Data Mining and Big Data

The proposed study is to analyze and visualize properties of the social network constructed from a dataset based on Enron mail dataset, and utilize sentiment analysis as an additional source of information to study employees’ relationships in a company. We concluded that when social network analysis is used in conjunction with emotion detection, it is possible to see the positive or negative areas where the company must work to promote a healthy organizational culture and uncover possible organizational issues in a timely manner.

[1]  Lun Wu,et al.  Intra-Urban Human Mobility and Activity Transition: Evidence from Social Media Check-In Data , 2014, PloS one.

[2]  Hoseob Kim,et al.  Association between Pollen Risk Indexes, Air Pollutants, and Allergic Diseases in Korea , 2016, Osong public health and research perspectives.

[3]  Frank Schweitzer,et al.  Emotional Divergence Influences Information Spreading in Twitter , 2012, ICWSM.

[4]  Sharon Meraz,et al.  Is There an Elite Hold? Traditional Media to Social Media Agenda Setting Influence in Blog Networks , 2009, J. Comput. Mediat. Commun..

[5]  Yong Gao,et al.  Analyzing Relatedness by Toponym Co‐Occurrences on Web Pages , 2014, Trans. GIS.

[6]  G J Wilde,et al.  Effects of mass media communications on health and safety habits: an overview of issues and evidence. , 1993, Addiction.

[7]  Bao Qing Hu,et al.  Probabilistic graded rough set and double relative quantitative decision-theoretic rough set , 2016, Int. J. Approx. Reason..

[8]  Theresa Beaubouef,et al.  Rough Sets , 2019, Lecture Notes in Computer Science.

[9]  A. Liebert,et al.  Effects of Mass Media , 1977 .

[10]  David Lazer,et al.  Inferring friendship network structure by using mobile phone data , 2009, Proceedings of the National Academy of Sciences.

[11]  Andrew T. Stephen,et al.  The Effects of Traditional and Social Earned Media on Sales: A Study of a Microlending Marketplace , 2012 .

[12]  El-Sayed M. El-Alfy,et al.  Towards scalable rough set based attribute subset selection for intrusion detection using parallel genetic algorithm in MapReduce , 2016, Simul. Model. Pract. Theory.

[13]  Jasmine Novak,et al.  Geographic routing in social networks , 2005, Proc. Natl. Acad. Sci. USA.

[14]  Matteo Magnani,et al.  Spreading Processes in Multilayer Networks , 2014, IEEE Transactions on Network Science and Engineering.

[15]  J. Candia,et al.  Effects Of Mass Media And Cultural Drift In A Model For Social Influence , 2006, physics/0611189.

[16]  Lior Seeman,et al.  Adaptive Seeding in Social Networks , 2013, 2013 IEEE 54th Annual Symposium on Foundations of Computer Science.

[17]  Marko Bajec,et al.  Software systems through complex networks science: review, analysis and applications , 2012, Software Mining.

[18]  Philip Owende,et al.  An application of classification models to predict learner progression in tertiary education , 2014, 2014 IEEE International Advance Computing Conference (IACC).

[19]  S. Cohen,et al.  Geopolitics: The Geography of International Relations , 2008 .

[20]  D. Watts,et al.  Viral marketing for the real world , 2007 .

[21]  Cecilia Mascolo,et al.  Analysing information flows and key mediators through temporal centrality metrics , 2010, SNS '10.

[22]  Huan Liu,et al.  Mining Human Mobility in Location-Based Social Networks , 2015, Mining Human Mobility in Location-Based Social Networks.

[23]  Yihong Yuan,et al.  Exploring inter-country connection in mass media: A case study of China , 2017, Comput. Environ. Urban Syst..

[24]  Bernadette A. Thomas,et al.  Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990–2010: a systematic analysis for the Global Burden of Disease Study 2010 , 2012, The Lancet.

[25]  Ron Kohavi,et al.  A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection , 1995, IJCAI.

[26]  Germano Lambert-Torres,et al.  Rough Set Theory - Fundamental Concepts, Principals, Data Extraction, and Applications , 2009 .

[27]  Shasha Wang,et al.  Deep feature weighting for naive Bayes and its application to text classification , 2016, Eng. Appl. Artif. Intell..

[28]  Siddhartha R. Jonnalagadda,et al.  Scientific collaboration networks using biomedical text. , 2014, Methods in molecular biology.

[29]  Imran Memon,et al.  Travel Recommendation Using Geo-tagged Photos in Social Media for Tourist , 2015, Wirel. Pers. Commun..

[30]  Tore Opsahl,et al.  Clustering in weighted networks , 2009, Soc. Networks.

[31]  Ting Yu,et al.  Classify Unexpected News Impacts to Stock Price by Incorporating Time Series Analysis into Support Vector Machine , 2006, The 2006 IEEE International Joint Conference on Neural Network Proceedings.