Citation Sentiment Changes Analysis

Metrics for measuring the citation sentiment changes were introduced. Citation sentiment changes can be observed from global citation sentiment sequences (GCSSs). With respect to a cited paper, the citation sentiment sequences were analysed across a collection of citing papers ordered by the published time. For analysing GCSSs, Eddy Dissipation Rate (EDR) was adopted, with the hypothesis that the GCSSs pattern differences can be spotted by EDR based method. Preliminary evidence showed that EDR based method holds the potential for analysing a publication's impact in a time series fashion.

[1]  Awais Athar,et al.  Sentiment Analysis of Citations using Sentence Structure-Based Features , 2011, ACL.

[2]  Ujjwal Maulik,et al.  Performance Evaluation of Some Clustering Algorithms and Validity Indices , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[3]  G. D. Nastrom,et al.  Turbulence eddy dissipation rates from radar observations at 5-20 km at White Sands Missile Range, New mexico , 1997 .

[4]  V. Thiermann,et al.  The measurement of turbulent surface-layer fluxes by use of bichromatic scintillation , 1992 .

[5]  Barbara Plank.  Structural Correspondence Learning for Parse Disambiguation , 2009, EACL.

[6]  Larry B. Cornman,et al.  Description and Derived Climatologies of Automated In Situ Eddy-Dissipation-Rate Reports of Atmospheric Turbulence , 2014 .

[7]  Michael J. A. Berry,et al.  Data Mining Techniques: For Marketing, Sales, and Customer Relationship Management , 2004 .

[8]  Manfred Wendisch,et al.  Observations of Small-Scale Turbulence and Energy Dissipation Rates in the Cloudy Boundary Layer , 2006 .

[9]  A. Yarovoy,et al.  Assessment of the rain drop inertia effect for radar-based turbulence intensity retrievals , 2016, International Journal of Microwave and Wireless Technologies.

[10]  M. Narasimha Murty,et al.  Genetic K-means algorithm , 1999, IEEE Trans. Syst. Man Cybern. Part B.

[11]  P. Rousseeuw.  Silhouettes: a graphical aid to the interpretation and validation of cluster analysis , 1987 .

[12]  Le T. Nguyen,et al.  Predicting collective sentiment dynamics from time-series social media , 2012, WISDOM '12.

[13]  H. Chun,et al.  Retrieval of eddy dissipation rate from derived equivalent vertical gust included in Aircraft Meteorological Data Relay (AMDAR) , 2019, Atmospheric Measurement Techniques.

[14]  Paul B. MacCready,et al.  Standardization of Gustiness Values from Aircraft , 1964 .

[15]  Corinne S. Morse,et al.  Real-time estimation of atmospheric turbulence severity from in-situ aircraft measurements , 1995 .

[16]  Simone Teufel,et al.  Detection of Implicit Citations for Sentiment Detection , 2012, ACL 2012.