Entry Li:2008:ASV from talip.bib
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BibTeX entry
@Article{Li:2008:ASV,
author = "Yaoyong Li and Kalina Bontcheva",
title = "Adapting Support Vector Machines for ${F}$-term-based
Classification of Patents",
journal = j-TALIP,
volume = "7",
number = "2",
pages = "7:1--7:??",
month = jun,
year = "2008",
CODEN = "????",
DOI = "https://doi.org/10.1145/1362782.1362786",
ISSN = "1530-0226 (print), 1558-3430 (electronic)",
ISSN-L = "1530-0226",
bibdate = "Mon Jun 16 17:12:23 MDT 2008",
bibsource = "http://portal.acm.org/;
http://www.math.utah.edu/pub/tex/bib/talip.bib",
abstract = "Support Vector Machines (SVM) have obtained
state-of-the-art results on many applications including
document classification. However, previous works on
applying SVMs to the $F$-term patent classification
task did not obtain as good results as other learning
algorithms such as k-NN. This is due to the fact that
$F$-term patent classification is different from
conventional document classification in several
aspects, mainly because it is a multiclass, multilabel
classification problem with semi-structured documents
and multi-faceted hierarchical categories.\par
This article describes our SVM-based system and several
techniques we developed successfully to adapt SVM for
the specific features of the $F$-term patent
classification task. We evaluate the techniques using
the NTCIR-6 $F$-term classification terms assigned to
Japanese patents. Moreover, our system participated in
the NTCIR-6 patent classification evaluation and
obtained the best results according to two of the three
metrics used for task performance evaluation. Following
the NTCIR-6 participation, we developed two new
techniques, which achieved even better scores using all
three NTCIR-6 metrics, effectively outperforming all
participating systems. This article presents this new
work and the experimental results that demonstrate the
benefits of the latest approach.",
acknowledgement = ack-nhfb,
articleno = "7",
fjournal = "ACM Transactions on Asian Language Information
Processing",
journal-URL = "http://portal.acm.org/browse_dl.cfm?&idx=J820",
keywords = "F-term classification; patent processing; support
vector machines",
}
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10(3)12,
11(4)18,
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4(3)280,
4(4)375,
5(2)146,
5(3)264,
6(3)11,
6(4)1,
7(2)6,
7(3)8,
8(2)9,
9(1)4,
9(2)7,
11(2)6,
11(3)8,
11(3)11,
11(4)14,
11(4)18,
12(1)3,
12(2)7,
12(3)10,
12(3)11,
12(4)16,
12(4)17
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3(2)159,
5(1)61,
5(2)121,
5(4)413,
6(2)6,
6(4)1,
6(4)3,
7(3)9,
8(3)10,
8(4)15,
9(1)3,
9(2)5,
10(1)5,
10(2)10,
10(3)16,
10(4)20,
10(4)21,
11(1)3,
11(4)14,
11(4)16,
12(1)1,
12(1)3,
12(2)5,
12(2)7,
12(4)15,
13(1)2,
13(1)3,
13(2)9,
13(4)16,
13(4)17
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4(1)18,
4(4)377,
5(2)89,
5(3)185,
6(2)6,
6(4)2,
6(4)3,
7(1)1,
7(2)5,
7(3)9,
7(3)10,
8(1)4,
8(2)5,
8(2)6,
8(2)7,
8(2)8,
8(2)9,
8(3)10,
8(4)15,
9(1)3,
9(4)13,
10(1)2,
10(1)5,
10(3)16,
10(4)18,
10(4)20,
11(1)2,
11(3)8,
11(4)14,
11(4)16,
12(3)9,
12(3)12,
12(4)14,
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7(4)12,
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10(1)2,
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10(4)17,
10(4)19,
11(1)2,
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12(2)6,
12(3)9,
12(4)16,
13(4)17
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8(2)7,
8(4)15,
10(1)3,
11(3)9
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5(2)89,
7(1)3,
7(3)8,
7(4)13,
11(2)4,
11(3)11,
12(4)14
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13(2)9
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5(1)74,
5(2)121,
6(2)8,
6(3)9,
7(4)11,
8(2)6,
9(1)4,
9(2)7,
10(1)4,
10(3)15,
10(4)17,
10(4)20,
11(2)6,
12(1)1,
12(1)3,
12(3)8,
12(3)9,
12(4)14,
13(1)1,
13(1)2,
13(2)6
- not,
5(2)89,
5(2)121,
6(3)10,
7(3)8,
7(3)10,
7(4)11,
7(4)12,
7(4)13,
8(1)3,
8(2)7,
8(2)8,
8(2)9,
8(4)17,
9(2)6,
9(2)7,
9(4)14,
10(1)4,
10(1)5,
10(2)8,
10(2)10,
10(4)18,
11(1)2,
11(3)10,
12(1)2,
12(1)3,
12(2)7,
12(3)9,
13(2)7,
13(2)9,
13(4)17,
13(4)18
- NTCIR-6,
7(2)4,
7(2)6,
7(4)12
- obtain,
7(3)8,
7(3)9,
8(4)15,
9(2)5,
9(3)12,
10(3)12,
11(3)8,
12(3)10,
12(4)17,
13(3)14
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6(3)9,
8(2)9,
8(3)11,
8(4)17,
9(3)11,
11(4)16,
11(4)17,
12(3)10,
12(4)17,
13(1)4
- of-the-art, state-,
6(4)1,
6(4)3,
7(4)12,
7(4)13,
8(1)4,
8(2)7,
9(2)5,
11(1)1,
11(3)8,
11(4)15,
12(1)1,
12(4)14,
12(4)16,
13(3)13
- other,
5(2)165,
7(2)6,
7(3)8,
7(4)11,
8(1)2,
8(2)7,
8(4)14,
8(4)16,
8(4)17,
9(1)1,
10(2)7,
10(4)20,
11(2)4,
11(2)7,
11(4)18,
12(1)1,
12(1)3,
12(3)11,
12(4)16,
13(1)3,
13(1)4,
13(2)7
- outperforming,
10(2)7
- participated,
5(2)146
- patent,
4(2)186,
12(3)12,
12(4)17
- performance,
5(2)121,
5(2)165,
6(2)8,
6(3)9,
6(4)1,
6(4)3,
7(1)1,
7(1)2,
7(2)5,
7(2)6,
7(3)9,
7(3)10,
7(4)13,
8(1)2,
8(1)3,
8(2)7,
8(2)8,
8(2)9,
8(3)10,
8(4)16,
8(4)17,
8(4)18,
9(1)2,
9(1)4,
9(2)5,
9(2)6,
9(3)11,
9(3)12,
9(4)14,
10(2)8,
10(3)13,
10(3)14,
11(2)7,
11(3)10,
11(3)11,
11(4)14,
11(4)15,
11(4)17,
12(1)2,
12(3)9,
12(3)11,
12(4)14,
12(4)15,
12(4)16,
13(1)3,
13(1)4,
13(2)7,
13(2)9,
13(4)16,
13(4)17
- present,
5(2)89,
5(2)165,
6(2)7,
6(3)10,
6(4)2,
7(1)2,
7(1)3,
7(3)9,
7(4)11,
7(4)13,
8(1)3,
8(2)6,
8(2)7,
8(2)8,
8(3)10,
8(4)14,
8(4)16,
8(4)17,
8(4)18,
8(4)19,
9(1)1,
9(1)2,
9(1)3,
9(2)6,
9(4)14,
10(1)4,
10(1)6,
10(2)7,
10(3)14,
10(4)18,
10(4)19,
11(1)2,
11(1)3,
11(2)4,
11(2)5,
11(2)6,
11(3)10,
11(4)13,
12(1)3,
12(2)5,
12(3)9,
12(3)11,
12(4)15,
13(2)8,
13(4)16
- previous,
5(2)89,
5(2)121,
7(4)13,
9(2)5,
10(3)15,
10(4)18,
11(2)6,
13(2)6,
13(3)12,
13(4)18
- problem,
6(2)7,
6(3)9,
6(3)11,
6(4)1,
7(1)2,
7(3)10,
8(1)2,
8(2)9,
8(3)10,
8(4)19,
9(1)1,
9(1)3,
9(2)5,
9(4)13,
10(1)2,
10(1)4,
10(3)14,
10(3)16,
10(4)21,
11(3)8,
11(3)11,
11(4)17,
11(4)18,
12(1)2,
12(1)3,
12(2)7,
12(3)10,
12(3)12,
12(4)16,
13(2)8,
13(3)14,
13(4)17
- processing,
3(1)1,
3(4)213,
4(4)375,
5(2)121,
5(4)291,
6(2)7,
6(3)9,
6(3)10,
6(4)3,
7(1)1,
7(1)3,
7(4)13,
8(1)2,
8(2)9,
8(4)13,
8(4)14,
8(4)16,
8(4)18,
8(4)19,
9(2)5,
9(2)6,
9(3)11,
9(4)15,
10(3)11,
10(3)14,
10(4)20,
11(1)2,
11(3)9,
11(4)15,
12(1)3,
12(3)10,
13(1)1,
13(2)7
- result,
4(2)135,
5(2)121,
5(2)146,
5(2)165,
6(2)6,
6(2)7,
6(3)9,
6(3)11,
6(4)3,
7(1)2,
7(2)5,
7(2)6,
7(3)8,
7(3)10,
7(4)11,
7(4)12,
7(4)13,
8(1)2,
8(1)3,
8(1)4,
8(2)6,
8(2)9,
8(3)10,
8(3)12,
8(4)14,
8(4)15,
8(4)16,
8(4)17,
8(4)18,
8(4)19,
9(1)1,
9(1)2,
9(2)5,
9(2)6,
9(2)7,
9(3)11,
9(3)12,
9(4)14,
10(1)2,
10(2)7,
11(2)4,
11(2)5,
11(3)8,
11(3)9,
11(3)11,
11(4)13,
11(4)14,
11(4)15,
12(1)3,
12(1)4,
12(2)5,
12(2)7,
12(3)9,
12(3)10,
12(3)11,
12(4)14,
12(4)16,
13(1)1,
13(1)4,
13(2)6,
13(2)7,
13(2)9,
13(3)11,
13(3)12,
13(3)14
- score,
7(4)12,
8(2)7,
8(3)10,
9(1)3,
9(2)6,
10(4)18,
11(2)6,
12(3)9,
12(4)17,
13(1)2,
13(3)13,
13(4)16
- several,
6(2)6,
6(2)7,
6(4)3,
7(2)5,
7(3)10,
8(3)10,
8(4)16,
8(4)17,
8(4)18,
9(3)12,
11(2)6,
11(4)13,
11(4)16,
12(1)2,
13(3)12,
13(3)14
- specific,
8(2)7,
8(4)14,
11(4)15,
11(4)17,
12(1)3,
12(1)4,
12(2)6
- state-of-the-art,
6(4)1,
6(4)3,
7(4)12,
7(4)13,
8(1)4,
8(2)6,
8(2)7,
9(2)5,
11(1)1,
11(3)8,
11(4)15,
12(1)1,
12(4)14,
12(4)16,
13(3)13
- successfully,
7(4)11,
12(3)12
- such,
7(3)8,
7(3)10,
7(4)12,
8(2)8,
8(3)10,
8(3)11,
8(3)12,
8(4)14,
8(4)16,
8(4)17,
9(1)1,
9(3)12,
9(4)13,
9(4)15,
10(1)5,
10(2)8,
10(3)12,
10(4)21,
11(1)2,
11(2)5,
11(2)7,
11(3)8,
11(3)10,
11(3)11,
11(4)13,
11(4)16,
11(4)17,
11(4)18,
12(1)1,
12(1)2,
12(2)6,
12(3)10,
12(3)11,
12(4)14,
12(4)17,
13(1)1,
13(3)12,
13(4)17
- support,
6(4)3,
7(3)8,
7(3)10,
12(2)6,
12(3)9,
13(1)4,
13(4)18
- SVM,
7(3)10,
8(3)11,
12(1)4
- SVM-based,
8(3)11
- task,
2(1)49,
5(2)89,
5(2)121,
6(2)7,
6(3)11,
6(4)1,
6(4)3,
7(1)1,
7(1)2,
7(3)10,
7(4)13,
8(1)4,
8(2)7,
8(4)15,
8(4)16,
9(1)4,
9(2)6,
9(3)10,
9(4)14,
9(4)15,
10(1)5,
10(3)14,
10(4)18,
10(4)20,
10(4)21,
11(1)2,
11(3)8,
11(3)11,
11(4)13,
11(4)14,
11(4)17,
11(4)18,
12(1)2,
12(1)3,
12(2)5,
12(2)7,
12(3)9,
12(4)17,
13(2)10,
13(4)17
- technique,
2(1)63,
3(4)243,
5(2)89,
6(1)z,
6(2)7,
6(2)8,
6(3)9,
6(4)2,
6(4)3,
7(2)5,
7(3)8,
7(4)12,
8(4)18,
9(1)3,
9(2)5,
10(1)4,
10(2)9,
10(2)10,
10(4)21,
11(1)1,
12(2)6,
12(3)9,
12(3)11,
12(4)14,
13(2)8,
13(3)12,
13(3)13,
13(4)18
- term,
1(1)34,
4(3)357,
5(1)22,
7(2)5,
7(4)12,
8(2)9,
9(1)1,
9(3)12,
10(4)17,
11(2)4,
11(3)9,
12(2)5,
12(4)15,
13(3)13
- the-art, state-of-,
6(4)1,
6(4)3,
7(4)12,
7(4)13,
8(1)4,
8(2)7,
9(2)5,
11(1)1,
11(3)8,
11(4)15,
12(1)1,
12(4)14,
12(4)16,
13(3)13
- three,
1(2)145,
5(2)165,
7(3)8,
8(1)4,
8(3)12,
9(2)5,
9(2)6,
9(3)11,
10(1)5,
10(4)18,
11(4)17,
13(3)11,
13(4)16
- two,
5(2)89,
7(3)8,
7(4)11,
7(4)12,
7(4)13,
8(1)4,
8(2)7,
8(4)17,
9(1)2,
9(3)11,
9(4)13,
10(1)2,
10(3)12,
10(3)14,
10(3)15,
10(4)20,
11(2)4,
11(2)5,
11(2)7,
11(3)8,
11(3)9,
11(3)11,
11(4)17,
12(1)1,
12(1)2,
12(1)4,
12(2)5,
12(3)10,
12(3)11,
12(4)16,
13(1)1,
13(1)3,
13(1)4,
13(2)6,
13(2)9,
13(3)11,
13(4)17
- used,
5(2)89,
5(2)146,
7(1)3,
7(2)6,
7(3)9,
7(4)12,
7(4)13,
8(3)10,
8(4)17,
9(1)1,
9(1)3,
9(2)6,
9(3)10,
10(1)2,
10(1)6,
10(2)7,
10(2)8,
10(3)12,
10(3)13,
10(4)20,
11(1)2,
11(1)3,
11(3)10,
11(4)13,
11(4)14,
12(2)5,
12(3)9,
12(3)11,
12(3)12,
13(2)6,
13(3)11
- vector,
6(4)3,
7(3)10,
10(4)19,
11(2)5,
12(3)9
- which,
5(2)89,
5(2)121,
6(2)6,
6(2)8,
6(3)10,
6(4)1,
7(1)3,
7(3)10,
7(4)13,
8(1)2,
8(1)4,
8(2)9,
8(3)10,
8(3)12,
8(4)14,
8(4)16,
8(4)18,
9(1)1,
9(2)5,
9(3)12,
9(4)14,
9(4)15,
10(1)4,
10(1)6,
10(2)7,
10(2)8,
10(2)9,
10(3)12,
10(3)13,
10(3)14,
10(3)15,
10(4)17,
10(4)19,
10(4)20,
11(2)6,
11(3)8,
11(3)9,
11(4)13,
11(4)14,
11(4)15,
11(4)16,
11(4)18,
12(1)1,
12(1)3,
12(1)4,
12(2)5,
12(2)6,
12(2)7,
12(3)10,
12(3)11,
12(4)15,
12(4)17,
13(1)1,
13(2)8,
13(3)13,
13(4)17,
13(4)18
- work,
5(2)121,
6(2)6,
6(3)11,
6(4)2,
7(3)9,
8(4)19,
9(2)5,
9(4)15,
10(1)4,
10(2)10,
12(1)3,
12(3)9,
13(1)1,
13(2)9,
13(3)14,
13(4)18