Knowledge discovery from social media using big data-provided sentiment analysis SoMABiT

作者: Mahdi Bohlouli , Jens Dalter , Mareike Dornhöfer , Johannes Zenkert , Madjid Fathi

DOI: 10.1177/0165551515602846

关键词:

摘要: In today's competitive business world, being aware of customer needs and market-oriented production is a key success factor for industries. To this aim, the use efficient analytical algorithms ensures better understanding feedback improves next generation products. Accordingly, dramatic increase in social media daily life provides beneficial sources market analytics. Yet how traditional analytic methods can be scaled up such disparate multistructured data major challenge. This paper presents discusses technological scientific focus SoMABiT as analysis platform using big technology. Sentiment has been employed order to discover knowledge from media. The MapReduce development distributed algorithm towards an integrated that scale any volume provide media-driven main novelty proposed concept comparison state-of-the-art technologies.

参考文章(50)
Peter Haase, Tobias Mathäß, Michael Schmidt, Andreas Eberhart, Ulrich Walther, Semantic technologies for enterprise cloud management international semantic web conference. pp. 98- 113 ,(2010) , 10.1007/978-3-642-17749-1_7
Frederik Bülthoff, Maria Maleshkova, RESTful or RESTless – Current State of Today’s Top Web APIs Lecture Notes in Computer Science. pp. 64- 74 ,(2014) , 10.1007/978-3-319-11955-7_6
Jason J. Jung, Integrating Social Networks for Context Fusion in Mobile Service Platforms Journal of Universal Computer Science. ,vol. 16, pp. 2099- 2110 ,(2010)
Heiner Stuckenschmidt, Frank van Harmelen, Wolf Siberski, Steffen Staab, Peer-to-Peer and Semantic Web Semantic Web and Peer-to-Peer: Decentralized Management and Exchange of Knowledge and Information. pp. 1- 17 ,(2006) , 10.1007/3-540-28347-1_1
Adrian Paschke, Rules and logic programming for the web RW'11 Proceedings of the 7th international conference on Reasoning web: semantic technologies for the web of data. pp. 326- 381 ,(2011) , 10.1007/978-3-642-23032-5_6
Jason J. Jung, Jérôme Euzenat, Towards Semantic Social Networks european semantic web conference. ,vol. 4273, pp. 267- 280 ,(2007) , 10.1007/978-3-540-72667-8_20
Hinrich Schütze, Christopher D. Manning, Prabhakar Raghavan, Introduction to Information Retrieval ,(2005)
Janyce Wiebe, Learning Subjective Adjectives from Corpora national conference on artificial intelligence. pp. 735- 740 ,(2000)
Sholom M. Weiss, Tong Zhang, Nitin Indurkhya, Fred Damerau, Text Mining: Predictive Methods for Analyzing Unstructured Information ,(2004)
José Miguel Canino, Juan Besada Portas, José Manuel Molina, Jesús García, T Magister, A Multi-Agent Approach for Designing Next Generation of Air Traffic Systems InTech. ,vol. 2012, ,(2012) , 10.5772/50284