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http://dx.doi.org/10.15207/JKCS.2021.12.11.018

A Convergence Study for Development of Psychological Language Analysis Program: Comparison of Existing Programs and Trend Analysis of Related Literature  

Kim, Youngjun (Division of Psychology, Ajou University)
Choi, Wonil (Division of Liberal Arts and Sciences, GIST College)
Kim, Tae Hoon (Division of Psychology, Kyungnam University)
Publication Information
Journal of the Korea Convergence Society / v.12, no.11, 2021 , pp. 1-18 More about this Journal
Abstract
While content word-based frequency analysis has obvious limitations to intentional deception or irony, KLIWC has evolved into functional word analysis and KrKwic has evolved as a way to visualize co-occurrence frequencies. However, after more than 10 years of development, several issues still need improvement. Therefore, we tried to develop a new psychological language analysis program by analyzing KLIWC and KrKwic. First, the two programs were analyzed. In particular, the morpheme classification of KLIWC and the Korean morpheme analyzer was compared to enhance the functional word analysis function, and the psychological dictionary were analyzed to strengthen the psychological analysis. As a result of the analysis, the Hannanum part-of-speech analyzer was the most subdivided, but KLIWC for personal pronouns and KKMA for endings and endings were more subdivided, suggesting the integrated use of multiple part-of-speech analyzers to strengthen functional word analysis. Second, the research trends of studies that analyzed texts with these programs were analyzed. As a result of the analysis, the two programs were used in various academic fields, including the field of Interdisciplinary Studies. In particular, KrKwic was used a lot for the analysis of papers and reports, and KLIWC was used a lot for the comparative study of the writer's thoughts, emotions, and personality. Based on these results, the necessity and direction of development of a new psychological language analysis program were suggested.
Keywords
Korean language analysis program; Psychological Dictionary; Functional words; KLWC; KrKiwc;
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1 N. Chomsky. (1965). Aspects of the theory of syntax, Cambridge, MA: MIT Press.
2 M. Barlow & S. Kemmer. (2000). Usage-based models of language, Stanford, CA: Center for the Study of Language and Information.
3 M. Carreiras, B. C. Armstrong, M. Perea, & R. Frost. (2014). The what, when, where, and how of visual word recognition. Trends in cognitive sciences, 18(2), 90-98.   DOI
4 J. Bybee. (2006). From usage to grammar: The mind's response to repetition. Language, 82(4), 711-733.   DOI
5 K. K. Harnishfeger, The development of cognitive inhibition: Theories, definitions, and research evidence, Interference and inhibition in cognition, (pp.175-204). Academic Press. 1995.
6 C. T. Lim & K. Lee. (2020). Semantic Network Analysis on the Research Tendence of ""Die Verwandlung"" by Franz Kafka in Korea II. Cultural Exchange and Multicultural Education, 9(4), 375-392.
7 J. W. Pennebaker & L. A. King. (1999). Linguistic styles: language use as an individual difference. Journal of personality and social psychology, 77(6), 1296-1312.   DOI
8 M.-J. Kim & H.-C. Kwon. (1992). An Automatic Indexing Method Using the Characteristics of Korean. Proceedings of Korean Institute of Information Scientists and Engineers, (pp. 1005-1008). Seoul: Korean Institute of Information Scientists and Engineers.
9 Y. J. Chung, J. H. Park, A. S. Yoon, & H. C. Kwon. (2000). An Improved Korean Morphological Analyzer. Artificial Intelligence and Soft Computing, July 24-26, 2000, (pp. 466-471). Banff, Alberta, Canada: IASTED/ACTA Press 2000.
10 Y. J. Hwang & J. Choi. (2016). A closer look at the 21st century Sejong Corpus. Saegugeosaenghwal, 26(2), 73-86.
11 J. W. Pennebaker, M. R. Mehl, & K. G. Niederhoffer. (2003). Psychological aspects of natural language use: Our words, our selves. Annual review of psychology, 54(1), 547-577.   DOI
12 Y.-I. Kim, Y. Kim, & K. Kim. (2016). Detecting a deceptive attitude in non-pressure situations using K-LIWC. The Korean Society for Cognitive Science, 27(2), 247-273.   DOI
13 Y.-I. Kim, Y. Kim, Y. Kim, & K. Kim. (2019). The Characteristics of Malicious Comments: Comparisons of the Internet News Comments in Korean and English. Journal of The Korea Contents Association, 19(1), 548-558.   DOI
14 E. Park & S. Cho. (2014). KoNLPy: Korean natural language processing in Python. Annual Conference on Human and Language Technology, (pp. 133-136). Seoul: Human and Language Technology.
15 S.-H. Na, C.-H. Kim, & Y.-K. Kim. (2014). Lattice-based Discriminative Approach for Korean Morphological Analysis. Journal of KISS : Software and Applications, 41(7), 523-532.
16 J.-C. Shin & C.-Y. Ock. (2012). A Stage Transition Model for Korean Part-of-Speech and Homograph Tagging. Journal of KISS : Software and Applications, 39(11), 889-901.
17 K. Shim. (2014). Syllable-based Probabilistic Models for Korean Morphological Analysis. Journal of KIISE, 41(9), 642-651.   DOI
18 J. A. Updegraff, S. L. Gable, & S. E. Taylor. (2004). What Makes Experiences Satisfying? The Interaction of Approach-Avoidance Motivations and Emotions in Well-Being. Journal of Personality and Social Psychology, 86(3), 496-504.   DOI
19 Y. Hong, Y. Nam, & Y. Lee. (2016). Developing Korean Affect Word List and Its Application. Korean Journal of Cognitive Science, 27(3), 377-406.   DOI
20 S. J. Jeong. (2012). A Cognitive Analysis of the Meaning Extension of Sensual Nouns in Korean. Hanminjok Emunhak, 60, 271-290.
21 Y. Kim & K. Kim. (2019). Language style of the President of the Republic of Korea: linguistic and psychological properties in Presidents' Address. The Korean Society for Cognitive Science, 30(3), 105-132.   DOI
22 R. B. Slatcher, C. K. Chung, J. W. Pennebaker, & L. D. Stone. (2007). Winning words: Individual differences in linguistic style among US presidential and vice presidential candidates. Journal of Research in Personality, 41(1), 63-75.   DOI
23 M. L. Newman, J. W. Pennebaker, D. S. Berry, & J. M. Richards. (2003). Lying words: Predicting deception from linguistic styles. Personality and social psychology bulletin, 29(5), 665-675.   DOI
24 Y. R. Tausczik & J. W. Pennebaker. (2010). The psychological meaning of words: LIWC and computerized text analysis methods. Journal of language and social psychology, 29(1), 24-54.   DOI
25 S. J. Jeong. (2005). The Aspects of the Meaning Extension of the Taste-terms. Korean Semantics 18, 149-174.
26 K. Kim, J. Bae, & C. H. Lee. (2009). Gender Differences in Language Use: An Analysis by KLIWC. Journal of the Korean Data Analysis Society, 11(3), 1307-1318.
27 M. L. Newman, C. J. Groom, L. D. Handelman, & J .W. Pennebaker. (2008). Gender differences in language use: An analysis of 14,000 text samples. Discourse Processes, 45(3), 211-236.   DOI
28 H. W. Park & L. Leydesdorff. (2004). Understanding the KrKwic: A computer program for the analysis of Korean text. Journal of the Korean Data Analysis Society, 6(5), 1377-1387.
29 C. M. MacLeod. (2007). The concept of inhibition in cognition. In D. S. Gorfein & C. M. MacLeod (Eds.), Inhibition in cognition, (p.3-23). American Psychological Association.
30 H. J. Song. (2003). A Study on the Meaning Extension of Color Adjectives in Korean. The Journal of Linguistics Science, 24, 131-148.
31 Y. Nho. (2010). Verbes olfactifs du francais : du phenomene physiologique au phenomene linguistique. Etudes de la Culture Francaise et de Arts en France, 34, 27-59.   DOI
32 S. Cheon. (1980). Correlation system of temperature vocabulary. The Journal of Korean Language and Literature Education, 12, 1-14.
33 J. -H. Kim. (2001). A Cognitive Linguistic Approach on Synaesthetic Expressions in Korean. Discourse and Cognition 8(2), 23-46.
34 M. H. Kim. (2005). The Development of Korean Interrogatives as Discourse Markers. Discourse and Cognition 12(2), 41-63.
35 K. H. Suh. (2002). An Interactional Account of the Korean Demonstrative ku in Conversation. Language and Linguistics, 29, 137-158.
36 C. Kim. (2002). A Study on the Meaning of Words Related to Temperature. The Korean Language and Literature, 78, 21-45.
37 I. Kim. (1987). Research for Color Terms of Current Korean Language. Master dissertation. The Graudate School of Ewha Womans University. Seoul.
38 E. Lee. (2019). A Study on the Presentation Status and Improvement Plan of Taste Expression Vocabulary in Korean Textbooks. Studies of Korean & Chinese Humanities, 64, 111-133.   DOI
39 S. J. Jeong. (2003). A Cognitive Interpretation of the Meaning of the Korean Sweet Taste Expressions. The Journal of Linguistics Science, 24, 303-320.
40 I. -S. Chung. (1997). Synaesthetic Transfer of Korean Adjectives. Studies in Modern Grammar, 11, 163-180.
41 H. Lee. (1999). The Pragmatics of the Discourse Particle mwe in Korean. Discourse and Cognition 6(1), 137-157.
42 H. Lee. (1997). The pragmatics of the discourse particle woay in Korean. Discourse and Cognition 4(1), 1-20.
43 H. Lee. (1996). The pragmatics of the discourse particle kuray in Korean. Discourse and Cognition 3, 1-26.
44 H. Kim, Y. Jang, H. Park, & S. Ryu. (2011). A Study on Tourists' Urban City Image : Focused on ChunCheon Case. Review of Culture and Economy, 14(1), 95-122.
45 E. Mergenthaler. (1996). Emotion-abstraction patterns in verbatim protocols: A new way of describing psychotherapeutic processes. Journal of consulting and clinical psychology, 64(6), 1306-1315.   DOI
46 J. M. Lee. (1998). Problems II of Cognitive Psychology: Language and Cognition, Seoul: Hakjisa.
47 S. Park, K. Do, H. Kim, G. Park, J. Yun, & K. Kim. (2018). An Exploratory Study of Happiness and Unhappiness Among Koreans based on Text Mining Techniques. The Journal of the Korea Contents Association, 18(7), 10-27   DOI
48 R. Jackendoff. (2002). Foundations of language: Brain, meaning, grammar, evolution, Oxford: Oxford University Press, 2002
49 C. Beckner & J. Bybee. (2009). A Usage-Based Account of Constituency and Reanalysis. Language Learning, 9, 27-46.   DOI
50 W. D. Marslen-Wilson & A. Welsh. (1978). Processing interactions and lexical access during word recognition in continuous speech. Cognitive psychology, 10(1), 29-63.   DOI
51 P. J. Stone, D. C. Dunphy, & M. S. Smith. (1966). The General Inquirer: A Computer Approach to Content Analysis, Cambridge: MIT Press.
52 H. K. Shin. (2000). The Effect of Negative Affectivity, Alexithymia, Somato-sensory Amplification, and Somatic Attribution on Somatization: Test of a Linear Mediation Model. Korean Journal of Clinical Psychology, 19(1), 17-32.
53 J. W. Pennebaker, M. E. Francis, & R. J. Booth. (2001). Linguistic inquiry and word count: LIWC 2001, Mahway: Lawrence Erlbaum Associates.
54 Y. Choi. (2015). A Study on the Research Trends of Archival Studies in Korea: : Focused on Research Papers between 2004 and 2013. The Korean Journal of Archival Studies, 43, 147-177.
55 M. J. Cheong, J. Kim, & S. I. Kim. (2018). A Study on the Emotional Search and Psychological Schema of Teenagers Enjoying the Songs of BTS and the U.N. Speech Text - Recovery of Self-Esteem -. Culture and Convergence, 40(8), 555-578.
56 M. Chang, Y. Heo, & H. -S. Lim. (2019). 'Moving to Jeju': An Exploratory Keyword Analysis Using Social Big Data. Journal of Tourism & Industry Research, 39(1), 15-26.
57 M. Kim, S. Ahn, J. Lee, D. Ahn. & Y. Lee. (2006). Characteristics of Medical Students' Learning Styles and Their Relationships to GPA, Korean Jouranl of Medical Education, 18(2), 133-140.   DOI
58 J. W. Pennebaker & M. E. Francis. (1996). Cognitive, emotional, and language processes in disclosure. Cognition and Emotion, 10(6), 601-626.   DOI
59 Y. Kim, Y.-I. Kim, & K. Kim. (2013). Differences of Linguistic and Psychological Dimensions between Internet Malicious and Normal Comments. Journal of the Korean Data Analysis Society, 15(6), 3191-3201.
60 C. H. Lee, J. -M. Sim, A. Yoon. (2005). The Review about the Development of Korean Linguistic Inquiry and Word Count. The Korean Society for Cognitive Science, 16(2), 93-121.
61 C. Yoon & T. Kim. (2015). A Study on the Discourse Markers Used in the Listening Texts of TOPIK. The Journal of Linguistics Science 75, 231-250.
62 E. T. Higgins. (1997). Beyond pleasure and pain. American psychologist, 52(12), 1280-1300.   DOI
63 M. Han, S. Park, H. Lee, J. Yeon, & S. Lee. (2015). Natural language processing on Korean language : A survey. Proceedings of Korean Institute of Information Scientists and Engineers, (pp. 681-683). Seoul: Korean Institute of Information Scientists and Engineers.
64 K. Shim. (2013). Morpheme Restoration for Syllable-based Korean POS Tagging. Journal of KISS : Software and Applications, 40(3), 182-189.
65 S. Rude, E. M. Gortner, & J. W. Pennebaker. (2004). Language use of depressed and depression-vulnerable college students. Cognition and Emotion, 18(8), 1121-1133.   DOI