A pheromone-like model for semantic context extraction from collaborative networks

Proceedings - 2015 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology, WI-IAT 2015

Volumn 2016-January, Issue , 2016, Pages 540-547

  Franzoni, Valentina ^a,b   Milani, Alfredo ^a,c  

^a UNIVERSITY OF PERUGIA   (Italy)

^b SAPIENZA UNIVERSITY OF ROME   (Italy)

^c HONG KONG BAPTIST UNIVERSITY   (Hong Kong)

Author keywords

Heuristic search; Proximity measures; Semantic context; Web mining

Indexed keywords

EXTRACTION; HEURISTIC ALGORITHMS; INTELLIGENT AGENTS; RANDOM PROCESSES; SEMANTICS;

COLLABORATIVE NETWORK; HEURISTIC SEARCH; MODEL-BASED OPC; MULTIPLE-PATH; PROXIMITY MEASURE; QUERY RESULTS; SEMANTIC CONTEXT; WEB MINING;

SEMANTIC WEB;

EID: 85009061734     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WI-IAT.2015.21     Document Type: Conference Paper

References (38)

1. Bollegala, D.; Matsuo, Y.; Ishizukain, M. "A Web Search Engine-Based Approach to Measure Semantic Similarity between Words". IEEE Trans. Knowledge Data Eng. (2011)
2. Cilibrasi, R; Vitanyi, P. "The Google Similarity Distance". ArXiv.org (2004)
3. Kurant, M.; Markopoulou, A.; Thiran, P. "On the bias of BSF". ITC (2010)
4. Milne, D.; Witten, I.H. "An effective, low-cost measure of semantic relatedness obtained from Wikipedia links". WIKIAI (2008)
5. Yeh, E.; Ramage, et al. "WikiWalk: Random walks on Wikipedia for Semantic Relatedness"; in Proc. Graph-based Methods for Natural Language Processing (2009)
6. Franzoni V., Milani, A.; et. al. "Semantic Heuristic Search in Collaborative Networks: Measures and Contexts. Semantic Proximity Measure", 2014 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology, Warsaw (2014).
7. Cao, G.; Gao, J.; et al. "Extending query translation to crosslanguage query expansion with markov chain models". CIKM, ATM (2007)
8. Turney, P.; "Mining the web for synonyms: PMI versus LSA". TEOFL. In Proc. ECML (2001)
9. Xu, Z.; Luo, X.; Yu, J.; Xu, W. "Measuring semantic similarity between words by removing noise and redundancy in web snippets". Concurrency Computat: PE, 23 (2011)
10. Gori, M; Pucci, A. "A random-walk based scoring algorithm with application to recommender systems for large-scale ecommerce". 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (2006)
11. Franzoni, V.; Milani, A. "Heuristic Semantic Walk For Concept Chaining in Collaborative Networks", International Journal of Web Information Systems, Vol. 10 Iss: 1 (2014)
12. Finkelstein, L.; Gabrilovich, E.; et al. "Placing Search in Context: The Concept Revisited". ACM Transactions on Information Systems, 20(1):116-131, January 2002
13. State-of-the-Art ranking of algorithms on the World Sim 353 dataset:http://aclweb.org/aclwiki/index.php?title=WordSimilarity-353-Test-Collection-(State-of-the-art)
14. Newman, M.; Barabási, A.; Watts, D.J. "The Structure and Dynamics of Networks". Princeton University Press. (2006)
15. Newell, A.; et al. "Empirical explorations of the logic theory machine: a case study in heuristic". In Proc. of IRE-AIEEACM '57. 218-230, ACM, New York, USA. (1957)
16. Kowalski, R. "A Proof Procedure Using Connection Graphs", in Journal of the ACM Vol. 22, No. 4, 1975, pp. 572-595.
17. Hart, P. E.; Nilsson, N. J.; Raphael, B. "A Formal Basis for the Heuristic Determination of Minimum Cost Paths". IEEE Transactions on Systems Science and Cybernetics SSC4 (2): 100-107 (1968).
18. Dorigo, M.; Stützle, T. "Ant Colony Optimization", Bradford Company, Scituate, MA, 2004
19. Baioletti et al, "Optimal Planning with ACO" AI∗IA (2009)
20. Ceri, S.; Daniel F.; et al., "Model-driven Development of Context-Aware Web Applications", ACM TOIT 7 (2007)
21. Lieberman H., "Aan Agent that Assists Web Browsing", IJCAI95 (1995)
22. Dey A. K.; Abowd G. D., "Towards a better understanding of context and context-awareness", HUC99 (1999)
23. Schilit, B. N.; Adams, N.; Want,R; "Context-Aware Computing Applications", In Workshop on Mobile Computing Systems and Applications (1994)
24. Franzoni, V.; Milani, A.; et al., "Heuristics For Semantic Path Search In Wikipedia". LNCS ICCSA, Sprienger (2014), pp.327-340.
25. Natsev, A.; Haubold, A.; et al., "Semantic Concept-Based Query Expansion and Re-ranking for Multimedia Retrieval". 15th ACM conf. on Multimedia, page 991-1000. USA (2007)
26. Li, Y; Leung, C.; Franzoni,V.; Milani, A., "Collective Evolutionary Concept Distance Based Query Expansion For Effective Web Document Retrieval". LCNS ICCSA 2013 pp.565-672, Sprienger (2013)
27. Torralba, A.; Fergus, R.; Freeman, W. T., "80 Million Tiny Web documents: A Large Data Set for Nonparametric Object and Scene Recognition", IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 30, No. 11 (2008).
28. Liu, J.; et al., "Intelligent Social Media Indexing and Sharing Using an Adaptive Indexing Search Engine", ACM Transactions on Intelligent Systems and Technology (2012)
29. Franzoni, V.; Milani, A., "PMING Distance: A Collaborative Semantic Proximity Measure", WI-IAT, vol. 2, pp.442-449, 2012 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology, 2012.
30. L.M. Camarinha-Matos, H. Afsarmanesh (2008). "Collaborative Networks: Reference Modeling". Springer
31. Lew, M.S., et al. "Content-based multimedia information retrieval: State of the art and challenges." ACM Trans. Multimedia Comp. Com. App.( 2006)
32. Dey, A. K., "Understanding and Using Context". Personal and Ubiquitous Computing (2001)
33. A. Chiancone, V. Franzoni. A. Milani, R.Niyogi, Improving Link Ranking Quality by Quasi-Common Neighbourhood. IEEE CPS, 2015 International Conference on Computational Science and Its Applications (2015)
34. Franzoni V., Milani A., Semantic Context Extraction From Collaborative Networks. IEEE International Conference on Computer Supported Cooperative Work in Design (CSCWD 2015), Calabria, Italy
35. Mengoni, P., et al., "Set Similarity Measures for Images Based on Collective Knowledge". Computational Science and Its Applications - LNCS Vol. 9155, pp 408-417 (2015)
36. Franzoni V., Leung C.H.C., Milani A., "Semantic Extraction Models for Collaborative Multimedia", RW Reasoning Web, Berlin (2015)
37. Franzoni V., Milani A., "Context Extraction by Multi-path Traces in Semantic Networks". CEUR-WS, Proc. of RR DC (2015)
38. Franzoni V., Milani A., et al., "Multi-path Traces in Semantic Graphs For Latent Knowledge Elicitation". IEEE ICNC 2015. CFP15CNC-CDR ISBN: 978-1-4673-7678-5 (2015)8