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Twitter Sentiment Analysis Approaches: A Survey

Omar Yousef Adwan, Marwan Al-Tawil, Ammar Huneiti, Rawan Shahin, Abeer Abu Zayed, Razan Al-Dibsi
2020 International Journal of Emerging Technologies in Learning (iJET)  
The study carried out in this paper provides an overview of the algorithms and approaches that have been used for sentiment analysis in twitter.  ...  The reviewed articles are categories into four categories based on the approach they use.  ...  It combined Spark streaming for real time text processing, the Long Short Term Memory (LSTM) deep learning model for higher level sentiment analysis, and other tools for SQL-based analytical processing  ... 
doi:10.3991/ijet.v15i15.14467 fatcat:uapdaucwevchrgvrrw5mrfilvi

TAOS: Testing with Analysis and Oracle Support

Debra J. Richardson
1994 Proceedings of the 1994 international symposium on Software testing and analysis - ISSTA '94  
An Approach to Large-Scale Collection of Application Usage Data Over the Internet Department of Information and Computer Science University of California, Irvine Irvine, CA 92697-3425 USA +1 714 824 3100  ...  Balzer and the other participants in an informal SIG meeting on monitoring held during the Second Annual Evolutionary Design of Complex Systems (EDCS) Program Workshop and Demo Days, July, 1997, for providing  ...  Processing involves performing computations based on basic information about objects and activities or entities and events.  ... 
doi:10.1145/186258.187158 dblp:conf/issta/Richardson94 fatcat:273c32drkncajmzg5pk7eoq5ee

Guest Editorial: Automated Big Data Analysis for Social Multimedia Network Environments

Changhoon Lee
2016 Multimedia tools and applications  
Popular issues include political events, new movies, commercial products, controversial bills and presidential candidates, to name a few.  ...  Therefore, due to the abovementioned problems, the big data analysis using data mining and machine learning techniques should be considered in social network environment.  ...  [16] proposes the Semantic Representation model for arranging approaching data assets and develops a process which translates data in a way without any type of information loss.  ... 
doi:10.1007/s11042-016-3838-8 fatcat:ior46rwjhbhb3evvu6pygemgje

Integrated Real-Time Big Data Stream Sentiment Analysis Service

Sun Sunnie Chung, Danielle Aring
2018 Journal of Data Analysis and Information Processing  
text streams effectively in real time with two fully analytic opinion mining models to combat the scale of text data streams and the complexity of sentiment analysis processing on unstructured text streams  ...  However, the traditional content analysis frameworks are inefficient to handle the unprecedentedly big volume of unstructured text streams and the complexity of text analysis tasks for the real time opinion  ...  Acknowledgements The research in this paper was partially supported by the Engineering College of CSU under the Graduate Research grant.  ... 
doi:10.4236/jdaip.2018.62004 fatcat:6l6v2np6fjdjrgijo6datswvsy

Towards Semantic Mashup Tools for Big Data Analysis [chapter]

Hendrik, Amin Anjomshoaa, A. Min Tjoa
2014 Lecture Notes in Computer Science  
Since the real-world use of Big Data is for data analytics purposes of knowledge workers in different domains, we can consider mashup approach as an effective tool to create user-generated solution based  ...  This paper gives brief overview and comparison of some semantic mashup tools which can be employed to mash up various data sources in heterogenous data format.  ...  Linked Data refers to an approach to publish and interlink structured data on the web using some principles forming a global database, called Web of Data [4] .  ... 
doi:10.1007/978-3-642-55032-4_13 fatcat:yumfkxidozaffi7zp7g3fq3wby

Applications of video-content analysis and retrieval

N. Dimitrova, Hong-Jiang Zhang, B. Shahraray, I. Sezan, T. Huang, A. Zakhor
2002 IEEE Multimedia  
Content magnets attracting story segments in the content-based personal video recorder Video Scout application.  ...  Content-based analysis and indexing of these archives based on multiple information streams enable the retrieval of segments of the collaborative process.  ...  Linguistic analysis of closed-caption text refines the text, generates textual indices, and creates links to supplementary information.  ... 
doi:10.1109/mmul.2002.1022858 fatcat:bur6qinxrvfvveeybffaptsod4

Evolutionary Network Analysis

Charu Aggarwal, Karthik Subbian
2014 ACM Computing Surveys  
The analysis of such networks is especially challenging, because it needs to be performed with an online approach, under the one-pass constraint of data streams.  ...  The incorporation of content can add further complexity to the evolution analysis process.  ...  Government is authorized to reproduce and distribute reprints for Government purposes notwithstanding any copyright notation here on.  ... 
doi:10.1145/2601412 fatcat:hvm37apdbzgnzkgilt2te6gfba

Social networking data analysis tools & challenges

Androniki Sapountzi, Kostas E. Psannis
2018 Future generations computer systems  
Though, both their recent advent and the fact that science is still in the frontiers of processing human-generated data, provokes the need for an update and comprehensible taxonomy of the related research  ...  To the best of our knowledge, this is the first attempt that illustrated the entire spectrum of social data networking analysis and their associated frameworks.  ...  The concurrently collection and processing of streams for the different geographic areas offers real fast analysis.  ... 
doi:10.1016/j.future.2016.10.019 fatcat:cqlp423pv5heplujb63qo7c6yq

Trace-Based Performance Analysis for Hardware Accelerators [chapter]

Guido Juckeland
2012 Tools for High Performance Computing 2011  
This novel technical approach is using program states in order to display similarities and differences between the potentially very large number of event streams and, thus, enables a fast way to spot load  ...  It extends the capabilities of trace-based performance analysis to also monitor and record data from this novel parallelization layer.  ...  An approach to filter relevant information when using traditional visualization techniques and a novel visualization approach using performance flow graphs is developed.  ... 
doi:10.1007/978-3-642-31476-6_8 dblp:conf/ptw/Juckeland11 fatcat:4bmyaxswwrfldbt6gk52lhij7e

Survey of data management and analysis in disaster situations

Vagelis Hristidis, Shu-Ching Chen, Tao Li, Steven Luis, Yi Deng
2010 Journal of Systems and Software  
In this paper we make an effort to survey and organize the current knowledge in the management and analysis of data in disaster situations, as well as present the challenges and future research directions  ...  We organize our findings across the following Computer Science disciplines: data integration and ingestion, information extraction, information retrieval, information filtering, data mining and decision  ...  Recommender systems typically use collaborative filtering approaches or a combination of the collaborative filtering and content-based filtering approaches, although content-based recommender systems do  ... 
doi:10.1016/j.jss.2010.04.065 fatcat:zo67x6klgbcmtewvxvobeoqu5i

Event Tactic Analysis Based on Broadcast Sports Video

Guangyu Zhu, Changsheng Xu, Qingming Huang, Yong Rui, Shuqiang Jiang, Wen Gao, Hongxun Yao
2009 IEEE transactions on multimedia  
We extract the attack events with far-view shots using the analysis and alignment of web-casting text and broadcast video.  ...  In this paper, we propose a novel approach to extract tactic information from the attack events in broadcast soccer video and present the events in a tactic mode to the coaches and sports professionals  ...  The basic principle of information selection in our approach is to present a comprehensive summary for the game in the tactic context. VII.  ... 
doi:10.1109/tmm.2008.2008918 fatcat:sxpny4cbgbbznbsy4aejchynmu

J-PET Framework: Software platform for PET tomography data reconstruction and analysis

W. Krzemien, A. Gajos, K. Kacprzak, K. Rakoczy, G. Korcyl
2020 SoftwareX  
J-PET Framework is an open-source software platform for data analysis, written in C++ and based on the ROOT package.  ...  It provides a common environment for implementation of reconstruction, calibration and filtering procedures, as well as for user-level analyses of Positron Emission Tomography data.  ...  Listing 2 presents a snippet of an analysis module identifying 2-photon coincidence events in a stream of single recorded photon interactions (referred to as hits).  ... 
doi:10.1016/j.softx.2020.100487 fatcat:accuia4rpbbuxe4n3ahflt4gzq

Determining Real-Time Patterns of Lightning Strikes from Sensor Observations

Bolelang H. Sibolla, Terence Van Zyl, Serena Coetzee
2021 Journal of Geovisualization and Spatial Analysis  
This paper demonstrates an approach for overcoming some of the challenges by clustering and visualising data streams with information about lightning events during thunderstorms, in real time.  ...  However, near-real-time monitoring of unexpected and irregular transient events presents technical challenges for their analysis and visualisation.  ...  Unexpected and irregular transient events pose a number of technical challenges for real-time monitoring related to the analysis and effective visualisation of the streams of data with information about  ... 
doi:10.1007/s41651-020-00070-7 fatcat:7yb2y74drnda5bs7sz6v4blb5a

Analysis and Detection of Content based Video Retrieval

Shivanand S Gornale, Ashvini K Babaleshwar, K Babaleshwar
2019 International Journal of Image Graphics and Signal Processing  
Content Based Video Retrieval (CBVR) System has been investigated over past decade it's rooted in many applications like developments and technologies.  ...  Hence it motivates and encourages many researchers to discover their knowledge across CBVR domain and contribute their work to make the system more effective and useful in developing the system application  ...  and instantiate the streaming by graph based streaming hierarchical approach.  ... 
doi:10.5815/ijigsp.2019.03.06 fatcat:mzlxdk3omjh2vflv66n4agprwu

Economically-efficient sentiment stream analysis

Roberto Lourenco Jr., Adriano Veloso, Adriano Pereira, Wagner Meira Jr., Renato Ferreira, Srinivasan Parthasarathy
2014 Proceedings of the 37th international ACM SIGIR conference on Research & development in information retrieval - SIGIR '14  
A prominent approach to sentiment analysis is based on the application of classification techniques, that is, content is classified according to the attitude of the writer.  ...  Text-based social media channels, such as Twitter, produce torrents of opinionated data about the most diverse topics and entities.  ...  There is an alternative, less stringent notion of efficiency, which is based on the principle of compensation [13] .  ... 
doi:10.1145/2600428.2609612 dblp:conf/sigir/LourencoVPMFP14 fatcat:z2u42q34ajdwjisfqnrun2rglm
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