DeConFuse: a deep convolutional transform-based unsupervised fusion framework

Gupta, Pooja; Maggu, Jyoti; Majumdar, Angshul; Chouzenoux, Emilie; Chierchia, Giovanni

doi:10.1186/s13634-020-00684-5

EURASIP Journal on Advances in Signal Processing

Table 5 Stock-wise forecasting results

From: DeConFuse: a deep convolutional transform-based unsupervised fusion framework

Stock name	Method	MAE close	MAE open	MAE high	MAE low	MAE NAV
ABIRLANUVO	DeConFuse	0.021	0.015	0.019	0.017	0.416
	ConvTimeNet	0.204	0.212	0.219	0.195	1.804
	TimeNet	0.112	0.111	0.111	0.112	0.467
ACC	DeConFuse	0.012	0.016	0.014	0.017	0.580
	ConvTimeNet	0.158	0.161	0.159	0.158	0.765
	TimeNet	0.116	0.116	0.115	0.118	0.388
ADANIENT	DeConFuse	0.041	0.015	0.024	0.038	0.359
	ConvTimeNet	4.656	4.795	4.654	4.800	0.748
	TimeNet	0.538	0.549	0.540	0.551	0.475
ADANIPORTS	DeConFuse	0.012	0.005	0.009	0.010	0.391
	ConvTimeNet	0.124	0.122	0.122	0.123	1.258
	TimeNet	0.283	0.283	0.280	0.285	0.43
ADANIPOWER	DeConFuse	0.026	0.010	0.019	0.020	0.405
	ConvTimeNet	0.610	0.600	0.590	0.602	1.796
	TimeNet	0.205	0.205	0.204	0.206	0.448
AJANTPHARM	DeConFuse	0.016	0.007	0.012	0.012	0.418
	ConvTimeNet	0.401	0.374	0.384	0.400	0.867
	TimeNet	0.262	0.261	0.258	0.264	0.480
ALBK	DeConFuse	0.020	0.009	0.015	0.015	0.362
	ConvTimeNet	0.908	1.029	0.995	0.953	1.020
	TimeNet	0.184	0.181	0.180	0.185	0.448
AMARAJABAT	DeConFuse	0.015	0.007	0.011	0.012	0.435
	ConvTimeNet	0.047	0.046	0.047	0.047	0.631
	TimeNet	0.087	0.088	0.086	0.089	0.386
AMBUJACEM	DeConFuse	0.012	0.005	0.008	0.009	0.355
	ConvTimeNet	2.283	2.272	2.280	2.267	3.132
	TimeNet	0.106	0.107	0.105	0.107	0.414
ANDHRABANK	DeConFuse	0.022	0.009	0.016	0.016	0.373
	ConvTimeNet	5.095	5.074	5.008	5.158	2.200
	TimeNet	0.144	0.140	0.138	0.148	0.471
APOLLOHOSP	DeConFuse	0.025	0.009	0.015	0.021	0.687
	ConvTimeNet	0.268	0.240	0.258	0.254	0.719
	TimeNet	0.153	0.155	0.151	0.156	0.536
APOLLOTYRE	DeConFuse	0.014	0.006	0.010	0.011	red0.391
	ConvTimeNet	0.552	0.547	0.543	0.558	1.267
	TimeNet	0.283	0.283	0.281	0.284	0.346
ARVIND	DeConFuse	0.015	0.006	0.010	0.011	0.423
	ConvTimeNet	0.302	0.278	0.294	0.290	1.251
	TimeNet	0.268	0.268	0.267	0.269	0.465
ASHOKLEY	DeConFuse	0.017	0.005	0.010	0.013	0.376
	ConvTimeNet	1.042	1.018	0.987	1.096	0.586
	TimeNet	0.343	0.343	0.344	0.342	0.451
ASIANPAINT	DeConFuse	0.008	0.004	0.007	0.006	0.370
	ConvTimeNet	0.816	0.801	0.804	0.816	1.272
	TimeNet	0.290	0.289	0.288	0.290	0.465
AUROPHARMA	DeConFuse	0.015	0.005	0.009	0.010	0.312
	ConvTimeNet	1.802	1.847	1.801	1.829	1.034
	TimeNet	0.075	0.076	0.075	0.076	0.393
BAJAJ-AUTO	DeConFuse	0.012	0.007	0.009	0.010	0.392
	ConvTimeNet	0.329	0.326	0.328	0.327	0.580
	TimeNet	0.175	0.176	0.175	0.176	0.466
BAJFINANCE	DeConFuse	0.013	0.004	0.009	0.009	0.361
	ConvTimeNet	2.519	2.518	2.534	2.506	2.575
	TimeNet	0.509	0.509	0.508	0.510	0.693
BANKBARODA	DeConFuse	0.021	0.007	0.015	0.014	0.299
	ConvTimeNet	0.891	0.860	0.849	0.887	0.845
	TimeNet	0.130	0.131	0.130	0.132	0.402
BANKINDIA	DeConFuse	0.022	0.009	0.016	0.016	0.354
	ConvTimeNet	2.451	2.437	2.449	2.441	1.351
	TimeNet	0.374	0.375	0.373	0.375	0.384
BATAINDIA	DeConFuse	0.015	0.009	0.012	0.011	0.391
	ConvTimeNet	0.143	0.111	0.129	0.125	1.095
	TimeNet	0.301	0.299	0.299	0.301	0.477
BEL	DeConFuse	0.019	0.007	0.013	0.014	0.366
	ConvTimeNet	1.576	1.537	1.524	1.622	3.338
	TimeNet	0.145	0.146	0.142	0.148	0.410
BHARATFORG	DeConFuse	0.013	0.006	0.009	0.01	red0.567
	ConvTimeNet	3.207	3.178	3.162	3.219	7.468
	TimeNet	0.345	0.345	0.343	0.347	0.555
BHARTIARTL	DeConFuse	0.019	0.012	0.015	0.016	0.381
	ConvTimeNet	1.849	1.809	1.817	1.841	1.042
	TimeNet	0.167	0.167	0.168	0.166	0.500
BHEL	DeConFuse	0.016	0.007	0.012	0.012	0.765
	ConvTimeNet	2.664	2.613	2.660	2.617	8.514
	TimeNet	0.389	0.389	0.391	0.386	0.928
BIOCON	DeConFuse	0.016	0.007	0.013	0.012	0.450
	ConvTimeNet	1.338	1.287	1.303	1.330	1.031
	TimeNet	0.604	0.603	0.604	0.602	0.470
BOSCHLTD	DeConFuse	0.012	0.005	0.009	0.007	0.516
	ConvTimeNet	0.158	0.158	0.159	0.155	0.600
	TimeNet	0.724	0.723	0.727	0.721	0.551
BPCL	DeConFuse	0.014	0.006	0.010	0.011	0.323
	ConvTimeNet	0.243	0.267	0.267	0.244	1.614
	TimeNet	0.276	0.277	0.276	0.276	0.374
BRITANNIA	DeConFuse	0.009	0.004	0.006	0.006	0.367
	ConvTimeNet	0.800	0.828	0.813	0.812	1.442
	TimeNet	0.414	0.413	0.413	0.413	0.450
CAIRN	DeConFuse	0.016	0.008	0.011	0.013	0.334
	ConvTimeNet	3.945	3.988	3.939	4.025	0.969
	TimeNet	0.159	0.159	0.159	0.158	0.345
CANBK	DeConFuse	0.021	0.008	0.015	0.015	0.276
	ConvTimeNet	2.140	2.023	2.065	2.100	0.806
	TimeNet	0.151	0.153	0.151	0.154	0.444
CASTROLIND	DeConFuse	0.014	0.005	0.010	0.011	0.523
	ConvTimeNet	2.055	2.107	2.036	2.162	12.249
	TimeNet	0.141	0.141	0.141	0.143	0.527
CEATLTD	DeConFuse	0.015	0.006	0.010	0.011	0.319
	ConvTimeNet	2.341	2.308	2.295	2.344	1.118
	TimeNet	0.160	0.163	0.161	0.162	0.326
CENTURYTEX	DeConFuse	0.015	0.006	0.010	0.013	red0.404
	ConvTimeNet	1.111	1.072	1.106	1.083	2.685
	TimeNet	0.405	0.406	0.404	0.407	0.352
CESC	DeConFuse	0.013	0.005	0.009	0.010	0.404
	ConvTimeNet	0.390	0.377	0.374	0.395	0.602
	TimeNet	0.364	0.363	0.362	0.364	0.477
CIPLA	DeConFuse	0.012	0.004	0.009	0.008	0.408
	ConvTimeNet	2.063	2.074	2.052	2.066	0.695
	TimeNet	0.064	0.064	0.063	0.065	0.476
COALINDIA	DeConFuse	0.012	0.005	0.009	0.009	0.393
	ConvTimeNet	1.635	1.737	1.632	1.723	2.791
	TimeNet	0.154	0.156	0.155	0.154	0.474
COLPAL	DeConFuse	0.009	0.004	0.006	0.007	0.553
	ConvTimeNet	0.115	0.119	0.114	0.117	1.158
	TimeNet	0.164	0.164	0.164	0.165	0.566
DABUR	DeConFuse	0.010	0.005	0.008	0.008	0.474
	ConvTimeNet	1.369	1.398	1.360	1.409	1.530
	TimeNet	0.271	0.269	0.270	0.271	0.539
DHFL	DeConFuse	0.016	0.007	0.012	0.012	0.471
	ConvTimeNet	0.302	0.285	0.291	0.289	1.118
	TimeNet	0.456	0.456	0.457	0.457	0.657
DISHTV	DeConFuse	0.016	0.006	0.013	0.012	0.478
	ConvTimeNet	0.722	0.733	0.742	0.708	1.948
	TimeNet	0.224	0.225	0.225	0.224	0.586
DIVISLAB	DeConFuse	0.014	0.006	0.012	0.010	0.508
	ConvTimeNet	0.183	0.195	0.190	0.190	0.871
	TimeNet	0.160	0.159	0.161	0.159	0.422
DLF	DeConFuse	0.021	0.012	0.015	0.018	0.318
	ConvTimeNet	1.053	1.104	1.053	1.100	0.590
	TimeNet	0.311	0.309	0.308	0.312	0.402
DRREDDY	DeConFuse	0.013	0.006	0.010	0.010	0.393
	ConvTimeNet	0.213	0.210	0.210	0.210	0.628
	TimeNet	0.373	0.373	0.37	0.374	0.505
EICHERMOT	DeConFuse	0.012	0.004	0.008	0.008	0.363
	ConvTimeNet	0.295	0.296	0.295	0.297	0.452
	TimeNet	0.816	0.816	0.818	0.814	0.393
ENGINERSIN	DeConFuse	0.023	0.019	0.020	0.022	0.452
	ConvTimeNet	0.265	0.260	0.258	0.260	2.059
	TimeNet	0.128	0.128	0.128	0.128	0.500
EXIDEIND	DeConFuse	0.012	0.005	0.009	0.009	0.418
	ConvTimeNet	0.442	0.453	0.449	0.448	1.209
	TimeNet	0.265	0.263	0.263	0.265	0.420
FEDERALBNK	DeConFuse	0.015	0.006	0.010	0.012	0.407
	ConvTimeNet	2.405	2.345	2.360	2.378	1.292
	TimeNet	0.146	0.148	0.147	0.147	0.502
GAIL	DeConFuse	0.014	0.009	0.011	0.012	0.369
	ConvTimeNet	0.209	0.169	0.182	0.195	1.070
	TimeNet	0.330	0.330	0.330	0.330	0.394
GLENMARK	DeConFuse	0.013	0.005	0.010	0.009	0.374
	ConvTimeNet	0.614	0.675	0.612	0.666	2.597
	TimeNet	0.399	0.401	0.402	0.397	0.448
GMRINFRA	DeConFuse	0.029	0.017	0.023	0.024	0.616
	ConvTimeNet	0.101	0.137	0.118	0.116	1.044
	TimeNet	0.094	0.092	0.095	0.094	0.799
GODREJIND	DeConFuse	0.012	0.008	0.010	0.011	red0.376
	ConvTimeNet	0.287	0.298	0.28	0.296	1.647
	TimeNet	0.327	0.326	0.325	0.328	0.362
GRASIM	DeConFuse	0.014	0.008	0.011	0.011	0.445
	ConvTimeNet	0.307	0.318	0.309	0.312	1.289
	TimeNet	0.259	0.259	0.259	0.257	0.386
HAVELLS	DeConFuse	0.012	0.005	0.009	0.009	0.377
	ConvTimeNet	0.426	0.410	0.422	0.421	1.182
	TimeNet	0.403	0.402	0.402	0.404	0.400
HCLTECH	DeConFuse	0.014	0.010	0.011	0.014	0.383
	ConvTimeNet	1.854	1.839	1.818	1.853	1.457
	TimeNet	0.113	0.113	0.113	0.114	0.442
HDFC	DeConFuse	0.009	0.004	0.006	0.006	0.314
	ConvTimeNet	0.747	0.713	0.734	0.746	1.239
	TimeNet	0.318	0.319	0.317	0.321	0.383
HDFCBANK	DeConFuse	0.007	0.003	0.005	0.005	0.330
	ConvTimeNet	0.529	0.533	0.533	0.544	3.680
	TimeNet	0.422	0.422	0.421	0.423	0.576
HDIL	DeConFuse	0.027	0.014	0.021	0.022	0.624
	ConvTimeNet	0.300	0.560	0.352	0.439	10.715
	TimeNet	0.297	0.291	0.290	0.296	1.106
HEROMOTOCO	DeConFuse	0.009	0.004	0.006	0.006	0.322
	ConvTimeNet	0.129	0.134	0.129	0.134	0.810
	TimeNet	0.191	0.192	0.190	0.193	0.416
HEXAWARE	DeConFuse	0.017	0.007	0.012	0.013	red0.496
	ConvTimeNet	2.798	2.710	2.691	2.769	1.050
	TimeNet	0.425	0.422	0.424	0.423	0.473
HINDALCO	DeConFuse	0.016	0.007	0.012	0.012	0.310
	ConvTimeNet	0.984	0.995	0.979	1.002	1.159
	TimeNet	0.403	0.403	0.402	0.404	0.388
HINDPETRO	DeConFuse	0.016	0.007	0.012	0.012	0.37
	ConvTimeNet	0.998	0.961	0.965	0.999	1.545
	TimeNet	0.375	0.377	0.376	0.376	0.397
HINDUNILVR	DeConFuse	0.008	0.003	0.006	0.006	0.413
	ConvTimeNet	0.181	0.153	0.151	0.183	0.997
	TimeNet	0.414	0.413	0.413	0.415	0.427
HINDZINC	DeConFuse	0.012	0.006	0.009	0.010	0.333
	ConvTimeNet	0.057	0.063	0.062	0.055	2.246
	TimeNet	0.346	0.346	0.344	0.347	0.362
IBREALEST	DeConFuse	0.033	0.026	0.031	0.028	red0.694
	ConvTimeNet	6.230	6.588	6.338	6.375	6.639
	TimeNet	0.612	0.611	0.613	0.611	0.662
IBULHSGFIN	DeConFuse	0.014	0.006	0.011	0.011	0.381
	ConvTimeNet	0.352	0.341	0.343	0.354	0.556
	TimeNet	0.357	0.358	0.356	0.358	0.584
ICICIBANK	DeConFuse	0.016	0.012	0.014	0.014	0.314
	ConvTimeNet	2.773	2.801	2.766	2.784	1.126
	TimeNet	0.156	0.155	0.156	0.155	0.609
IDBI	DeConFuse	0.026	0.010	0.019	0.018	0.408
	ConvTimeNet	0.900	0.909	0.846	0.952	1.995
	TimeNet	0.135	0.137	0.134	0.138	0.550
IDEA	DeConFuse	0.022	0.008	0.015	0.015	0.396
	ConvTimeNet	1.612	1.684	1.629	1.671	1.676
	TimeNet	0.576	0.575	0.569	0.580	0.454
IDFC	DeConFuse	0.017	0.008	0.012	0.013	0.523
	ConvTimeNet	0.693	0.674	0.629	0.748	5.201
	TimeNet	0.134	0.135	0.134	0.134	0.680
IFCI	DeConFuse	0.024	0.009	0.020	0.016	0.623
	ConvTimeNet	0.807	0.744	0.837	0.755	10.316
	TimeNet	0.244	0.243	0.246	0.245	0.967
IGL	DeConFuse	0.015	0.005	0.011	0.011	0.490
	ConvTimeNet	0.264	0.255	0.257	0.264	1.324
	TimeNet	0.348	0.350	0.350	0.346	0.369
INDIACEM	DeConFuse	0.023	0.014	0.018	0.020	0.360
	ConvTimeNet	0.712	0.689	0.692	0.705	1.012
	TimeNet	0.149	0.150	0.148	0.150	0.360
INDUSINDBK	DeConFuse	0.009	0.004	0.006	0.006	0.315
	ConvTimeNet	0.502	0.509	0.507	0.500	1.253
	TimeNet	0.453	0.453	0.452	0.454	0.419
INFY	DeConFuse	0.010	0.005	0.008	0.008	0.405
	ConvTimeNet	2.417	2.415	2.410	2.409	1.837
	TimeNet	0.140	0.139	0.14	0.139	0.605
IOC	DeConFuse	0.012	0.006	0.010	0.011	0.369
	ConvTimeNet	0.334	0.285	0.309	0.327	1.359
	TimeNet	0.205	0.206	0.204	0.206	0.392
IRB	DeConFuse	0.019	0.007	0.014	0.014	0.475
	ConvTimeNet	0.365	0.360	0.355	0.380	1.583
	TimeNet	0.076	0.076	0.077	0.076	0.580
ITC	DeConFuse	0.009	0.004	0.007	0.006	0.383
	ConvTimeNet	0.539	0.545	0.549	0.540	1.089
	TimeNet	0.106	0.106	0.105	0.108	0.457
JINDALSTEL	DeConFuse	0.029	0.017	0.023	0.024	0.337
	ConvTimeNet	6.234	6.467	6.223	6.34	5.342
	TimeNet	0.394	0.392	0.392	0.394	0.565
JISLJALEQS	DeConFuse	0.022	0.008	0.014	0.018	0.461
	ConvTimeNet	0.965	0.969	0.953	0.976	1.066
	TimeNet	0.238	0.237	0.238	0.236	0.474
JPASSOCIAT	DeConFuse	0.046	0.028	0.035	0.040	0.675
	ConvTimeNet	0.321	0.318	0.309	0.321	1.660
	TimeNet	0.565	0.567	0.563	0.568	1.227
JSWENERGY	DeConFuse	0.024	0.019	0.023	0.021	0.610
	ConvTimeNet	0.453	0.462	0.438	0.469	1.320
	TimeNet	0.045	0.044	0.044	0.044	0.621
JSWSTEEL	DeConFuse	0.014	0.006	0.011	0.010	0.304
	ConvTimeNet	1.093	1.206	1.093	1.135	1.895
	TimeNet	0.535	0.534	0.535	0.535	0.365
JUBLFOOD	DeConFuse	0.013	0.006	0.010	0.011	0.409
	ConvTimeNet	7.716	7.395	7.521	7.733	3.604
	TimeNet	0.442	0.441	0.44	0.443	0.672
JUSTDIAL	DeConFuse	0.026	0.009	0.018	0.020	0.473
	ConvTimeNet	7.726	7.839	7.787	7.856	3.06
	TimeNet	0.738	0.745	0.735	0.750	0.505
KOTAKBANK	DeConFuse	0.009	0.004	0.007	0.007	0.342
	ConvTimeNet	0.278	0.294	0.258	0.307	5.970
	TimeNet	0.401	0.400	0.399	0.402	0.349
KSCL	DeConFuse	0.016	0.006	0.011	0.012	0.503
	ConvTimeNet	0.240	0.252	0.235	0.242	1.831
	TimeNet	0.089	0.086	0.085	0.090	0.739
KTKBANK	DeConFuse	0.016	0.006	0.012	0.013	0.452
	ConvTimeNet	2.447	2.452	2.430	2.464	1.224
	TimeNet	0.124	0.125	0.123	0.126	0.504
L&TFH	DeConFuse	0.017	0.006	0.011	0.012	0.366
	ConvTimeNet	0.343	0.345	0.339	0.351	0.741
	TimeNet	0.466	0.467	0.468	0.465	0.416
LICHSGFIN	DeConFuse	0.013	0.005	0.009	0.010	0.354
	ConvTimeNet	1.587	1.604	1.591	1.584	1.971
	TimeNet	0.126	0.127	0.126	0.128	0.400
LT	DeConFuse	0.010	0.005	0.007	0.008	red0.372
	ConvTimeNet	0.877	0.858	0.851	0.877	0.732
	TimeNet	0.222	0.222	0.221	0.224	0.338
LUPIN	DeConFuse	0.014	0.004	0.009	0.010	0.406
	ConvTimeNet	0.687	0.658	0.678	0.663	1.229
	TimeNet	0.707	0.706	0.705	0.706	0.514
M&M	DeConFuse	0.014	0.008	0.010	0.011	0.361
	ConvTimeNet	2.729	2.723	2.713	2.684	1.088
	TimeNet	0.207	0.207	0.206	0.208	0.413
M&MFIN	DeConFuse	0.018	0.011	0.014	0.016	0.356
	ConvTimeNet	1.800	1.789	1.795	1.807	1.489
	TimeNet	0.371	0.370	0.371	0.372	0.358
MARUTI	DeConFuse	0.009	0.003	0.006	0.006	0.356
	ConvTimeNet	0.253	0.249	0.248	0.254	1.103
	TimeNet	0.542	0.542	0.542	0.542	0.546
MINDTREE	DeConFuse	0.019	0.010	0.015	0.013	0.491
	ConvTimeNet	0.594	0.559	0.545	0.599	1.058
	TimeNet	0.319	0.318	0.319	0.317	0.770
MOTHERSUMI	DeConFuse	0.014	0.005	0.009	0.011	0.381
	ConvTimeNet	0.954	0.995	0.962	0.964	0.955
	TimeNet	0.388	0.389	0.388	0.39	0.413
MRF	DeConFuse	0.010	0.004	0.007	0.008	0.597
	ConvTimeNet	0.422	0.421	0.420	0.423	0.618
	TimeNet	0.915	0.915	0.916	0.914	0.489
NHPC	DeConFuse	0.012	0.006	0.010	0.010	0.608
	ConvTimeNet	2.957	3.029	2.986	3.006	9.161
	TimeNet	0.083	0.082	0.083	0.084	0.706
NMDC	DeConFuse	0.018	0.012	0.015	0.016	0.385
	ConvTimeNet	0.747	0.743	0.741	0.746	1.214
	TimeNet	0.103	0.103	0.105	0.101	0.491
NTPC	DeConFuse	0.009	0.007	0.008	0.008	0.370
	ConvTimeNet	0.507	0.507	0.515	0.499	1.082
	TimeNet	0.111	0.110	0.110	0.112	0.563
OFSS	DeConFuse	0.012	0.007	0.009	0.009	red0.590
	ConvTimeNet	0.144	0.158	0.150	0.152	0.727
	TimeNet	0.105	0.103	0.105	0.103	0.552
OIL	DeConFuse	0.014	0.007	0.010	0.012	0.441
	ConvTimeNet	0.294	0.271	0.283	0.279	1.602
	TimeNet	0.068	0.070	0.070	0.069	0.455
ONGC	DeConFuse	0.012	0.006	0.009	0.010	0.467
	ConvTimeNet	5.154	5.167	5.140	5.171	1.673
	TimeNet	0.074	0.075	0.076	0.073	0.548
ORIENTBANK	DeConFuse	0.023	0.009	0.017	0.016	0.378
	ConvTimeNet	1.706	1.565	1.632	1.63	6.662
	TimeNet	0.673	0.675	0.674	0.674	0.725
PAGEIND	DeConFuse	0.017	0.006	0.013	0.010	0.431
	ConvTimeNet	0.377	0.376	0.377	0.377	0.862
	TimeNet	0.824	0.823	0.826	0.821	0.655
PETRONET	DeConFuse	0.014	0.006	0.011	0.011	red0.494
	ConvTimeNet	0.785	0.793	0.793	0.787	3.480
	TimeNet	0.119	0.118	0.118	0.118	0.455
PFC	DeConFuse	0.019	0.011	0.015	0.016	0.335
	ConvTimeNet	6.082	6.160	6.127	6.107	5.328
	TimeNet	0.208	0.208	0.206	0.209	0.377
PIDILITIND	DeConFuse	0.011	0.006	0.008	0.008	0.339
	ConvTimeNet	0.148	0.159	0.158	0.148	1.693
	TimeNet	0.328	0.327	0.328	0.328	0.514
PNB	DeConFuse	0.025	0.010	0.019	0.017	0.402
	ConvTimeNet	9.020	9.009	8.898	9.059	4.502
	TimeNet	0.358	0.357	0.357	0.358	0.593
POWERGRID	DeConFuse	0.009	0.006	0.007	0.008	0.351
	ConvTimeNet	1.329	1.354	1.321	1.359	4.055
	TimeNet	0.196	0.196	0.194	0.197	0.412
PTC	DeConFuse	0.016	0.007	0.011	0.012	red0.385
	ConvTimeNet	1.190	1.146	1.140	1.190	1.877
	TimeNet	0.187	0.188	0.187	0.187	0.353
RCOM	DeConFuse	0.049	0.019	0.040	0.033	0.515
	ConvTimeNet	11.473	11.273	11.142	11.890	2.267
	TimeNet	0.363	0.360	0.344	0.377	0.581
RECLTD	DeConFuse	0.017	0.005	0.012	0.012	0.401
	ConvTimeNet	7.043	6.659	6.798	6.912	12.186
	TimeNet	0.145	0.145	0.144	0.147	0.521
RELCAPITAL	DeConFuse	0.025	0.014	0.018	0.021	0.302
	ConvTimeNet	2.394	2.359	2.289	2.428	0.498
	TimeNet	0.127	0.130	0.128	0.131	0.474
RELIANCE	DeConFuse	0.011	0.004	0.008	0.008	0.305
	ConvTimeNet	0.251	0.234	0.245	0.239	1.609
	TimeNet	0.459	0.458	0.458	0.459	0.654
RELINFRA	DeConFuse	0.019	0.007	0.013	0.014	0.270
	ConvTimeNet	2.045	2.032	1.998	2.084	0.970
	TimeNet	0.157	0.159	0.157	0.159	0.320
RPOWER	DeConFuse	0.024	0.007	0.018	0.016	0.475
	ConvTimeNet	2.229	2.178	2.159	2.268	2.384
	TimeNet	0.296	0.297	0.295	0.302	0.757
SAIL	DeConFuse	0.023	0.008	0.014	0.016	0.284
	ConvTimeNet	1.319	1.225	1.274	1.276	1.399
	TimeNet	0.161	0.160	0.163	0.158	0.495
SBIN	DeConFuse	0.015	0.006	0.011	0.01	0.339
	ConvTimeNet	0.663	0.661	0.675	0.648	1.428
	TimeNet	0.120	0.118	0.120	0.118	0.696
SIEMENS	DeConFuse	0.011	0.006	0.008	0.009	0.452
	ConvTimeNet	0.289	0.212	0.292	0.245	8.495
	TimeNet	0.085	0.086	0.085	0.086	0.763
SOUTHBANK	DeConFuse	0.018	0.008	0.013	0.013	red0.539
	ConvTimeNet	7.863	7.712	7.795	7.788	10.684
	TimeNet	0.162	0.161	0.161	0.163	0.534
SRF	DeConFuse	0.016	0.006	0.011	0.012	0.396
	ConvTimeNet	0.373	0.318	0.339	0.359	0.791
	TimeNet	0.226	0.225	0.225	0.225	0.508
SRTRANSFIN	DeConFuse	0.019	0.011	0.015	0.017	0.445
	ConvTimeNet	2.900	2.892	2.838	2.946	0.667
	TimeNet	0.297	0.295	0.296	0.297	0.482
STAR	DeConFuse	0.027	0.015	0.022	0.025	0.464
	ConvTimeNet	2.461	2.586	2.307	2.629	6.115
	TimeNet	0.827	0.820	0.821	0.825	0.642
SUNPHARMA	DeConFuse	0.016	0.006	0.011	0.011	0.368
	ConvTimeNet	0.203	0.202	0.203	0.203	0.655
	TimeNet	0.388	0.390	0.385	0.391	0.645
SUNTV	DeConFuse	0.015	0.005	0.010	0.011	0.356
	ConvTimeNet	0.175	0.172	0.173	0.176	1.482
	TimeNet	0.471	0.472	0.470	0.472	0.483
SYNDIBANK	DeConFuse	0.024	0.009	0.017	0.017	0.361
	ConvTimeNet	1.405	1.391	1.271	1.521	4.672
	TimeNet	0.176	0.175	0.174	0.177	0.410
TATACHEM	DeConFuse	0.011	0.005	0.008	0.009	0.392
	ConvTimeNet	1.044	1.066	1.044	1.025	0.690
	TimeNet	0.368	0.368	0.367	0.368	0.412
TATACOMM	DeConFuse	0.013	0.006	0.009	0.010	0.443
	ConvTimeNet	0.231	0.249	0.239	0.241	0.835
	TimeNet	0.241	0.241	0.239	0.243	0.541
TATAGLOBAL	DeConFuse	0.017	0.006	0.013	0.012	0.599
	ConvTimeNet	1.724	1.807	1.737	1.813	4.354
	TimeNet	0.418	0.417	0.418	0.416	0.477
TATAMOTORS	DeConFuse	0.015	0.007	0.012	0.011	0.333
	ConvTimeNet	0.644	0.688	0.660	0.650	1.844
	TimeNet	0.279	0.278	0.278	0.277	0.659
TATAMTRDVR	DeConFuse	0.015	0.006	0.013	0.011	0.380
	ConvTimeNet	1.153	1.213	1.161	1.153	1.219
	TimeNet	0.444	0.443	0.445	0.440	0.455
TATAPOWER	DeConFuse	0.012	0.005	0.009	0.010	0.413
	ConvTimeNet	0.435	0.442	0.431	0.452	1.265
	TimeNet	0.096	0.096	0.096	0.096	0.571
TATASTEEL	DeConFuse	0.015	0.005	0.009	0.012	0.258
	ConvTimeNet	1.363	1.390	1.369	1.365	0.862
	TimeNet	0.381	0.381	0.380	0.381	0.662
TCS	DeConFuse	0.012	0.005	0.009	0.008	0.445
	ConvTimeNet	1.481	1.337	1.409	1.323	6.096
	TimeNet	0.231	0.229	0.230	0.231	0.525
TECHM	DeConFuse	0.014	0.005	0.009	0.009	0.386
	ConvTimeNet	1.857	1.634	1.753	1.746	6.126
	TimeNet	0.175	0.174	0.176	0.173	0.416
TITAN	DeConFuse	0.014	0.005	0.010	0.010	0.419
	ConvTimeNet	2.649	2.676	2.698	2.633	3.126
	TimeNet	0.548	0.548	0.547	0.548	0.630
TVSMOTOR	DeConFuse	0.014	0.005	0.009	0.011	0.385
	ConvTimeNet	1.120	1.120	1.108	1.129	0.848
	TimeNet	0.441	0.441	0.441	0.441	0.403
UBL	DeConFuse	0.018	0.008	0.014	0.013	0.418
	ConvTimeNet	0.144	0.191	0.157	0.173	0.915
	TimeNet	0.246	0.244	0.248	0.241	0.593
ULTRACEMCO	DeConFuse	0.011	0.005	0.008	0.007	0.408
	ConvTimeNet	0.088	0.086	0.086	0.088	0.712
	TimeNet	0.237	0.236	0.236	0.237	0.483
UNIONBANK	DeConFuse	0.023	0.009	0.017	0.016	0.307
	ConvTimeNet	8.195	8.076	8.034	8.207	11.330
	TimeNet	0.395	0.395	0.396	0.394	0.394
UPL	DeConFuse	0.014	0.004	0.009	0.010	0.391
	ConvTimeNet	1.182	1.034	1.122	1.101	2.592
	TimeNet	0.275	0.276	0.274	0.277	0.410
VEDL	DeConFuse	0.018	0.010	0.014	0.015	0.235
	ConvTimeNet	2.904	3.024	2.967	2.959	0.605
	TimeNet	0.295	0.295	0.295	0.295	0.720
VOLTAS	DeConFuse	0.016	0.009	0.012	0.013	red0.369
	ConvTimeNet	1.244	1.272	1.268	1.254	4.493
	TimeNet	0.475	0.475	0.474	0.476	0.354
WIPRO	DeConFuse	0.009	0.005	0.007	0.007	0.456
	ConvTimeNet	0.301	0.290	0.298	0.295	0.799
	TimeNet	0.067	0.065	0.067	0.066	0.647
WOCKPHARMA	DeConFuse	0.021	0.009	0.015	0.016	red0.504
	ConvTimeNet	2.407	2.486	2.335	2.582	5.903
	TimeNet	0.394	0.395	0.394	0.393	0.492
YESBANK	DeConFuse	0.014	0.006	0.01	0.011	0.335
	ConvTimeNet	0.875	0.868	0.866	0.879	1.066
	TimeNet	0.422	0.423	0.424	0.422	0.599
ZEEL	DeConFuse	0.010	0.005	0.008	0.008	0.400
	ConvTimeNet	1.132	1.135	1.136	1.123	1.449
	TimeNet	0.265	0.265	0.264	0.267	0.513

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