Document (#40756)

Author

Hu, X.
Yang, Y.-H.

Title

¬The mood of Chinese Pop music : representation and recognition

Source

Journal of the Association for Information Science and Technology. 68(2017) no.8, S.1899-1910

Year

2017

Abstract

Music mood recognition (MMR) has attracted much attention in music information retrieval research, yet there are few MMR studies that focus on non-Western music. In addition, little has been done on connecting the 2 most adopted music mood representation models: categorical and dimensional. To bridge these gaps, we constructed a new data set consisting of 818 Chinese Pop (C-Pop) songs, 3 complete sets of mood annotations in both representations, as well as audio features corresponding to 5 distinct categories of musical characteristics. The mood space of C-Pop songs was analyzed and compared to that of Western Pop songs. We also explored the relationship between categorical and dimensional annotations and the results revealed that one set of annotations could be reliably predicted by the other. Classification and regression experiments were conducted on the data set, providing benchmarks for future research on MMR of non-Western music. Based on these analyses, we reflect and discuss the implications of the findings to MMR research.

Content

Vgl.: http://onlinelibrary.wiley.com/doi/10.1002/asi.23813/full.

Field

Musik

Location

China

Similar documents (author)

1. Yang, S.C.: ¬An interpretive and situated approach to an evaluation of Perseus digital libraries (2001) 4.48

   4.4805427 = sum of:
     4.4805427 = weight(author_txt:yang in 933) [ClassicSimilarity], result of:
       4.4805427 = fieldWeight in 933, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         7.168868 = idf(docFreq=92, maxDocs=44421)
         0.625 = fieldNorm(doc=933)
   

2. Yang, K.: Information retrieval on the Web (2004) 4.48

   4.4805427 = sum of:
     4.4805427 = weight(author_txt:yang in 5278) [ClassicSimilarity], result of:
       4.4805427 = fieldWeight in 5278, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         7.168868 = idf(docFreq=92, maxDocs=44421)
         0.625 = fieldNorm(doc=5278)
   

3. Yang, C.C.: Content-based image retrievaI : a comparison between query by example and image browsing map approaches (2005) 4.48

   4.4805427 = sum of:
     4.4805427 = weight(author_txt:yang in 5649) [ClassicSimilarity], result of:
       4.4805427 = fieldWeight in 5649, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         7.168868 = idf(docFreq=92, maxDocs=44421)
         0.625 = fieldNorm(doc=5649)
   

4. Salton, G.; Yang, C.S.: On the specification of term values in automatic indexing (1973) 3.58

   3.584434 = sum of:
     3.584434 = weight(author_txt:yang in 5475) [ClassicSimilarity], result of:
       3.584434 = fieldWeight in 5475, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         7.168868 = idf(docFreq=92, maxDocs=44421)
         0.5 = fieldNorm(doc=5475)
   

5. Yang, Y.; Chute, C.G.A.: ¬A schematic analysis of the Unified Medical Language System (1992) 3.58

   3.584434 = sum of:
     3.584434 = weight(author_txt:yang in 6444) [ClassicSimilarity], result of:
       3.584434 = fieldWeight in 6444, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         7.168868 = idf(docFreq=92, maxDocs=44421)
         0.5 = fieldNorm(doc=6444)
   

Similar documents (content)

1. Hu, X.; Choi, K.; Downie, J.S.: ¬A framework for evaluating multimodal music mood classification (2017) 0.30

   0.3037988 = sum of:
     0.3037988 = product of:
       1.2658284 = sum of:
         0.008799902 = weight(abstract_txt:data in 4354) [ClassicSimilarity], result of:
           0.008799902 = score(doc=4354,freq=1.0), product of:
             0.033823162 = queryWeight, product of:
               1.0462947 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.009707035 = queryNorm
             0.26017386 = fieldWeight in 4354, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.078125 = fieldNorm(doc=4354)
         0.0933 = weight(abstract_txt:audio in 4354) [ClassicSimilarity], result of:
           0.0933 = score(doc=4354,freq=7.0), product of:
             0.06772891 = queryWeight, product of:
               1.046933 = boost
               6.664515 = idf(docFreq=153, maxDocs=44421)
               0.009707035 = queryNorm
             1.3775506 = fieldWeight in 4354, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               6.664515 = idf(docFreq=153, maxDocs=44421)
               0.078125 = fieldNorm(doc=4354)
         0.008187788 = weight(abstract_txt:that in 4354) [ClassicSimilarity], result of:
           0.008187788 = score(doc=4354,freq=3.0), product of:
             0.025585664 = queryWeight, product of:
               1.1145277 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.009707035 = queryNorm
             0.32001466 = fieldWeight in 4354, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.078125 = fieldNorm(doc=4354)
         0.011272936 = weight(abstract_txt:research in 4354) [ClassicSimilarity], result of:
           0.011272936 = score(doc=4354,freq=1.0), product of:
             0.04566857 = queryWeight, product of:
               1.4890224 = boost
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.009707035 = queryNorm
             0.24684234 = fieldWeight in 4354, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.078125 = fieldNorm(doc=4354)
         0.31344792 = weight(abstract_txt:music in 4354) [ClassicSimilarity], result of:
           0.31344792 = score(doc=4354,freq=3.0), product of:
             0.36616138 = queryWeight, product of:
               5.9627113 = boost
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.009707035 = queryNorm
             0.8560376 = fieldWeight in 4354, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.078125 = fieldNorm(doc=4354)
         0.8308198 = weight(abstract_txt:mood in 4354) [ClassicSimilarity], result of:
           0.8308198 = score(doc=4354,freq=3.0), product of:
             0.65994304 = queryWeight, product of:
               7.307522 = boost
               9.303573 = idf(docFreq=10, maxDocs=44421)
               0.009707035 = queryNorm
             1.2589265 = fieldWeight in 4354, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               9.303573 = idf(docFreq=10, maxDocs=44421)
               0.078125 = fieldNorm(doc=4354)
       0.24 = coord(6/25)
   

2. Inskip, C.: Music information retrieval research (2011) 0.25

   0.25139028 = sum of:
     0.25139028 = product of:
       0.78559464 = sum of:
         0.00760552 = weight(abstract_txt:these in 1013) [ClassicSimilarity], result of:
           0.00760552 = score(doc=1013,freq=2.0), product of:
             0.030896282 = queryWeight, product of:
               3.1828754 = idf(docFreq=5006, maxDocs=44421)
               0.009707035 = queryNorm
             0.24616295 = fieldWeight in 1013, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.1828754 = idf(docFreq=5006, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1013)
         0.02468486 = weight(abstract_txt:audio in 1013) [ClassicSimilarity], result of:
           0.02468486 = score(doc=1013,freq=1.0), product of:
             0.06772891 = queryWeight, product of:
               1.046933 = boost
               6.664515 = idf(docFreq=153, maxDocs=44421)
               0.009707035 = queryNorm
             0.36446565 = fieldWeight in 1013, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.664515 = idf(docFreq=153, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1013)
         0.0033090552 = weight(abstract_txt:that in 1013) [ClassicSimilarity], result of:
           0.0033090552 = score(doc=1013,freq=1.0), product of:
             0.025585664 = queryWeight, product of:
               1.1145277 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.009707035 = queryNorm
             0.1293324 = fieldWeight in 1013, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1013)
         0.04773948 = weight(abstract_txt:musical in 1013) [ClassicSimilarity], result of:
           0.04773948 = score(doc=1013,freq=2.0), product of:
             0.08344405 = queryWeight, product of:
               1.1620628 = boost
               7.3974023 = idf(docFreq=73, maxDocs=44421)
               0.009707035 = queryNorm
             0.57211363 = fieldWeight in 1013, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               7.3974023 = idf(docFreq=73, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1013)
         0.007891055 = weight(abstract_txt:research in 1013) [ClassicSimilarity], result of:
           0.007891055 = score(doc=1013,freq=1.0), product of:
             0.04566857 = queryWeight, product of:
               1.4890224 = boost
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.009707035 = queryNorm
             0.17278963 = fieldWeight in 1013, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1013)
         0.1117935 = weight(abstract_txt:western in 1013) [ClassicSimilarity], result of:
           0.1117935 = score(doc=1013,freq=2.0), product of:
             0.21222429 = queryWeight, product of:
               3.2098894 = boost
               6.8111186 = idf(docFreq=132, maxDocs=44421)
               0.009707035 = queryNorm
             0.52677053 = fieldWeight in 1013, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.8111186 = idf(docFreq=132, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1013)
         0.1819787 = weight(abstract_txt:songs in 1013) [ClassicSimilarity], result of:
           0.1819787 = score(doc=1013,freq=1.0), product of:
             0.3700051 = queryWeight, product of:
               4.2383456 = boost
               8.993418 = idf(docFreq=14, maxDocs=44421)
               0.009707035 = queryNorm
             0.49182755 = fieldWeight in 1013, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.993418 = idf(docFreq=14, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1013)
         0.40059245 = weight(abstract_txt:music in 1013) [ClassicSimilarity], result of:
           0.40059245 = score(doc=1013,freq=10.0), product of:
             0.36616138 = queryWeight, product of:
               5.9627113 = boost
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.009707035 = queryNorm
             1.0940325 = fieldWeight in 1013, product of:
               3.1622777 = tf(freq=10.0), with freq of:
                 10.0 = termFreq=10.0
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.0546875 = fieldNorm(doc=1013)
       0.32 = coord(8/25)
   

3. Nagarajan, K.S.: Documentation of compositions in carnatic music : need for and utility of a computerized database (2006) 0.20

   0.20058826 = sum of:
     0.20058826 = product of:
       0.83578444 = sum of:
         0.008799902 = weight(abstract_txt:data in 2500) [ClassicSimilarity], result of:
           0.008799902 = score(doc=2500,freq=1.0), product of:
             0.033823162 = queryWeight, product of:
               1.0462947 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.009707035 = queryNorm
             0.26017386 = fieldWeight in 2500, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.078125 = fieldNorm(doc=2500)
         0.035264086 = weight(abstract_txt:audio in 2500) [ClassicSimilarity], result of:
           0.035264086 = score(doc=2500,freq=1.0), product of:
             0.06772891 = queryWeight, product of:
               1.046933 = boost
               6.664515 = idf(docFreq=153, maxDocs=44421)
               0.009707035 = queryNorm
             0.5206652 = fieldWeight in 2500, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.664515 = idf(docFreq=153, maxDocs=44421)
               0.078125 = fieldNorm(doc=2500)
         0.0047272216 = weight(abstract_txt:that in 2500) [ClassicSimilarity], result of:
           0.0047272216 = score(doc=2500,freq=1.0), product of:
             0.025585664 = queryWeight, product of:
               1.1145277 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.009707035 = queryNorm
             0.18476056 = fieldWeight in 2500, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.078125 = fieldNorm(doc=2500)
         0.04822416 = weight(abstract_txt:musical in 2500) [ClassicSimilarity], result of:
           0.04822416 = score(doc=2500,freq=1.0), product of:
             0.08344405 = queryWeight, product of:
               1.1620628 = boost
               7.3974023 = idf(docFreq=73, maxDocs=44421)
               0.009707035 = queryNorm
             0.57792205 = fieldWeight in 2500, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.3974023 = idf(docFreq=73, maxDocs=44421)
               0.078125 = fieldNorm(doc=2500)
         0.25996956 = weight(abstract_txt:songs in 2500) [ClassicSimilarity], result of:
           0.25996956 = score(doc=2500,freq=1.0), product of:
             0.3700051 = queryWeight, product of:
               4.2383456 = boost
               8.993418 = idf(docFreq=14, maxDocs=44421)
               0.009707035 = queryNorm
             0.70261073 = fieldWeight in 2500, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.993418 = idf(docFreq=14, maxDocs=44421)
               0.078125 = fieldNorm(doc=2500)
         0.47879952 = weight(abstract_txt:music in 2500) [ClassicSimilarity], result of:
           0.47879952 = score(doc=2500,freq=7.0), product of:
             0.36616138 = queryWeight, product of:
               5.9627113 = boost
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.009707035 = queryNorm
             1.3076189 = fieldWeight in 2500, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.078125 = fieldNorm(doc=2500)
       0.24 = coord(6/25)
   

4. Weissenberger, L.: Toward a universal, meta-theoretical framework for music information classification and retrieval (2015) 0.16

   0.16293599 = sum of:
     0.16293599 = product of:
       0.67889994 = sum of:
         0.005348241 = weight(abstract_txt:that in 3316) [ClassicSimilarity], result of:
           0.005348241 = score(doc=3316,freq=2.0), product of:
             0.025585664 = queryWeight, product of:
               1.1145277 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.009707035 = queryNorm
             0.20903271 = fieldWeight in 3316, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0625 = fieldNorm(doc=3316)
         0.054559406 = weight(abstract_txt:musical in 3316) [ClassicSimilarity], result of:
           0.054559406 = score(doc=3316,freq=2.0), product of:
             0.08344405 = queryWeight, product of:
               1.1620628 = boost
               7.3974023 = idf(docFreq=73, maxDocs=44421)
               0.009707035 = queryNorm
             0.6538442 = fieldWeight in 3316, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               7.3974023 = idf(docFreq=73, maxDocs=44421)
               0.0625 = fieldNorm(doc=3316)
         0.0090183485 = weight(abstract_txt:research in 3316) [ClassicSimilarity], result of:
           0.0090183485 = score(doc=3316,freq=1.0), product of:
             0.04566857 = queryWeight, product of:
               1.4890224 = boost
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.009707035 = queryNorm
             0.19747387 = fieldWeight in 3316, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.159582 = idf(docFreq=5124, maxDocs=44421)
               0.0625 = fieldNorm(doc=3316)
         0.03946551 = weight(abstract_txt:representation in 3316) [ClassicSimilarity], result of:
           0.03946551 = score(doc=3316,freq=3.0), product of:
             0.07400715 = queryWeight, product of:
               1.5476892 = boost
               4.9261017 = idf(docFreq=875, maxDocs=44421)
               0.009707035 = queryNorm
             0.5332661 = fieldWeight in 3316, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.9261017 = idf(docFreq=875, maxDocs=44421)
               0.0625 = fieldNorm(doc=3316)
         0.0903428 = weight(abstract_txt:western in 3316) [ClassicSimilarity], result of:
           0.0903428 = score(doc=3316,freq=1.0), product of:
             0.21222429 = queryWeight, product of:
               3.2098894 = boost
               6.8111186 = idf(docFreq=132, maxDocs=44421)
               0.009707035 = queryNorm
             0.4256949 = fieldWeight in 3316, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.8111186 = idf(docFreq=132, maxDocs=44421)
               0.0625 = fieldNorm(doc=3316)
         0.48016563 = weight(abstract_txt:music in 3316) [ClassicSimilarity], result of:
           0.48016563 = score(doc=3316,freq=11.0), product of:
             0.36616138 = queryWeight, product of:
               5.9627113 = boost
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.009707035 = queryNorm
             1.3113497 = fieldWeight in 3316, product of:
               3.3166249 = tf(freq=11.0), with freq of:
                 11.0 = termFreq=11.0
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.0625 = fieldNorm(doc=3316)
       0.24 = coord(6/25)
   

5. Tang, M.-C.; Jhang, P.-S.: Music discovery and revisiting behaviors of individuals with different preference characteristics : an experience sampling approach (2020) 0.15

   0.1525981 = sum of:
     0.1525981 = product of:
       0.6358254 = sum of:
         0.008692023 = weight(abstract_txt:these in 814) [ClassicSimilarity], result of:
           0.008692023 = score(doc=814,freq=2.0), product of:
             0.030896282 = queryWeight, product of:
               3.1828754 = idf(docFreq=5006, maxDocs=44421)
               0.009707035 = queryNorm
             0.2813291 = fieldWeight in 814, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.1828754 = idf(docFreq=5006, maxDocs=44421)
               0.0625 = fieldNorm(doc=814)
         0.0070399223 = weight(abstract_txt:data in 814) [ClassicSimilarity], result of:
           0.0070399223 = score(doc=814,freq=1.0), product of:
             0.033823162 = queryWeight, product of:
               1.0462947 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.009707035 = queryNorm
             0.20813909 = fieldWeight in 814, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=814)
         0.0452052 = weight(abstract_txt:regression in 814) [ClassicSimilarity], result of:
           0.0452052 = score(doc=814,freq=2.0), product of:
             0.07361075 = queryWeight, product of:
               1.0914466 = boost
               6.9478774 = idf(docFreq=115, maxDocs=44421)
               0.009707035 = queryNorm
             0.61411136 = fieldWeight in 814, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.9478774 = idf(docFreq=115, maxDocs=44421)
               0.0625 = fieldNorm(doc=814)
         0.00655023 = weight(abstract_txt:that in 814) [ClassicSimilarity], result of:
           0.00655023 = score(doc=814,freq=3.0), product of:
             0.025585664 = queryWeight, product of:
               1.1145277 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.009707035 = queryNorm
             0.25601172 = fieldWeight in 814, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0625 = fieldNorm(doc=814)
         0.06682135 = weight(abstract_txt:musical in 814) [ClassicSimilarity], result of:
           0.06682135 = score(doc=814,freq=3.0), product of:
             0.08344405 = queryWeight, product of:
               1.1620628 = boost
               7.3974023 = idf(docFreq=73, maxDocs=44421)
               0.009707035 = queryNorm
             0.8007923 = fieldWeight in 814, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               7.3974023 = idf(docFreq=73, maxDocs=44421)
               0.0625 = fieldNorm(doc=814)
         0.50151664 = weight(abstract_txt:music in 814) [ClassicSimilarity], result of:
           0.50151664 = score(doc=814,freq=12.0), product of:
             0.36616138 = queryWeight, product of:
               5.9627113 = boost
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.009707035 = queryNorm
             1.3696601 = fieldWeight in 814, product of:
               3.4641016 = tf(freq=12.0), with freq of:
                 12.0 = termFreq=12.0
               6.326189 = idf(docFreq=215, maxDocs=44421)
               0.0625 = fieldNorm(doc=814)
       0.24 = coord(6/25)