Enriching Social Media Personas with Personality Traits: A Deep Learning Approach Using the Big Five Classes

[1]  Matt Jones,et al.  Mobile interaction design tutorial , 2005, Mobile HCI.

[2]  Yang Xiang,et al.  Combine Qualitative and Quantitative Methods to Create Persona , 2010, 2010 3rd International Conference on Information Management, Innovation Management and Industrial Engineering.

[3]  Bernard J. Jansen,et al.  Customer segmentation using online platforms: isolating behavioral and demographic segments for persona creation via aggregated user data , 2018, Social Network Analysis and Mining.

[4]  M. Ashton,et al.  How Well Do Big Five Measures Capture HEXACO Scale Variance? , 2019, Journal of personality assessment.

[5]  Muhammad Ali Babar,et al.  An empirical investigation of the influence of persona with personality traits on conceptual design , 2017, J. Syst. Softw..

[6]  Bernard J. Jansen,et al.  Personas Changing Over Time: Analyzing Variations of Data-Driven Personas During a Two-Year Period , 2019, CHI Extended Abstracts.

[7]  Bernard J. Jansen,et al.  Persona Generation from Aggregated Social Media Data , 2017, CHI Extended Abstracts.

[8]  Bernard J. Jansen,et al.  Confusion and information triggered by photos in persona profiles , 2019, Int. J. Hum. Comput. Stud..

[9]  Alan Cooper,et al.  The Inmates Are Running the Asylum: Why High Tech Products Drive Us Crazy and How to Restore the Sanity (2nd Edition) , 1999 .

[10]  Xiaojun Shen,et al.  Who Am I? Personality Detection Based on Deep Learning for Texts , 2018, 2018 IEEE International Conference on Communications (ICC).

[11]  H. Sebastian Seung,et al.  Learning the parts of objects by non-negative matrix factorization , 1999, Nature.

[12]  Erik Cambria,et al.  Deep Learning-Based Document Modeling for Personality Detection from Text , 2017, IEEE Intelligent Systems.

[13]  J. Pennebaker,et al.  The Psychological Meaning of Words: LIWC and Computerized Text Analysis Methods , 2010 .

[14]  Muhammad Ali Babar,et al.  Effectiveness of Persona with Personality Traits on Conceptual Design , 2015, 2015 IEEE/ACM 37th IEEE International Conference on Software Engineering.

[15]  Bernard J. Jansen,et al.  Imaginary People Representing Real Numbers , 2018, ACM Trans. Web.

[16]  Chao Wen,et al.  An assessment of equivalence between paper and social media surveys: The role of social desirability and satisficing , 2014, Comput. Hum. Behav..

[17]  O. John,et al.  Measuring personality in one minute or less: A 10-item short version of the Big Five Inventory in English and German , 2007 .

[18]  Bernard J. Jansen,et al.  Generating Cultural Personas from Social Data: A Perspective of Middle Eastern Users , 2017, 2017 5th International Conference on Future Internet of Things and Cloud Workshops (FiCloudW).

[19]  Bahar Ilgen,et al.  Deep Learning-Based Document Modeling for Personality Detection from Turkish Texts , 2019, Advances in Intelligent Systems and Computing.

[20]  D. Gritzalis,et al.  SOCIAL MEDIA PROFILING: A PANOPTICON OR OMNIOPTICON TOOL? , 2014 .

[21]  Bernard J. Jansen,et al.  Personas and Analytics: A Comparative User Study of Efficiency and Effectiveness for a User Identification Task , 2020, CHI.

[22]  J. Pennebaker,et al.  Linguistic styles: language use as an individual difference. , 1999, Journal of personality and social psychology.

[23]  Wiebke Bleidorn,et al.  Using Machine Learning to Advance Personality Assessment and Theory , 2019, Personality and social psychology review : an official journal of the Society for Personality and Social Psychology, Inc.

[24]  Murray R. Barrick,et al.  THE BIG FIVE PERSONALITY DIMENSIONS AND JOB PERFORMANCE: A META-ANALYSIS , 1991 .

[25]  Nicholas O. Rule,et al.  Perceptions of personality in text-based media and OSN: : A meta-analysis , 2014 .

[26]  Bernard J. Jansen,et al.  Are personas done? Evaluating their usefulness in the age of digital analytics , 2018, Persona Studies.

[27]  V. P. Ersonality.  Personality Detection from Text: A Review , 2014 .

[28]  W. T. Norman,et al.  Toward an adequate taxonomy of personality attributes: replicated factors structure in peer nomination personality ratings. , 1963, Journal of abnormal and social psychology.

[29]  Riyanarto Sarno,et al.  Personality classification based on Twitter text using Naive Bayes, KNN and SVM , 2015, 2015 International Conference on Data and Software Engineering (ICoDSE).

[30]  Matt Jones,et al.  Mobile Interaction Design , 2006 .

[31]  Bernard J. Jansen,et al.  Automatic Persona Generation (APG): A Rationale and Demonstration , 2018, CHIIR.

[32]  Firoj Alam,et al.  Predicting Personality Traits using Multimodal Information , 2014, WCPR '14.

[33]  Samantha Thelijjagoda,et al.  Linguistic features based personality recognition using social media data , 2017, 2017 6th National Conference on Technology and Management (NCTM).

[34]  Michael J. Phillips.  Ethics and Manipulation in Advertising: Answering a Flawed Indictment , 1997 .

[35]  Harald Schoen,et al.  Personality Traits, Partisan Attitudes, and Voting Behavior. Evidence from Germany , 2007 .

[36]  Curtis P. Haugtvedt,et al.  Need for Cognition and Advertising: Understanding the Role of Personality Variables in Consumer Behavior , 1992 .

[37]  Jan Stage,et al.  A Template for Design Personas: Analysis of 47 Persona Descriptions from Danish Industries and Organizations , 2015, Int. J. Sociotechnology Knowl. Dev..

[38]  Bernard J. Jansen,et al.  The effect of numerical and textual information on visual engagement and perceptions of AI-driven persona interfaces , 2020, IUI.

[39]  S. Gosling,et al.  A very brief measure of the Big-Five personality domains , 2003 .

[40]  Farshid Anvari,et al.  Persona ontology for user centred design professionals , 2013, ICIS 2013.

[41]  Chunxiao Yin,et al.  Reposting negative information on microblogs: Do personality traits matter? , 2020, Inf. Process. Manag..

[42]  Joy Goodman-Deane,et al.  Evaluating Inclusivity using Quantitative Personas , 2018, DRS2018: Catalyst.

[43]  L. R. Hoffman.  Homogeneity of member personality and its effect on group problem-solving. , 1959, Journal of abnormal psychology.

[44]  Rini Wongso,et al.  Personality Prediction System from Facebook Users , 2017, ICCSCI.

[45]  Jonathan Grudin,et al.  Personas: practice and theory , 2003, DUX '03.

[46]  Ainin Sulaiman,et al.  Understanding impulse purchase in Facebook commerce: does Big Five matter? , 2017, Internet Res..

[47]  Marilyn A. Walker,et al.  Using Linguistic Cues for the Automatic Recognition of Personality in Conversation and Text , 2007, J. Artif. Intell. Res..

[48]  Geoffrey E. Hinton,et al.  Deep Learning , 2015, Nature.

[49]  Jimmy Ba,et al.  Adam: A Method for Stochastic Optimization , 2014, ICLR.

[50]  Walter Daelemans,et al.  Using syntactic features to predict author personality from text , 2008 .

[51]  Cynthia LeRouge,et al.  User profiles and personas in the design and development of consumer health technologies , 2013, Int. J. Medical Informatics.

[52]  Russel Pears,et al.  SENTIPEDE: A Smart System for Sentiment-based Personality Detection from Short Texts , 2019, J. Univers. Comput. Sci..

[53]  Bernard J. Jansen,et al.  Detecting Demographic Bias in Automatically Generated Personas , 2019, CHI Extended Abstracts.

[54]  Jang Hyun Kim,et al.  Instagram user characteristics and the color of their photos: Colorfulness, color diversity, and color harmony , 2019, Inf. Process. Manag..

[55]  Bernard J. Jansen,et al.  From 2, 772 segments to five personas: Summarizing a diverse online audience by generating culturally adapted personas , 2018, First Monday.

[56]  John S. Pruitt,et al.  The Persona Lifecycle: Keeping People in Mind Throughout Product Design , 2006 .

[57]  Bernard J. Jansen,et al.  Automatically Conceptualizing Social Media Analytics Data via Personas , 2018, ICWSM.

[58]  Vagia Tsiminaki,et al.  Hi YouTube!: personality impressions and verbal content in social video , 2013, ICMI '13.

[59]  Bernard J. Jansen,et al.  Automatic Persona Generation for Online Content Creators: Conceptual Rationale and a Research Agenda , 2019, Personas - User Focused Design.

[60]  Robert V. Kozinets,et al.  Netnographic Analysis: Understanding Culture through Social Media Data , 2014 .

[61]  Bill Sullivan,et al.  THE INMATES ARE RUNNING THE ASYLUM , 2000 .

[62]  Maurizio Morisio,et al.  TwitPersonality: Computing Personality Traits from Tweets Using Word Embeddings and Supervised Learning , 2018, Inf..

[63]  Dirk Hovy,et al.  Personality Traits on Twitter—or—How to Get 1,500 Personality Tests in a Week , 2015, WASSA@EMNLP.

[64]  Gavin C. Cawley,et al.  Efficient leave-one-out cross-validation of kernel fisher discriminant classifiers , 2003, Pattern Recognit..

[65]  Erik Cambria,et al.  Affective Computing and Sentiment Analysis , 2016, IEEE Intelligent Systems.

[66]  Monika Ardelt,et al.  Still stable after all these years? Personality stability theory revisited. , 2000 .

[67]  Liang Gao,et al.  Deep learning-based personality recognition from text posts of online social networks , 2018, Applied Intelligence.

[68]  Lene Nielsen,et al.  Personas is applicable: a study on the use of personas in Denmark , 2014, CHI.

[69]  L. R. Goldberg.  THE DEVELOPMENT OF MARKERS FOR THE BIG-FIVE FACTOR STRUCTURE , 1992 .

[70]  Lene Nielsen,et al.  Personas - User Focused Design , 2012, Human–Computer Interaction Series.

[71]  Sabin C. Buraga,et al.  A Knowledge-Based Approach to the User-Centered Design Process , 2012, IC3K.

[72]  Bernard J. Jansen,et al.  The Future of Data-driven Personas: A Marriage of Online Analytics Numbers and Human Attributes , 2019, ICEIS.

[73]  Alan Cooper,et al.  The Inmates are Running the Asylum , 1999, Software-Ergonomie.

[74]  Quoc V. Le,et al.  Distributed Representations of Sentences and Documents , 2014, ICML.

[75]  Bernard J. Jansen,et al.  A Literature Review of Quantitative Persona Creation , 2020, CHI.

[76]  Alfredo Cuzzocrea,et al.  Predicting facebook-users' personality based on status and linguistic features via flexible regression analysis techniques , 2018, SAC.