Data Mining Techniques for the Preservation and Inheritance of Classical Vocal Music in Modern Society

Figure 1.

Figure 2.

Sample transaction database

TID	Itemset	TID	Itemset
1	A,B,C,D	4	B,D,E
2	B,C,E	5	A,B,C,D
3	A,B,C,E

Classic vocal search frequency and related statistics

Name	Word Frequency	Top Number Of Comments	Average Number Of Comments
Symphony No. 9	9945	3512	245
Magic Flute	5690	1015	185
Aida	4671	2455	65
Turandot	6680	86	48
Carmen	3433	48532	1732
Cruciform	3632	1226	182
Messiah	6607	988	89
The Barber Of Sevilla	7611	745	1533
Peras And Melinda	8297	3221	1205
Spring Sacrifice	8582	2896	125
The Ring Of Niberlong	8255	1633	212
Bogie And Beth	4139	1874	91

Collect data

Collectors	Symphony No. 9	Magic Flute	Aida	Turandot	Carmen	Cruciform	Messiah	The Barber Of Sevilla	Peras And Melinda	Spring Sacrifice	The Ring Of Niberlong	Bogie And Beth
Collectors 1	0	1	1	1	1	1	1	1	1	1	0	1
Collectors 2	1	1	0	1	1	0	1	1	0	1	0	0
Collectors 3	1	0	1	1	1	0	1	0	0	0	1	0
Collectors 4	1	1	0	1	1	1	1	1	0	0	0	0
Collectors 5	1	1	1	0	1	1	0	0	0	1	0	0
Collectors 6	1	1	0	1	1	1	1	0	1	0	1	1
Collectors 7	1	1	1	0	1	1	1	0	1	0	1	0
Collectors 8	0	0	1	1	1	1	0	1	0	1	1	0
Collectors 9	0	0	1	0	0	0	1	0	1	1	0	0
Collectors 10	1	0	1	1	1	1	0	0	0	1	0	0
Collectors 11	1	0	0	0	0	1	1	1	0	1	0	0
Collectors 12	0	1	0	1	0	1	1	1	1	1	0	1
Collectors 13	1	0	1	1	1	0	1	1	1	0	0	1
Collectors 14	1	0	1	0	0	0	0	1	1	0	1	0
Collectors 15	1	1	0	1	1	0	0	0	1	0	0	0
Collectors 16	1	1	1	0	0	0	1	1	0	1	0	0
Collectors 17	1	0	0	0	1	0	1	0	0	1	1	1
Collectors 18	1	1	1	1	1	0	1	1	1	0	1	0
Collectors 19	1	0	1	0	0	0	0	1	1	0	1	1
Collectors 20	1	1	1	0	1	1	0	0	0	0	0	0

Association rule results

Foreterm	Afterterm	Support%	Confidence%
Symphony No. 9	Carmen	63.122	86.544
Magic Flute	Aida	53.592	76
The Barber Of Sevilla	The Ring Of Niberlong	50	73.651
Aida	Bogie And Beth	53.641	65.951
Cruciform	Magic Flute	54.955	66.653
Turandot	Symphony No. 9	54.875	62.152
Carmen	Cruciform	60.253	72.541

The classical vocal music works network weighted correlation matrix

	Symphony No. 9	Magic Flute	Aida	Turandot	Carmen	Cruciform	Messiah	The Barber Of Sevilla	Peras And Melinda	Spring Sacrifice	The Ring Of Niberlong	Bogie And Beth
Symphony No. 9	0.047	0.043	0.031	0.051	0.048	0.03	0.023	0.002	0.009	0.008	0.032	0.009
Magic Flute	0.101	0.345	0.115	0.142	0.161	0.201	0.153	0.134	0.006	0.063	0.079	0.004
Aida	0.072	0.087	0.074	0.097	0.053	0.042	0.036	0.022	0.03	0.017	0.03	0.018
Turandot	0.027	0.04	0.06	0.082	0.014	0.043	0.044	0.028	0.004	0	0.021	0.012
Carmen	0.073	0.075	0.029	0.027	0.074	0.012	0.034	0.016	0.006	0.029	0.023	0.008
Cruciform	0.041	0.061	0.043	0.064	0.051	0.105	0.035	0.025	0.015	0.011	0.028	0.011
Messiah	0.016	0.087	0.02	0.051	0.033	0.038	0.106	0.068	-0.001	-0.004	0.014	-0.004
The Barber Of Sevilla	0.01	0.035	0.02	0.025	0.003	0.046	0.031	0.075	0.002	0.008	0.008	0.007
Peras And Melinda	0.004	0.001	0.007	0.003	0.003	0.01	0.001	0.003	0.009	0.003	0.008	0
Spring Sacrifice	0.019	0.033	0.028	0.009	0.02	0.009	0.023	0.007	0.014	0.038	0.016	0.02
The Ring Of Niberlong	0.008	0.008	0.003	0.004	0.002	0.008	0.003	0.009	0.016	0.004	0.001	0.01
Bogie And Beth	0.002	0.007	0.006	0.002	0.006	0.014	0.001	0.002	0.013	0.001	0.005	0.016

Top 50 vocabulary

Serial Number	Word	Frequency	Serial Number	Word	Frequency
1	Learning	490	26	Innovate	70
2	Culture	475	27	Deep	68
3	Vocal Music	428	28	Charm	64
4	Tradition	399	29	Peoples	63
5	Pass On	385	30	Language	61
6	China	369	31	Region	58
7	Peoples	345	32	Connotation	58
8	Art	336	33	Place	57
9	Develop	236	34	Tune	54
10	Native	223	35	Rhythm	54
11	Affections	200	36	Disseminate	54
12	History	182	37	Value	54
13	Platform	136	38	Country	52
14	Form	132	39	Cultural Heritage	51
15	Appreciation	128	40	Spirit	51
16	Uniqueness	115	41	Excellence	50
17	Region	108	42	Experience	48
18	Folk	92	43	Elegance	48
19	Feeling	86	44	National Music	47
20	Understand	80	45	Interest	46
21	Feature	80	46	Primitive Ecology	44
22	Practice	78	47	Chinese Nation	43
23	Lyrics	75	48	Love	41
24	To Create	74	49	Singing	40
25	Protect	74	50	Protection And Inheritance	35

The overall correlation degree matrix of the vocal music works network

	Symphony No. 9	Magic Flute	Aida	Turandot	Carmen	Cruciform	Messiah	The Barber Of Sevilla	Peras And Melinda	Spring Sacrifice	The Ring Of Niberlong	Bogie And Beth
Symphony No. 9	12	8	7	10	13	4	8	3	5	1	8	0
Magic Flute	8	12	2	2	8	3	9	2	0	0	2	3
Aida	1	7	8	12	3	5	13	4	4	3	2	4
Turandot	7	1	5	10	3	4	8	0	4	0	0	2
Carmen	5	5	0	2	8	7	4	3	0	0	0	1
Cruciform	6	7	3	6	6	8	5	1	0	1	1	0
Messiah	3	8	1	4	7	2	11	10	2	1	0	1
The Barber Of Sevilla	1	6	4	1	1	6	4	9	0	2	6	1
Peras And Melinda	13	2	6	9	7	0	1	0	9	3	6	1
Spring Sacrifice	4	11	3	1	0	1	6	7	0	7	2	1
The Ring Of Niberlong	4	0	1	1	1	2	0	2	1	0	11	0
Bogie And Beth	2	6	4	3	0	9	8	3	0	0	1	10