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 6 Stock-wise trading results

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

Stock name	Method	Computational model performance				Financial evaluation
		Precision	Recall	F1 score	AUC	True AR	Predicted AR
ABIRLANUVO	DeConFuse	0.553	0.886	0.681	0.558	41.950	15.600
	ConvTimeNet	0.515	0.966	0.672	0.541		3.090
	TimeNet	0.512	0.989	0.674	0.478		8.340
ACC	DeConFuse	0.449	0.761	0.565	0.600	– 7.090	– 1.070
	ConvTimeNet	0.449	0.337	0.385	0.529		– 4.100
	TimeNet	0.389	0.152	0.219	0.506		– 9.020
ADANIENT	DeConFuse	red0.581	0.962	0.724	red0.560	20.690	4.570
	ConvTimeNet	0.594	0.145	0.233	0.504		69.400
	TimeNet	0.565	0.962	0.712	0.571		– 3.610
ADANIPORTS	DeConFuse	red0.520	0.919	0.660	0.546	0.900	0.010
	ConvTimeNet	0.503	0.694	0.583	0.570		2.560
	TimeNet	0.534	0.568	0.550	0.559		17.750
ADANIPOWER	DeConFuse	0.461	0.862	0.601	red0.492	– 34.600	10.840
	ConvTimeNet	0.473	0.569	0.517	0.460		– 28.930
	TimeNet	0.495	0.872	0.631	0.495		– 19.110
AJANTPHARM	DeConFuse	0.449	0.757	red0.564	0.514	– 44.660	– 29.150
	ConvTimeNet	0.469	0.757	0.579	0.498		– 22.320
	TimeNet	0.577	0.214	0.312	0.603		– 35.460
ALBK	DeConFuse	0.485	0.776	0.597	0.550	– 23.800	– 5.890
	ConvTimeNet	0.461	0.766	0.575	0.495		– 17.440
	TimeNet	0.478	0.411	0.442	0.516		29.660
AMARAJABAT	DeConFuse	0.549	0.718	0.622	0.568	19.460	41.830
	ConvTimeNet	0.463	0.321	0.379	0.502		– 19.990
	TimeNet	0.667	0.026	0.049	0.549		– 27.870
AMBUJACEM	DeConFuse	0.486	0.829	0.613	0.576	– 8.970	– 10.080
	ConvTimeNet	0.457	0.410	0.432	0.503		– 1.310
	TimeNet	0.448	0.533	0.487	0.470		16.490
ANDHRABANK	DeConFuse	0.391	red0.753	red0.515	0.479	– 21.850	4.660
	ConvTimeNet	0.401	0.763	0.526	0.513		1.060
	TimeNet	0.446	0.484	0.464	0.548		– 18.610
APOLLOHOSP	DeConFuse	0.447	red0.921	0.602	0.510	23.140	6.820
	ConvTimeNet	0.432	0.812	0.564	0.509		1.440
	TimeNet	0.436	0.941	0.596	0.493		4.630
APOLLOTYRE	DeConFuse	0.502	0.920	0.650	0.536	– 13.140	2.730
	ConvTimeNet	0.600	0.027	0.051	0.606		– 2.810
	TimeNet	0.482	0.973	0.645	0.468		0.950
ARVIND	DeConFuse	0.513	0.936	0.662	0.571	16.320	19.560
	ConvTimeNet	0.603	0.376	0.463	0.637		– 33.780
	TimeNet	0.476	1.000	0.645	0.445		0.000
ASHOKLEY	DeConFuse	0.532	0.849	0.654	red0.520	47.650	– 16.530
	ConvTimeNet	0.524	0.092	0.157	0.502		– 14.800
	TimeNet	0.522	0.798	0.631	0.551		– 13.550
ASIANPAINT	DeConFuse	0.523	0.868	0.652	0.595	32.770	1.250
	ConvTimeNet	0.500	0.245	0.329	0.539		4.400
	TimeNet	0.463	1.000	0.633	0.487		0.000
AUROPHARMA	DeConFuse	0.511	0.835	0.634	red0.532	3.370	4.430
	ConvTimeNet	0.484	0.679	0.565	0.509		– 5.900
	TimeNet	0.468	0.954	0.628	0.548		– 8.060
AXISBANK	DeConFuse	0.527	0.843	0.649	0.535	3.830	26.440
	ConvTimeNet	0.503	0.643	0.565	0.485		12.060
	TimeNet	0.500	0.835	0.625	0.525		– 6.970
BAJAJ-AUTO	DeConFuse	0.491	0.776	0.601	0.552	12.590	15.430
	ConvTimeNet	0.431	0.234	0.303	0.518		– 9.380
	TimeNet	0.463	0.355	0.402	0.512		– 10.670
BAJFINANCE	DeConFuse	0.570	0.934	red0.708	0.487	21.610	-4.050
	ConvTimeNet	0.526	0.440	0.479	0.441		16.480
	TimeNet	0.569	1.000	0.725	0.568		0.000
BANKBARODA	DeConFuse	0.584	0.473	red0.523	0.569	– 21.990	2.880
	ConvTimeNet	0.485	0.573	0.525	0.495		– 3.680
	TimeNet	0.286	0.018	0.034	0.539		– 16.310
BANKINDIA	DeConFuse	0.463	0.925	0.617	0.428	– 29.380	– 2.880
	ConvTimeNet	0.491	0.757	0.596	0.500		– 25.090
	TimeNet	0.571	0.224	0.322	0.567		– 19.800
BATAINDIA	DeConFuse	0.523	0.693	0.596	0.494	63.650	34.340
	ConvTimeNet	0.000	0.000	0.000	0.522		0.000
	TimeNet	0.520	0.456	0.486	0.547		6.090
BEL	DeConFuse	0.457	0.892	0.604	0.592	– 17.530	– 22.310
	ConvTimeNet	0.421	0.785	0.548	0.560		– 18.020
	TimeNet	0.405	0.985	0.574	0.566		1.220
BHARATFORG	DeConFuse	0.496	1.000	0.663	0.507	– 2.210	3.800
	ConvTimeNet	0.400	0.035	0.065	0.578		– 3.510
	TimeNet	0.493	0.982	0.657	0.496		1.500
BHARTIARTL	DeConFuse	0.486	0.817	0.609	0.563	9.350	– 10.08
	ConvTimeNet	0.580	0.279	0.377	0.527		– 7.500
	TimeNet	0.493	0.327	0.393	0.535		– 7.670
BHEL	DeConFuse	red0.540	0.857	0.662	0.578	– 3.050	10.340
	ConvTimeNet	0.555	0.589	0.571	0.576		– 32.780
	TimeNet	0.481	0.562	0.519	0.494		– 7.340
BIOCON	DeConFuse	0.523	0.780	0.626	0.487	30.340	– 9.750
	ConvTimeNet	1.000	0.051	0.097	0.540		11.350
	TimeNet	0.539	0.407	0.464	0.520		– 0.280
BOSCHLTD	DeConFuse	red0.437	0.938	0.596	0.550	– 5.430	4.380
	ConvTimeNet	0.464	0.481	0.473	0.513		3.330
	TimeNet	0.000	0.000	0.000	0.496		0.000
BPCL	DeConFuse	red0.525	0.850	0.649	0.509	– 0.640	– 0.740
	ConvTimeNet	0.535	0.611	0.570	0.561		– 2.290
	TimeNet	0.482	0.956	0.641	0.466		– 1.660
BRITANNIA	DeConFuse	0.604	0.871	0.714	red0.550	17.710	4.930
	ConvTimeNet	0.558	0.258	0.353	0.492		17.400
	TimeNet	0.500	0.043	0.079	0.572		42.380
CAIRN	DeConFuse	0.558	0.682	0.614	0.540	38.310	– 14.830
	ConvTimeNet	0.833	0.059	0.110	0.483		69.850
	TimeNet	0.000	0.000	0.000	0.480		63.040
CANBK	DeConFuse	0.500	0.798	red0.615	0.552	– 2.440	– 9.350
	ConvTimeNet	0.472	0.862	0.610	0.471		15.920
	TimeNet	0.485	0.908	0.633	0.528		– 20.500
CASTROLIND	DeConFuse	0.468	0.843	0.602	red0.502	– 12.570	– 17.840
	ConvTimeNet	0.427	0.800	0.557	0.464		– 15.310
	TimeNet	0.800	0.057	0.107	0.516		– 20.970
CEATLTD	DeConFuse	0.474	0.797	red0.595	0.598	– 10.760	5.010
	ConvTimeNet	0.413	0.725	0.526	0.509		– 27.600
	TimeNet	0.434	0.957	0.597	0.520		– 10.180
CENTURYTEX	DeConFuse	0.575	0.807	0.672	0.602	– 18.430	– 21.330
	ConvTimeNet	0.513	0.675	0.583	0.535		– 16.620
	TimeNet	0.498	1.000	0.665	0.483		0.000
CESC	DeConFuse	0.489	0.789	0.604	0.562	2.300	– 4.980
	ConvTimeNet	0.550	0.101	0.171	0.535		– 5.930
	TimeNet	0.458	0.844	0.594	0.476		– 7.060
CIPLA	DeConFuse	red0.472	0.810	red0.596	0.564	– 3.130	– 12.260
	ConvTimeNet	0.508	0.619	0.558	0.541		– 7.370
	TimeNet	0.462	0.867	0.603	0.536		– 3.270
COALINDIA	DeConFuse	0.557	0.462	0.505	0.528	– 2.370	– 1.030
	ConvTimeNet	0.500	0.051	0.093	0.433		– 5.210
	TimeNet	0.667	0.051	0.095	0.489		6.380
COLPAL	DeConFuse	0.519	0.893	0.657	0.436	16.070	6.000
	ConvTimeNet	0.643	0.074	0.133	0.562		1.580
	TimeNet	0.566	0.355	0.437	0.524		– 3.180
DABUR	DeConFuse	0.542	0.791	red0.643	0.560	21.590	– 3.260
	ConvTimeNet	0.500	0.026	0.050	0.503		41.300
	TimeNet	0.500	0.983	0.663	0.560		– 4.800
DHFL	DeConFuse	0.513	0.836	0.635	0.553	– 8.590	– 8.510
	ConvTimeNet	0.449	0.726	0.555	0.501		7.130
	TimeNet	0.456	1.000	0.627	0.547		0.000
DISHTV	DeConFuse	red0.497	0.815	0.618	red0.512	– 14.010	20.570
	ConvTimeNet	0.507	0.954	0.662	0.536		– 12.220
	TimeNet	0.469	0.981	0.635	0.539		0.700
DIVISLAB	DeConFuse	0.505	0.867	red0.638	0.485	2.800	– 0.920
	ConvTimeNet	0.460	0.513	0.485	0.474		14.960
	TimeNet	0.489	0.973	0.651	0.567		– 4.620
DLF	DeConFuse	red0.583	0.903	0.709	red0.545	14.530	32.160
	ConvTimeNet	0.605	0.395	0.478	0.565		3.060
	TimeNet	0.539	0.992	0.699	0.524		2.690
DRREDDY	DeConFuse	0.518	0.870	red0.649	0.586	– 2.060	10.640
	ConvTimeNet	0.492	0.774	0.601	0.470		5.080
	TimeNet	0.507	0.991	0.671	0.487		– 10.530
EICHERMOT	DeConFuse	0.515	0.936	0.664	red0.519	– 7.280	– 1.070
	ConvTimeNet	0.478	0.681	0.561	0.494		– 7.780
	TimeNet	0.503	0.904	0.646	0.553		0.750
ENGINERSIN	DeConFuse	0.568	0.659	0.610	0.612	– 3.150	– 40.820
	ConvTimeNet	0.456	0.439	0.447	0.508		– 9.830
	TimeNet	0.500	0.085	0.146	0.473		– 27.400
EXIDEIND	DeConFuse	0.525	0.850	0.649	0.603	22.020	9.570
	ConvTimeNet	0.629	0.195	0.297	0.542		2.170
	TimeNet	0.484	0.788	0.599	0.506		17.840
FEDERALBNK	DeConFuse	0.479	red0.810	0.600	0.551	– 23.270	– 20.170
	ConvTimeNet	0.434	0.790	0.560	0.511		16.480
	TimeNet	0.428	0.860	0.571	0.508		– 9.940
GAIL	DeConFuse	0.554	0.683	0.612	0.496	35.420	1.670
	ConvTimeNet	0.000	0.000	0.000	0.564		0.000
	TimeNet	0.714	0.083	0.149	0.521		29.550
GLENMARK	DeConFuse	0.543	0.847	0.662	red0.546	– 12.340	7.550
	ConvTimeNet	0.640	0.483	0.551	0.580		– 14.500
	TimeNet	0.529	0.780	0.630	0.490		4.890
GMRINFRA	DeConFuse	0.512	0.792	0.622	0.547	8.230	3.520
	ConvTimeNet	0.424	0.132	0.201	0.537		46.980
	TimeNet	0.000	0.000	0.000	0.523		0.000
GODREJIND	DeConFuse	0.551	0.932	0.692	red0.572	12.190	6.320
	ConvTimeNet	0.528	0.957	0.681	0.569		– 4.980
	TimeNet	0.515	1.000	0.680	0.584		1.560
GRASIM	DeConFuse	red0.451	0.854	0.590	0.571	11.750	31.030
	ConvTimeNet	0.457	0.552	0.500	0.563		4.060
	TimeNet	0.421	1.000	0.590	0.563		– 0.660
HAVELLS	DeConFuse	0.562	0.886	0.688	0.534	25.080	4.960
	ConvTimeNet	0.929	0.106	0.190	0.553		1.110
	TimeNet	0.586	0.724	0.647	0.621		28.710
HCLTECH	DeConFuse	0.596	0.862	red0.704	red0.510	26.700	– 4.330
	ConvTimeNet	0.573	0.331	0.42	0.477		13.730
	TimeNet	0.566	0.985	0.719	0.529		1.090
HDFC	DeConFuse	0.557	0.817	0.662	red0.530	– 13.020	11.470
	ConvTimeNet	0.677	0.175	0.278	0.551		7.020
	TimeNet	0.515	0.575	0.543	0.492		18.220
HDFCBANK	DeConFuse	red0.551	0.851	red0.669	0.561	– 0.470	9.890
	ConvTimeNet	0.569	0.306	0.398	0.510		– 7.500
	TimeNet	0.529	0.992	0.690	0.522		0.520
HDIL	DeConFuse	0.466	0.883	0.610	0.565	– 51.190	– 11.390
	ConvTimeNet	0.448	0.915	0.601	0.482		27.120
	TimeNet	0.445	1.000	0.610	0.474		0.000
HEROMOTOCO	DeConFuse	red0.482	0.796	0.601	red0.556	– 19.99	– 1.530
	ConvTimeNet	0.529	0.350	0.421	0.570		– 18.100
	TimeNet	0.418	0.573	0.484	0.442		– 0.910
HEXAWARE	DeConFuse	0.577	red0.879	red0.697	0.518	41.150	– 3.690
	ConvTimeNet	1.000	0.015	0.030	0.495		20.850
	TimeNet	0.570	0.955	0.714	0.458		5.010
HINDALCO	DeConFuse	0.495	0.872	0.631	0.547	6.020	– 6.310
	ConvTimeNet	0.474	0.679	0.558	0.524		1.110
	TimeNet	0.494	0.807	0.613	0.540		– 19.450
HINDPETRO	DeConFuse	0.459	0.931	0.615	red0.507	– 18.980	– 1.200
	ConvTimeNet	0.446	0.775	0.566	0.549		– 14.200
	TimeNet	0.445	1.000	0.615	0.457		0.000
HINDUNILVR	DeConFuse	red0.594	0.956	0.733	0.512	8.010	2.820
	ConvTimeNet	0.500	0.030	0.056	0.497		10.740
	TimeNet	0.623	0.696	0.657	0.578		20.200
HINDZINC	DeConFuse	0.529	red0.894	0.664	0.581	– 8.970	7.870
	ConvTimeNet	0.617	0.257	0.362	0.570		– 26.230
	TimeNet	0.495	0.938	0.648	0.511		0.920
IBREALEST	DeConFuse	0.613	0.642	0.627	0.562	50.250	4.550
	ConvTimeNet	0.750	0.028	0.055	0.560		2.720
	TimeNet	0.000	0.000	0.000	0.455		0.000
IBULHSGFIN	DeConFuse	0.534	0.814	0.645	0.574	– 33.740	3.660
	ConvTimeNet	0.488	0.907	0.634	0.562		2.130
	TimeNet	0.447	0.837	0.583	0.491		4.990
ICICIBANK	DeConFuse	red0.514	0.664	0.580	0.554	– 15.240	– 7.840
	ConvTimeNet	0.528	0.262	0.350	0.530		7.090
	TimeNet	0.455	0.047	0.085	0.471		32.410
IDBI	DeConFuse	red0.545	red0.757	0.634	0.596	– 38.100	– 4.320
	ConvTimeNet	0.503	0.775	0.610	0.529		– 14.250
	TimeNet	0.577	0.505	0.538	0.538		– 11.360
IDEA	DeConFuse	0.450	0.949	0.610	0.571	– 26.870	– 12.280
	ConvTimeNet	0.415	0.667	0.512	0.549		10.310
	TimeNet	0.395	0.495	0.439	0.414		26.380
IDFC	DeConFuse	red0.460	0.737	0.566	0.500	10.310	7.640
	ConvTimeNet	0.511	0.232	0.319	0.550		– 28.470
	TimeNet	0.444	0.040	0.074	0.538		– 11.310
IFCI	DeConFuse	0.541	0.653	0.592	0.612	– 21.380	– 10.090
	ConvTimeNet	0.429	0.713	0.535	0.489		9.880
	TimeNet	0.450	0.178	0.255	0.542		1.240
IGL	DeConFuse	0.505	red0.955	0.660	0.545	– 17.220	– 4.580
	ConvTimeNet	0.489	1.000	0.657	0.425		0.000
	TimeNet	0.483	0.902	0.629	0.500		3.870
INDIACEM	DeConFuse	0.512	0.796	0.623	0.607	3.720	– 15.030
	ConvTimeNet	0.450	0.537	0.489	0.452		– 17.100
	TimeNet	0.473	0.907	0.622	0.541		– 1.060
INDUSINDBK	DeConFuse	0.510	0.896	red0.650	0.485	2.350	– 2.270
	ConvTimeNet	0.250	0.026	0.047	0.483		7.450
	TimeNet	0.502	1.000	0.669	0.455		0.000
INFY	DeConFuse	0.590	0.803	0.677	0.519	19.370	red23.970
	ConvTimeNet	0.590	0.348	0.440	0.501		23.650
	TimeNet	0.577	0.598	0.587	0.482		33.220
IOC	DeConFuse	0.546	0.848	0.664	0.560	7.260	– 8.670
	ConvTimeNet	0.495	0.938	0.648	0.527		– 1.190
	TimeNet	0.477	0.946	0.635	0.452		1.350
IRB	DeConFuse	0.528	0.920	0.671	0.567	– 14.090	– 15.820
	ConvTimeNet	0.517	0.821	0.634	0.509		– 20.420
	TimeNet	0.489	1.000	0.657	0.491		0.000
ITC	DeConFuse	0.515	0.785	0.622	0.550	16.580	8.780
	ConvTimeNet	0.482	0.383	0.427	0.509		16.990
	TimeNet	0.465	0.935	0.621	0.550		– 2.330
JINDALSTEL	DeConFuse	0.547	0.894	0.679	0.497	34.970	19.940
	ConvTimeNet	0.440	0.089	0.149	0.434		114.370
	TimeNet	0.535	0.187	0.277	0.548		35.170
JISLJALEQS	DeConFuse	0.495	0.877	0.633	red0.480	– 26.510	– 9.490
	ConvTimeNet	0.495	0.412	0.450	0.521		– 6.950
	TimeNet	0.477	0.623	0.540	0.455		18.140
JPASSOCIAT	DeConFuse	0.467	0.324	0.383	0.465	– 15.680	– 7.23
	ConvTimeNet	0.545	0.056	0.101	0.503		– 22.480
	TimeNet	0.000	0.000	0.000	0.504		0.000
JSWENERGY	DeConFuse	0.537	red0.784	0.637	0.573	28.740	25.080
	ConvTimeNet	0.509	0.569	0.537	0.512		– 2.810
	TimeNet	0.494	0.873	0.631	0.472		11.840
JSWSTEEL	DeConFuse	0.567	0.850	0.680	0.559	17.590	3.040
	ConvTimeNet	0.560	0.425	0.483	0.522		– 20.500
	TimeNet	0.520	0.975	0.678	0.476		– 4.980
JUBLFOOD	DeConFuse	0.586	0.882	0.704	red0.554	24.580	7.970
	ConvTimeNet	0.520	0.205	0.294	0.501		22.900
	TimeNet	0.750	0.071	0.129	0.582		110.88
JUSTDIAL	DeConFuse	0.570	0.450	0.503	0.560	29.030	1.600
	ConvTimeNet	0.643	0.248	0.358	0.560		– 20.230
	TimeNet	0.000	0.000	0.000	0.439		0.000
KOTAKBANK	DeConFuse	0.584	red0.910	red0.711	0.526	27.020	– 5.120
	ConvTimeNet	0.000	0.000	0.000	0.502		0.000
	TimeNet	0.579	0.955	0.721	0.511		0.900
KSCL	DeConFuse	0.545	0.838	0.660	0.572	4.420	– 15.790
	ConvTimeNet	0.535	0.575	0.554	0.545		46.130
	TimeNet	0.522	0.300	0.381	0.473		30.920
KTKBANK	DeConFuse	0.494	0.784	0.606	red0.518	– 16.590	– 15.610
	ConvTimeNet	0.488	0.532	0.509	0.530		– 6.400
	TimeNet	0.491	0.730	0.587	0.545		– 13.540
L&TFH	DeConFuse	0.468	0.906	0.617	0.550	– 20.710	– 7.570
	ConvTimeNet	0.453	0.906	0.604	0.550		– 19.540
	TimeNet	0.432	0.958	0.595	0.478		– 1.020
LICHSGFIN	DeConFuse	0.517	0.852	0.640	0.549	– 21.250	12.680
	ConvTimeNet	0.471	0.676	0.555	0.514		14.560
	TimeNet	0.476	0.980	0.640	0.530		– 1.150
LT	DeConFuse	red0.525	0.810	0.637	0.524	7.670	– 3.420
	ConvTimeNet	0.562	0.078	0.136	0.553		– 1.190
	TimeNet	0.519	0.241	0.329	0.534		21.790
LUPIN	DeConFuse	0.562	0.860	0.680	0.545	– 46.000	– 13.900
	ConvTimeNet	0.534	0.645	0.584	0.504		– 9.170
	TimeNet	0.518	0.702	0.596	0.515		– 13.000
M&M	DeConFuse	0.576	red0.760	red0.656	red0.556	26.670	– 5.130
	ConvTimeNet	1.000	0.062	0.117	0.550		9.230
	TimeNet	0.596	0.791	0.680	0.570		5.390
M&MFIN	DeConFuse	0.505	0.819	0.625	0.435	57.200	3.640
	ConvTimeNet	0.000	0.000	0.000	0.539		0.000
	TimeNet	0.590	0.310	0.407	0.519		26.820
MARUTI	DeConFuse	0.527	0.883	0.660	0.574	10.200	3.950
	ConvTimeNet	0.508	0.559	0.532	0.562		6.680
	TimeNet	0.485	1.000	0.653	0.500		0.000
MINDTREE	DeConFuse	0.521	0.718	0.604	0.483	51.140	34.170
	ConvTimeNet	0.625	0.097	0.168	0.528		1.180
	TimeNet	0.577	0.291	0.387	0.498		37.020
MOTHERSUMI	DeConFuse	0.510	red0.863	red0.641	0.504	– 0.320	4.730
	ConvTimeNet	0.510	0.537	0.526	0.519		– 22.050
	TimeNet	0.489	0.979	0.653	0.535		2.480
MRF	DeConFuse	red0.489	0.571	0.527	0.463	– 3.020	2.370
	ConvTimeNet	0.500	0.089	0.152	0.520		– 6.320
	TimeNet	0.482	0.964	0.643	0.480		– 3.050
NHPC	DeConFuse	red0.531	0.520	0.526	0.598	– 10.570	– 3.130
	ConvTimeNet	0.556	0.255	0.350	0.564		13.660
	TimeNet	0.000	0.000	0.000	0.474		0.000
NMDC	DeConFuse	0.550	0.783	0.646	0.557	– 10.800	5.560
	ConvTimeNet	0.540	0.558	0.549	0.528		– 16.940
	TimeNet	0.528	0.633	0.576	0.500		– 10.610
NTPC	DeConFuse	0.487	0.862	0.623	0.480	1.690	– 4.410
	ConvTimeNet	0.535	0.349	0.422	0.560		- -7.440
	TimeNet	0.497	0.789	0.610	0.534		3.830
OFSS	DeConFuse	0.500	0.723	0.591	0.453	21.390	33.070
	ConvTimeNet	0.593	0.134	0.219	0.518		6.100
	TimeNet	0.667	0.017	0.033	0.419		6.190
OIL	DeConFuse	0.533	red0.731	0.616	red0.525	– 21.220	– 15.240
	ConvTimeNet	0.495	0.577	0.533	0.541		– 17.520
	TimeNet	0.496	0.769	0.603	0.465		– 13.470
ONGC	DeConFuse	0.526	0.750	0.618	0.604	20.320	13.740
	ConvTimeNet	0.496	0.519	0.507	0.498		– 13.270
	TimeNet	0.447	0.704	0.547	0.543		11.750
ORIENTBANK	DeConFuse	0.466	0.880	0.609	0.553	– 10.110	– 17.560
	ConvTimeNet	0.435	0.740	0.548	0.492		16.580
	TimeNet	0.430	0.490	0.458	0.518		38.720
PAGEIND	DeConFuse	0.503	0.935	0.655	red0.489	39.910	8.130
	ConvTimeNet	0.375	0.195	0.256	0.400		0.630
	TimeNet	0.447	0.545	0.491	0.521		1.050
PETRONET	DeConFuse	0.520	0.929	0.669	0.525	12.330	– 9.760
	ConvTimeNet	0.520	0.241	0.331	0.539		– 12.190
	TimeNet	0.485	0.982	0.649	0.546		1.450
PFC	DeConFuse	0.503	0.733	0.597	red0.532	2.150	7.310
	ConvTimeNet	0.479	0.657	0.554	0.551		11.310
	TimeNet	0.458	0.667	0.543	0.497		– 14.680
PIDILITIND	DeConFuse	0.602	0.773	red0.677	0.596	30.150	11.440
	ConvTimeNet	0.564	0.500	0.530	0.501		12.880
	TimeNet	0.550	1.000	0.710	0.518		0.000
PNB	DeConFuse	0.512	0.644	0.570	0.572	– 23.580	– 14.500
	ConvTimeNet	0.496	0.634	0.557	0.560		– 18.650
	TimeNet	0.495	0.455	0.474	0.550		– 6.780
POWERGRID	DeConFuse	0.491	red0.757	0.595	0.560	10.340	– 5.810
	ConvTimeNet	0.473	0.777	0.588	0.531		– 6.230
	TimeNet	0.481	0.495	0.488	0.511		0.420
PTC	DeConFuse	0.526	0.766	0.624	0.610	– 19.080	– 30.920
	ConvTimeNet	0.471	0.607	0.531	0.518		– 34.44
	TimeNet	0.449	0.907	0.601	0.537		– 5.060
RCOM	DeConFuse	0.474	0.540	0.505	0.524	– 29.600	– 38.130
	ConvTimeNet	0.091	0.010	0.018	0.489		– 39.190
	TimeNet	0.000	0.000	0.000	0.495		0.000
RECLTD	DeConFuse	0.439	0.863	0.582	0.511	– 29.540	– 32.010
	ConvTimeNet	0.407	0.621	0.492	0.491		– 2.110
	TimeNet	0.420	0.495	0.454	0.500		– 25.420
RELCAPITAL	DeConFuse	0.497	red0.843	red0.625	0.575	– 31.650	12.140
	ConvTimeNet	0.481	0.704	0.571	0.563		– 14.590
	TimeNet	0.471	0.981	0.637	0.491		– 15.740
RELIANCE	DeConFuse	0.588	0.870	0.702	0.574	4.780	9.430
	ConvTimeNet	0.000	0.000	0.000	0.524		0.000
	TimeNet	0.571	0.802	0.667	0.506		4.880
RELINFRA	DeConFuse	0.535	0.868	0.662	0.528	– 12.910	– 11.870
	ConvTimeNet	0.493	0.930	0.644	0.505		– 3.650
	TimeNet	0.493	0.974	0.655	0.482		1.860
RPOWER	DeConFuse	0.541	0.860	0.660	red0.588	– 40.030	2.300
	ConvTimeNet	0.512	0.947	0.660	0.605		9.490
	TimeNet	0.500	0.904	0.644	0.529		– 15.860
SAIL	DeConFuse	0.541	0.748	0.628	0.498	10.540	41.720
	ConvTimeNet	0.576	0.276	0.374	0.498		12.370
	TimeNet	0.562	0.146	0.232	0.482		11.190
SBIN	DeConFuse	0.518	0.673	0.585	0.569	– 1.370	– 3.740
	ConvTimeNet	0.491	0.486	0.488	0.545		6.730
	TimeNet	0.463	0.467	0.465	0.484		29.460
SIEMENS	DeConFuse	red0.520	0.919	0.664	0.574	– 6.930	3.220
	ConvTimeNet	0.540	0.613	0.574	0.559		8.280
	TimeNet	0.485	0.991	0.651	0.505		– 1.080
SOUTHBANK	DeConFuse	0.492	0.492	0.492	0.628	– 34.640	– 42.640
	ConvTimeNet	0.407	0.559	0.471	0.542		– 48.180
	TimeNet	0.000	0.000	0.000	0.568		0.000
SRF	DeConFuse	0.543	red0.809	0.649	0.569	– 15.350	42.110
	ConvTimeNet	0.471	0.205	0.286	0.484		– 37.280
	TimeNet	0.479	0.859	0.615	0.487		– 19.230
SRTRANSFIN	DeConFuse	0.575	0.780	0.662	red0.564	2.810	32.140
	ConvTimeNet	0.765	0.106	0.186	0.578		– 0.030
	TimeNet	0.517	0.862	0.646	0.441		9.070
STAR	DeConFuse	0.474	0.881	0.617	0.581	-38.200	– 34.590
	ConvTimeNet	0.453	0.631	0.527	0.531		– 50.680
	TimeNet	0.462	0.512	0.486	0.482		– 56.200
SUNPHARMA	DeConFuse	0.476	0.908	0.625	0.521	24.640	– 0.220
	ConvTimeNet	0.468	0.743	0.574	0.472		15.310
	TimeNet	0.476	0.734	0.578	0.520		-15.150
SUNTV	DeConFuse	0.502	0.928	0.652	0.513	– 9.190	– 7.630
	ConvTimeNet	0.588	0.423	0.492	0.600		– 16.630
	TimeNet	0.485	0.892	0.629	0.533		– 6.620
SYNDIBANK	DeConFuse	0.450	0.786	0.572	0.552	– 52.140	– 9.720
	ConvTimeNet	0.443	0.755	0.558	0.540		-17.660
	TimeNet	0.222	0.020	0.037	0.533		-34.330
TATACHEM	DeConFuse	0.538	red0.739	0.620	0.565	8.710	8.700
	ConvTimeNet	0.700	0.061	0.112	0.504		3.210
	TimeNet	0.530	0.765	0.620	0.548		2.060
TATACOMM	DeConFuse	0.516	0.855	0.644	0.581	2.020	– 9.330
	ConvTimeNet	0.488	0.936	0.642	0.537		– 14.430
	TimeNet	0.480	0.964	0.640	0.562		– 4.480
TATAGLOBAL	DeConFuse	0.573	0.850	0.685	0.574	29.440	14.710
	ConvTimeNet	0.530	0.733	0.615	0.564		– 6.740
	TimeNet	0.536	0.850	0.660	0.534		– 9.600
TATAMOTORS	DeConFuse	0.522	0.761	0.619	0.576	– 30.220	– 1.920
	ConvTimeNet	0.483	0.633	0.548	0.511		– 6.140
	TimeNet	0.450	0.450	0.450	0.491		– 2.090
TATAMTRDVR	DeConFuse	0.478	0.854	0.610	0.518	– 35.66	– 1.030
	ConvTimeNet	0.447	0.738	0.557	0.502		– 17.550
	TimeNet	0.455	0.971	0.610	0.502		– 8.180
TATAPOWER	DeConFuse	red0.540	0.514	0.527	0.564	– 4.090	– 17.580
	ConvTimeNet	0.558	0.276	0.369	0.549		– 25.530
	TimeNet	0.333	0.010	0.019	0.450		– 8.550
TATASTEEL	DeConFuse	red0.552	0.807	0.655	red0.528	17.240	– 10.030
	ConvTimeNet	0.562	0.613	0.586	0.551		– 22.210
	TimeNet	0.518	0.958	0.673	0.474		– 13.700
TCS	DeConFuse	0.573	0.746	0.648	red0.557	33.910	2.550
	ConvTimeNet	0.636	0.056	0.102	0.453		2.990
	TimeNet	0.573	0.714	0.636	0.565		6.360
TECHM	DeConFuse	red0.555	0.835	0.667	0.480	49.080	29.110
	ConvTimeNet	0.578	0.496	0.534	0.507		47.820
	TimeNet	0.572	0.685	0.624	0.563		– 5.130
TITAN	DeConFuse	0.562	0.744	0.641	0.562	18.960	4.930
	ConvTimeNet	0.000	0.000	0.000	0.560		0.000
	TimeNet	0.528	0.628	0.574	0.477		24.260
TVSMOTOR	DeConFuse	0.453	red0.953	0.614	0.504	– 4.950	– 11.570
	ConvTimeNet	0.431	0.802	0.561	0.438		– 19.260
	TimeNet	0.441	1.000	0.612	0.473		0.000
UBL	DeConFuse	0.609	0.664	0.635	red0.550	59.870	32.690
	ConvTimeNet	1.000	0.049	0.094	0.568		17.720
	TimeNet	0.600	0.221	0.323	0.515		47.160
ULTRACEMCO	DeConFuse	0.569	0.757	red0.649	0.585	26.850	– 0.390
	ConvTimeNet	0.556	0.522	0.538	0.581		– 16.410
	TimeNet	0.500	0.991	0.665	0.542		0.860
UNIONBANK	DeConFuse	0.497	red0.689	0.577	0.553	– 4.350	30.000
	ConvTimeNet	0.453	0.709	0.553	0.494		– 25.830
	TimeNet	0.408	0.194	0.263	0.511		– 34.140
UPL	DeConFuse	0.480	0.897	0.627	0.553	5.600	2.450
	ConvTimeNet	0.480	0.738	0.585	0.526		5.010
	TimeNet	0.459	0.841	0.594	0.501		– 3.330
VEDL	DeConFuse	0.475	0.864	0.613	0.599	3.610	– 4.550
	ConvTimeNet	0.433	0.636	0.515	0.570		– 28.800
	TimeNet	0.360	0.136	0.198	0.491		– 18.810
VOLTAS	DeConFuse	0.497	0.864	red0.631	0.483	60.280	8.460
	ConvTimeNet	1.000	0.009	0.018	0.541		4.970
	TimeNet	0.480	1.000	0.649	0.528		0.000
WIPRO	DeConFuse	red0.503	0.780	red0.612	0.535	– 11.360	3.560
	ConvTimeNet	0.532	0.615	0.570	0.562		– 13.570
	TimeNet	0.492	0.872	0.629	0.575		8.590
WOCKPHARMA	DeConFuse	red0.516	0.899	0.656	0.559	– 7.170	18.620
	ConvTimeNet	0.523	0.517	0.520	0.515		59.110
	TimeNet	0.487	0.865	0.623	0.524		– 2.650
YESBANK	DeConFuse	0.522	0.828	0.640	0.565	0.050	3.180
	ConvTimeNet	0.494	0.664	0.566	0.523		– 7.690
	TimeNet	0.507	1.000	0.672	0.559		0.000
ZEEL	DeConFuse	red0.557	0.900	0.688	0.535	4.660	– 8.240
	ConvTimeNet	0.607	0.375	0.464	0.622		– 6.830
	TimeNet	0.527	0.900	0.667	0.569		12.100

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