{5.7871635e-01},
553{5.5597309e-01},
554{9.0976389e-01},
555{1.0678545e+00},
556{1.0678466e+00},
557{1.1926843e+00},
558{1.0306506e+00},
559{9.0068600e-01},
560{6.8968565e-01},
561{6.8293693e-01},
562{9.2938386e-01},
563{1.1389931e+00},
564{1.2107723e+00},
565{1.2742112e+00},
566{9.9571305e-01},
567{7.0900966e-01},
568{4.8711002e-01},
569{5.7843327e-01},
570{9.4262722e-01},
571{1.0068885e+00},
572{1.0174671e+00},
573{1.1549847e+00},
574{1.0752383e+00},
575{1.0382561e+00},
576{8.0493588e-01},
577{7.2297438e-01},
578{7.5109199e-01},
579{1.0099650e+00},
580{1.1869526e+00},
581{1.2859723e+00},
582{1.2455314e+00},
583{9.0247113e-01},
584{5.9968946e-01},
585{4.2056794e-01},
586{6.6467784e-01},
587{9.5461231e-01},
588{9.3926954e-01},
589{1.0128964e+00},
590{1.1403075e+00},
591{1.1549599e+00},
592{1.1335031e+00},
593{8.6584651e-01},
594{6.8689154e-01},
595{5.7663890e-01},
596{8.4338430e-01},
597{1.0904343e+00},
598{1.1347127e+00},
599{1.2344704e+00},
600{1.0665197e+00},
601{8.1831436e-01},
602{6.0374950e-01},
603{5.6609914e-01},
604{9.0609488e-01},
605{1.0837698e+00},
606{1.0903349e+00},
607{1.2068005e+00},
608{1.0215332e+00},
609{8.5834739e-01},
610{6.4797779e-01},
611{6.6278967e-01},
612{9.5567807e-01},
613{1.1370612e+00},
614{1.1868501e+00},
615{1.2426235e+00},
616{9.6133342e-01},
617{7.1189926e-01},
618{5.0582127e-01},
619{6.4642134e-01},
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1233{1.1774543e+00},
1234{8.2930325e-01},
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1236{4.2252006e-01},
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1245{6.5190054e-01},
1246{6.0082155e-01},
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1272{1.0277501e+00},
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1283{9.3651452e-01},
1284{6.3284215e-01},
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1310{7.4941645e-01},
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1322{9.4402667e-01},
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1324{1.1263864e+00},
1325{1.1498512e+00},
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1327{7.6788821e-01},
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1471{9.9295902e-01},
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1475{1.1111857e+00},
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1494{7.4186814e-01},
1495{6.7554741e-01},
1496{8.2771704e-01},
1497{1.0970261e+00},
1498{1.2115055e+00},
1499{1.2926801e+00},
1500{1.1044430e+00},
1501{7.7268354e-01},
1502{5.2367729e-01},
1503{4.6962326e-01},
1504{8.4775775e-01},
1505{9.9325612e-01},
1506{9.6094332e-01},
1507{1.1271528e+00},
1508{1.1156670e+00},
1509{1.1183008e+00},
1510{9.4351589e-01},
1511{7.5035067e-01},
1512{6.6773972e-01},
1513{7.8886291e-01},
1514{1.0750322e+00},
1515{1.1971741e+00},
1516{1.2770426e+00},
1517{1.1387571e+00},
1518{8.0837143e-01},
1519{5.5509702e-01},
1520{4.5955065e-01},
1521{8.1398530e-01},
1522{1.0008314e+00},
1523{9.7057086e-01},
1524{1.1195985e+00},
1525{1.1149111e+00},
1526{1.0957539e+00},
1527{9.4451157e-01},
1528{7.4819097e-01},
1529{6.9474604e-01},
1530{8.1250200e-01},
1531{1.0876804e+00},
1532{1.2158509e+00},
1533{1.2988266e+00},
1534{1.1270851e+00},
1535{7.8595861e-01},
1536{5.2690470e-01},
1537{4.5032342e-01},
1538{8.2266007e-01},
1539{9.8371303e-01},
1540{9.4630598e-01},
1541{1.1090276e+00}};
1542
1543    private static readonly Dataset defaultDataset;
1544    private static readonly IEnumerable<string> defaultAllowedInputVariables;
1545    private static readonly string[] defaultTargetVariables;
1546
1547    private static readonly TimeSeriesPrognosisProblemData emptyProblemData;
1548    public static TimeSeriesPrognosisProblemData EmptyProblemData {
1549      get { return emptyProblemData; }
1550    }
1551
1552    static TimeSeriesPrognosisProblemData() {
1553      defaultDataset = new Dataset(new string[] { "x" }, mackey_glass_17);
1554      defaultDataset.Name = "Mackey-Glass (t=17) Time Series Benchmark Dataset";
1555      defaultAllowedInputVariables = new List<string>() { "x" };
1556      defaultTargetVariables = new string[] { "x" };
1557
1558      var problemData = new TimeSeriesPrognosisProblemData();
1559      problemData.Parameters.Clear();
1560      problemData.Name = "Empty Time-Series Prognosis ProblemData";
1561      problemData.Description = "This ProblemData acts as place holder before the correct problem data is loaded.";
1562      problemData.isEmpty = true;
1563
1564      problemData.Parameters.Add(new FixedValueParameter<Dataset>(DatasetParameterName, "", new Dataset()));
1565      problemData.Parameters.Add(new FixedValueParameter<ReadOnlyCheckedItemList<StringValue>>(InputVariablesParameterName, ""));
1566      problemData.Parameters.Add(new FixedValueParameter<IntRange>(TrainingPartitionParameterName, "", (IntRange)new IntRange(0, 0).AsReadOnly()));
1567      problemData.Parameters.Add(new FixedValueParameter<IntRange>(TestPartitionParameterName, "", (IntRange)new IntRange(0, 0).AsReadOnly()));
1568      problemData.Parameters.Add(new ConstrainedValueParameter<StringValue>(TargetVariablesParameterName, new ItemSet<StringValue>()));
1569      emptyProblemData = problemData;
1570    }
1571    #endregion
1572
1573    public ValueParameter<CheckedItemList<StringValue>> TargetVariablesParameter {
1574      get { return (ValueParameter<CheckedItemList<StringValue>>)Parameters[TargetVariablesParameterName]; }
1575    }
1576    public IEnumerable<string> TargetVariables {
1577      get { return TargetVariablesParameter.Value.CheckedItems.Select(x => x.Value.Value); }
1578    }
1579
1580    [StorableConstructor]
1581    protected TimeSeriesPrognosisProblemData(bool deserializing) : base(deserializing) { }
1582    [StorableHook(HookType.AfterDeserialization)]
1583    private void AfterDeserialization() {
1584      RegisterParameterEvents();
1585    }
1586
1587    protected TimeSeriesPrognosisProblemData(TimeSeriesPrognosisProblemData original, Cloner cloner)
1588      : base(original, cloner) {
1589      RegisterParameterEvents();
1590    }
1591    public override IDeepCloneable Clone(Cloner cloner) {
1592      if (this == emptyProblemData) return emptyProblemData;
1593      return new TimeSeriesPrognosisProblemData(this, cloner);
1594    }
1595
1596    public TimeSeriesPrognosisProblemData()
1597      : this(defaultDataset, defaultAllowedInputVariables, defaultTargetVariables) {
1598    }
1599
1600    public TimeSeriesPrognosisProblemData(Dataset dataset, IEnumerable<string> allowedInputVariables, IEnumerable<string> targetVariables)
1601      : base(dataset, allowedInputVariables) {
1602      var variables = InputVariables.Select(x => x.AsReadOnly()).ToList();
1603      var targetVariablesList = new CheckedItemList<StringValue>(variables);
1604      foreach (var targetVar in targetVariables) {
1605        targetVariablesList.SetItemCheckedState(targetVariablesList.Single(x => x.Value == targetVar), true);
1606      }
1607      Parameters.Add(new FixedValueParameter<CheckedItemList<StringValue>>(TargetVariablesParameterName, targetVariablesList));
1608      RegisterParameterEvents();
1609    }
1610
1611    private void RegisterParameterEvents() {
1612      TargetVariablesParameter.Value.CheckedItemsChanged += TargetVariableParameter_ValueChanged;
1613    }
1614
1615    private void TargetVariableParameter_ValueChanged(object sender, EventArgs e) {
1616      OnChanged();
1617    }
1618
1619    #region Import from file
1620    public static TimeSeriesPrognosisProblemData ImportFromFile(string fileName) {
1621      TableFileParser csvFileParser = new TableFileParser();
1622      csvFileParser.Parse(fileName, NumberFormatInfo.InvariantInfo, DateTimeFormatInfo.InvariantInfo, ',');
1623
1624      Dataset dataset = new Dataset(csvFileParser.VariableNames, csvFileParser.Values);
1625      dataset.Name = Path.GetFileName(fileName);
1626
1627      TimeSeriesPrognosisProblemData problemData = new TimeSeriesPrognosisProblemData(dataset, dataset.DoubleVariables, dataset.DoubleVariables.Take(1));
1628      problemData.Name = "Data imported from " + Path.GetFileName(fileName);
1629      return problemData;
1630    }
1631    #endregion
1632  }
1633}
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