Exploiting named entity recognition for improving syntactic-based web service discovery

被引:6
作者
Lizarralde, Ignacio [1 ]
Mateos, Cristian [1 ]
Manuel Rodriguez, Juan [1 ]
Zunino, Alejandro [1 ]
机构
[1] ISISTAN CONICET UNICEN, Campus Univ,Paraje Arroyo Seco S-N, RA-7000 Tandil, Buenos Aires, Argentina
关键词
Information retrieval; named entity recognition; natural language processing; service-oriented computing; web Services; ALGORITHM; SYSTEM;
D O I
10.1177/0165551518793321
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Web Services have become essential to the software industry as they represent reusable, remotely accessible functionality and data. Since Web Services must be discovered before being consumed, many discovery approaches applying classic Information Retrieval techniques, which store and process textual service descriptions, have arisen. These efforts are affected by term mismatch: a description relevant to a query can be retrieved only if they share many words. We present an approach to improve Web Service discoverability that automatically augments Web Service descriptions and can be used on top of such existing syntactic-based approaches. We exploit Named Entity Recognition to identify entities in descriptions and expand them with information from public text corpora, for example, Wikidata, mitigating term mismatch since it exploits both synonyms and hypernyms. We evaluated our approach together with classical syntactic-based service discovery approaches using a real 1274-service dataset, achieving up to 15.06% better Recall scores, and up to 17% Precision-at-1, 8% Precision-at-2 and 4% Precision-at-3.
引用
收藏
页码:398 / 415
页数:18
相关论文
共 45 条
  • [1] Adala A., 2014, P INT C COMM NETW CO, P1
  • [2] A Survey of Automatic Query Expansion in Information Retrieval
    Carpineto, Claudio
    Romano, Giovanni
    [J]. ACM COMPUTING SURVEYS, 2012, 44 (01)
  • [3] Chen L, 2010, INT CONF COMP SCI, P9, DOI 10.1109/ICCSIT.2010.5563576
  • [4] Chen L, 2011, LECT NOTES COMPUT SC, V7084, P204, DOI 10.1007/978-3-642-25535-9_14
  • [5] Chinnici R., 2007, W3C recommendation, V26, P19
  • [6] Combining query-by-example and query expansion for simplifying web service discovery
    Crasso, Marco
    Zunino, Alejandro
    Campo, Marcelo
    [J]. INFORMATION SYSTEMS FRONTIERS, 2011, 13 (03) : 407 - 428
  • [7] Latent semantic indexing for web service retrieval
    [J]. Czyszczoń, Adam (adam.czyszczon@pwr.edu.pl), 1600, Springer Verlag (8733): : 694 - 702
  • [8] An OWL ontology to support cloud portability and interoperability
    Di Martino, Beniamino
    Cretella, Giuseppina
    Esposito, Antonio
    Carta, Graziella
    [J]. INTERNATIONAL JOURNAL OF WEB AND GRID SERVICES, 2015, 11 (03) : 303 - 326
  • [9] Dong X., 2004, Proceedings of the 30th International Conference on Very Large Data Bases (VLDB'04), V30, P372, DOI DOI 10.1016/B978-012088469-8.50035-8
  • [10] goDiscovery: Web Service Discovery Made Efficient
    Elshater, Yehia
    Elgazzar, Khalid
    Martin, Patrick
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES (ICWS), 2015, : 711 - 716