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2018 | OriginalPaper | Chapter

Reading the Author and Speaker: Towards a Holistic and Deep Approach on Automatic Assessment of What is in One’s Words

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Abstract

Computational text analysis is continuously becoming richer in ways the author of a text is ‘read’ in terms of the states and traits of the person behind the words such as writer’s age, gender, personality, emotion or sentiment to name but a few. Similarly, in the analysis of spoken language, one finds a broadening palette of such characteristics of speakers automatically analysed in recent Computational Paralinguistics research. It seems wise to assess these characteristics in one pass to understand their interrelationship rather than going one by one in isolation. As an example, it may help to estimate one’s personality knowing the age, gender, and cultural background of the person. Thus, a holistic approach is advocated that aims at automatically assessing the ‘larger’ picture of a person that wrote or spoke words of analysis. Here, a short motivation and inspirations ‘en route’ to holistic author and word-based speaker profiling are given.

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Footnotes
1
More information can be accessed from http://​www.​compare.​openaudio.​eu.
 
Literature
1.
go back to reference Abbott, R., Walker, M., Anand, P., Fox Tree, J.E., Bowmani, R., King, J.: How can you say such things? recognizing disagreement in informal political argument. In: Proceedings Workshop on Languages in Social Media, pp. 2–11. ACL, Portland, Oregon (2011) Abbott, R., Walker, M., Anand, P., Fox Tree, J.E., Bowmani, R., King, J.: How can you say such things? recognizing disagreement in informal political argument. In: Proceedings Workshop on Languages in Social Media, pp. 2–11. ACL, Portland, Oregon (2011)
2.
go back to reference Balota, D.A., Burgess, G.C., Cortese, M.J., Adams, D.R.: The word-frequency mirror effect in young, old, and early-stage alzheimer’s disease: evidence for two processes in episodic recognition performance. J. Mem. Lang. 46(1), 199–226 (2002)CrossRef Balota, D.A., Burgess, G.C., Cortese, M.J., Adams, D.R.: The word-frequency mirror effect in young, old, and early-stage alzheimer’s disease: evidence for two processes in episodic recognition performance. J. Mem. Lang. 46(1), 199–226 (2002)CrossRef
3.
go back to reference Balota, D.A., Duchek, J.M.: Semantic priming effects, lexical repetition effects, and contextual disambiguation effects in healthy aged individuals and individuals with senile dementia of the alzheimer type. Brain Lang. 40(2), 181–201 (1991)CrossRef Balota, D.A., Duchek, J.M.: Semantic priming effects, lexical repetition effects, and contextual disambiguation effects in healthy aged individuals and individuals with senile dementia of the alzheimer type. Brain Lang. 40(2), 181–201 (1991)CrossRef
4.
go back to reference Beňuš, Š.: Social aspects of entrainment in spoken interaction. Cogn. Comput. 6(4), 802–813 (2014)CrossRef Beňuš, Š.: Social aspects of entrainment in spoken interaction. Cogn. Comput. 6(4), 802–813 (2014)CrossRef
5.
go back to reference Biel, J.I., Tsiminaki, V., Dines, J., Gatica-Perez, D.: Hi youtube!: personality impressions and verbal content in social video. In: Proceedings ICMI, pp. 119–126. ACM, Sydney, Australia (2013) Biel, J.I., Tsiminaki, V., Dines, J., Gatica-Perez, D.: Hi youtube!: personality impressions and verbal content in social video. In: Proceedings ICMI, pp. 119–126. ACM, Sydney, Australia (2013)
6.
go back to reference Cambria, E., Schuller, B., Xia, Y., Havasi, C.: New avenues in opinion mining and sentiment analysis. IEEE Intell. Syst. Mag. 28(2), 15–21 (2013)CrossRef Cambria, E., Schuller, B., Xia, Y., Havasi, C.: New avenues in opinion mining and sentiment analysis. IEEE Intell. Syst. Mag. 28(2), 15–21 (2013)CrossRef
7.
go back to reference Celiktutan, O., Eyben, F., Sariyanidi, E., Gunes, H., Schuller, B.: MAPTRAITS 2014: the first audio/visual mapping personality traits challenge. In: Proceedings Personality Mapping Challenge & Workshop (MAPTRAITS), Satellite of ICMI, pp. 3–9. ACM, Istanbul, Turkey (2014) Celiktutan, O., Eyben, F., Sariyanidi, E., Gunes, H., Schuller, B.: MAPTRAITS 2014: the first audio/visual mapping personality traits challenge. In: Proceedings Personality Mapping Challenge & Workshop (MAPTRAITS), Satellite of ICMI, pp. 3–9. ACM, Istanbul, Turkey (2014)
8.
go back to reference Chakravarthula, S.N., Xiao, B., Imel, Z.E., Atkins, D.C., Georgiou, P.G.: Assessing empathy using static and dynamic behavior models based on therapist’s language in addiction counseling. In: Proceedings Interspeech, pp. 668–672. ISCA, Dresden, Germany (2015) Chakravarthula, S.N., Xiao, B., Imel, Z.E., Atkins, D.C., Georgiou, P.G.: Assessing empathy using static and dynamic behavior models based on therapist’s language in addiction counseling. In: Proceedings Interspeech, pp. 668–672. ISCA, Dresden, Germany (2015)
9.
go back to reference Chaski, C.E.: Empirical evaluations of language-based author identification techniques. Forensic Linguist. 8, 1–65 (2001) Chaski, C.E.: Empirical evaluations of language-based author identification techniques. Forensic Linguist. 8, 1–65 (2001)
10.
go back to reference Coppersmith, G., Dredze, M., Harman, C., Hollingshead, K.: From adhd to sad: analyzing the language of mental health on twitter through self-reported diagnoses. In: Proceedings CLPsych at NAACL HLT, p. 1. ACL, Denver, Colorado (2015) Coppersmith, G., Dredze, M., Harman, C., Hollingshead, K.: From adhd to sad: analyzing the language of mental health on twitter through self-reported diagnoses. In: Proceedings CLPsych at NAACL HLT, p. 1. ACL, Denver, Colorado (2015)
11.
go back to reference Davidov, D., Tsur, O., Rappoport, A.: Semi-supervised recognition of sarcastic sentences in twitter and amazon. In: Proceedings 14th Conference on Computational Natural Language Learning, pp. 107–116. ACL, Uppsala, Sweden (2010) Davidov, D., Tsur, O., Rappoport, A.: Semi-supervised recognition of sarcastic sentences in twitter and amazon. In: Proceedings 14th Conference on Computational Natural Language Learning, pp. 107–116. ACL, Uppsala, Sweden (2010)
12.
go back to reference De Vel, O., Anderson, A., Corney, M., Mohay, G.: Mining e-mail content for author identification forensics. ACM SIGMOD Rec. 30(4), 55–64 (2001)CrossRef De Vel, O., Anderson, A., Corney, M., Mohay, G.: Mining e-mail content for author identification forensics. ACM SIGMOD Rec. 30(4), 55–64 (2001)CrossRef
13.
go back to reference Deng, J., Xu, X., Zhang, Z., Frühholz, S., Schuller, B.: Universum autoencoder-based domain adaptation for speech emotion recognition. IEEE Signal Process. Lett. 24, 5 (2017)CrossRef Deng, J., Xu, X., Zhang, Z., Frühholz, S., Schuller, B.: Universum autoencoder-based domain adaptation for speech emotion recognition. IEEE Signal Process. Lett. 24, 5 (2017)CrossRef
14.
go back to reference Desmet, B., Pauwels, K., Hoste, V.: Online suicide risk detection using automatic text classification. In: Proceedings International Summit on Suicide Research. IASR/AFSP, New York City, 1 p. (2015) Desmet, B., Pauwels, K., Hoste, V.: Online suicide risk detection using automatic text classification. In: Proceedings International Summit on Suicide Research. IASR/AFSP, New York City, 1 p. (2015)
15.
go back to reference Dhall, A., Goecke, R., Joshi, J., Wagner, M., Gedeon, T.: Emotion recognition in the wild challenge 2013. In: Proceedings ICMI, pp. 509–516. ACM, Sydney, Australia (2013) Dhall, A., Goecke, R., Joshi, J., Wagner, M., Gedeon, T.: Emotion recognition in the wild challenge 2013. In: Proceedings ICMI, pp. 509–516. ACM, Sydney, Australia (2013)
16.
go back to reference González-Ibánez, R., Muresan, S., Wacholder, N.: Identifying sarcasm in twitter: a closer look. In: Proceedings ACL, vol. 2, pp. 581–586. ACL, Portland, Oregon (2011) González-Ibánez, R., Muresan, S., Wacholder, N.: Identifying sarcasm in twitter: a closer look. In: Proceedings ACL, vol. 2, pp. 581–586. ACL, Portland, Oregon (2011)
17.
go back to reference Holtgraves, T., Fogle, K., Marsh, L.: Pragmatic language production deficits in Parkinson’s disease. In: Advances in Parkinson’s Disease, vol. 2, pp. 31–36 (2013)CrossRef Holtgraves, T., Fogle, K., Marsh, L.: Pragmatic language production deficits in Parkinson’s disease. In: Advances in Parkinson’s Disease, vol. 2, pp. 31–36 (2013)CrossRef
18.
go back to reference Jarrold, W.L., Peintner, B., Yeh, E., Krasnow, R., Javitz, H.S., Swan, G.E.: Language analytics for assessing brain health: cognitive impairment, depression and pre-symptomatic alzheimer’s disease. In: Yao, Y., Sun, R., Poggio, T., Liu, J., Zhong, N., Huang, J. (eds.) BI 2010. LNCS (LNAI), vol. 6334, pp. 299–307. Springer, Heidelberg (2010). https://doi.org/10.1007/978-3-642-15314-3_28CrossRef Jarrold, W.L., Peintner, B., Yeh, E., Krasnow, R., Javitz, H.S., Swan, G.E.: Language analytics for assessing brain health: cognitive impairment, depression and pre-symptomatic alzheimer’s disease. In: Yao, Y., Sun, R., Poggio, T., Liu, J., Zhong, N., Huang, J. (eds.) BI 2010. LNCS (LNAI), vol. 6334, pp. 299–307. Springer, Heidelberg (2010). https://​doi.​org/​10.​1007/​978-3-642-15314-3_​28CrossRef
19.
go back to reference Justo, R., Corcoran, T., Lukin, S.M., Walker, M., Torres, M.I.: Extracting relevant knowledge for the detection of sarcasm and nastiness in the social web. Knowl. Based Syst. 69, 124–133 (2014)CrossRef Justo, R., Corcoran, T., Lukin, S.M., Walker, M., Torres, M.I.: Extracting relevant knowledge for the detection of sarcasm and nastiness in the social web. Knowl. Based Syst. 69, 124–133 (2014)CrossRef
21.
go back to reference Lin, J.: Automatic author profiling of online chat logs. Ph.D. thesis, Naval Postgraduate School, Monterey, California (2007) Lin, J.: Automatic author profiling of online chat logs. Ph.D. thesis, Naval Postgraduate School, Monterey, California (2007)
22.
go back to reference Mairesse, F., Walker, M.A., Mehl, M.R., Moore, R.K.: Using linguistic cues for the automatic recognition of personality in conversation and text. J. Artif. Intell. Res. 30, 457–500 (2007)CrossRef Mairesse, F., Walker, M.A., Mehl, M.R., Moore, R.K.: Using linguistic cues for the automatic recognition of personality in conversation and text. J. Artif. Intell. Res. 30, 457–500 (2007)CrossRef
23.
go back to reference Mihalcea, R., Strapparava, C.: Making computers laugh: investigations in automatic humor recognition. In: Proceedings Conference on Human Language Technology and Empirical Methods in Natural Language Processing, pp. 531–538. ACL, Vancouver, Canada (2005) Mihalcea, R., Strapparava, C.: Making computers laugh: investigations in automatic humor recognition. In: Proceedings Conference on Human Language Technology and Empirical Methods in Natural Language Processing, pp. 531–538. ACL, Vancouver, Canada (2005)
24.
go back to reference Mihalcea, R., Strapparava, C.: The lie detector: explorations in the automatic recognition of deceptive language. In: Proceedings ACL-IJCNLP Conference Short Papers, pp. 309–312. ACL, Singapore (2009) Mihalcea, R., Strapparava, C.: The lie detector: explorations in the automatic recognition of deceptive language. In: Proceedings ACL-IJCNLP Conference Short Papers, pp. 309–312. ACL, Singapore (2009)
25.
go back to reference Neuman, Y., Cohen, Y., Assaf, D., Kedma, G.: Proactive screening for depression through metaphorical and automatic text analysis. Artif. Intell. Med. 56(1), 19–25 (2012)CrossRef Neuman, Y., Cohen, Y., Assaf, D., Kedma, G.: Proactive screening for depression through metaphorical and automatic text analysis. Artif. Intell. Med. 56(1), 19–25 (2012)CrossRef
26.
go back to reference Patra, B.G., Banerjee, S., Das, D., Saikh, T., Bandyopadhyay, S.: Automatic author profiling based on linguistic and stylistic features. Notebook for PAN at CLEF 1179 (2013) Patra, B.G., Banerjee, S., Das, D., Saikh, T., Bandyopadhyay, S.: Automatic author profiling based on linguistic and stylistic features. Notebook for PAN at CLEF 1179 (2013)
27.
go back to reference Pokorny, F.B., Marschik, P.B., Einspieler, C., Schuller, B.W.: Does she speak RTT? Towards an earlier identification of RETT syndrome through intelligent pre-linguistic vocalisation analysis. In: Proceedings Interspeech, pp. 1953–1957 (2016) Pokorny, F.B., Marschik, P.B., Einspieler, C., Schuller, B.W.: Does she speak RTT? Towards an earlier identification of RETT syndrome through intelligent pre-linguistic vocalisation analysis. In: Proceedings Interspeech, pp. 1953–1957 (2016)
29.
go back to reference Ranganath, R., Jurafsky, D., McFarland, D.: It’s not you, it’s me: detecting flirting and its misperception in speed-dates. In: Proceedings Conference on Empirical Methods in Natural Language Processing, vol. 1, pp. 334–342. ACL, Singapore (2009) Ranganath, R., Jurafsky, D., McFarland, D.: It’s not you, it’s me: detecting flirting and its misperception in speed-dates. In: Proceedings Conference on Empirical Methods in Natural Language Processing, vol. 1, pp. 334–342. ACL, Singapore (2009)
30.
go back to reference Ranganath, R., Jurafsky, D., McFarland, D.A.: Detecting friendly, flirtatious, awkward, and assertive speech in speed-dates. Comput. Speech Lang. 27(1), 89–115 (2013)CrossRef Ranganath, R., Jurafsky, D., McFarland, D.A.: Detecting friendly, flirtatious, awkward, and assertive speech in speed-dates. Comput. Speech Lang. 27(1), 89–115 (2013)CrossRef
31.
go back to reference Rangel, F., Rosso, P.: Use of language and author profiling: identification of gender and age. In: Natural Language Processing and Cognitive Science, vol. 177 (2013) Rangel, F., Rosso, P.: Use of language and author profiling: identification of gender and age. In: Natural Language Processing and Cognitive Science, vol. 177 (2013)
32.
go back to reference Rangel, F., Rosso, P.: On the impact of emotions on author profiling. Inf. Process. Manag. 52(1), 73–92 (2016)CrossRef Rangel, F., Rosso, P.: On the impact of emotions on author profiling. Inf. Process. Manag. 52(1), 73–92 (2016)CrossRef
33.
go back to reference Rangel, F., Rosso, P., Koppel, M.M., Stamatatos, E., Inches, G.: Overview of the author profiling task at pan 2013. In: Proceedings CLEF Conference on Multilingual and Multimodal Information Access Evaluation, pp. 352–365. CELCT, Amsterdam, The Netherlands (2013) Rangel, F., Rosso, P., Koppel, M.M., Stamatatos, E., Inches, G.: Overview of the author profiling task at pan 2013. In: Proceedings CLEF Conference on Multilingual and Multimodal Information Access Evaluation, pp. 352–365. CELCT, Amsterdam, The Netherlands (2013)
34.
go back to reference Rangel, F., Rosso, P., Potthast, M., Stein, B., Daelemans, W.: Overview of the 3rd author profiling task at pan 2015. In: Proceedings CLEF, 18 p. CLEF Association, Toulouse, France (2015) Rangel, F., Rosso, P., Potthast, M., Stein, B., Daelemans, W.: Overview of the 3rd author profiling task at pan 2015. In: Proceedings CLEF, 18 p. CLEF Association, Toulouse, France (2015)
36.
go back to reference Regneri, M., King, D.: Automatically evaluating atypical language in narratives by children with autistic spectrum disorder. In: Sharp, B., Delmonte, R. (eds.) Natural Language Processing and Cognitive Science: Proceedings 2014, pp. 173–186. Walter de Gruyter GmbH & Co KG, Berlin (2015) Regneri, M., King, D.: Automatically evaluating atypical language in narratives by children with autistic spectrum disorder. In: Sharp, B., Delmonte, R. (eds.) Natural Language Processing and Cognitive Science: Proceedings 2014, pp. 173–186. Walter de Gruyter GmbH & Co KG, Berlin (2015)
37.
go back to reference Reyes, A., Rosso, P., Buscaldi, D.: From humor recognition to irony detection: the figurative language of social media. Data Knowl. Eng. 74, 1–12 (2012)CrossRef Reyes, A., Rosso, P., Buscaldi, D.: From humor recognition to irony detection: the figurative language of social media. Data Knowl. Eng. 74, 1–12 (2012)CrossRef
38.
go back to reference Rude, S., Gortner, E.M., Pennebaker, J.: Language use of depressed and depression-vulnerable college students. Cogn. Emot. 18(8), 1121–1133 (2004)CrossRef Rude, S., Gortner, E.M., Pennebaker, J.: Language use of depressed and depression-vulnerable college students. Cogn. Emot. 18(8), 1121–1133 (2004)CrossRef
39.
go back to reference Schuller, B.: Recognizing affect from linguistic information in 3D continuous space. IEEE Trans. Affect. Comput. 2(4), 192–205 (2012)CrossRef Schuller, B.: Recognizing affect from linguistic information in 3D continuous space. IEEE Trans. Affect. Comput. 2(4), 192–205 (2012)CrossRef
40.
go back to reference Schuller, B.: The computational paralinguistics challenge. IEEE Signal Process. Mag. 29(4), 97–101 (2012)CrossRef Schuller, B.: The computational paralinguistics challenge. IEEE Signal Process. Mag. 29(4), 97–101 (2012)CrossRef
41.
go back to reference Schuller, B., Batliner, A.: Computational Paralinguistics: Emotion, Affect and Personality in Speech and Language Processing. Wiley, U.S. (2013)CrossRef Schuller, B., Batliner, A.: Computational Paralinguistics: Emotion, Affect and Personality in Speech and Language Processing. Wiley, U.S. (2013)CrossRef
42.
go back to reference Schuller, B., Batliner, A., Steidl, S., Seppi, D.: Recognising realistic emotions and affect in speech: state of the art and lessons learnt from the first challenge. Speech Commun. 53(9/10), 1062–1087 (2011)CrossRef Schuller, B., Batliner, A., Steidl, S., Seppi, D.: Recognising realistic emotions and affect in speech: state of the art and lessons learnt from the first challenge. Speech Commun. 53(9/10), 1062–1087 (2011)CrossRef
43.
go back to reference Schuller, B., Mousa, A.E.D., Vasileios, V.: Sentiment analysis and opinion mining: on optimal parameters and performances. WIREs Data Min. Knowl. Discov. 5, 255–263 (2015)CrossRef Schuller, B., Mousa, A.E.D., Vasileios, V.: Sentiment analysis and opinion mining: on optimal parameters and performances. WIREs Data Min. Knowl. Discov. 5, 255–263 (2015)CrossRef
44.
go back to reference Schuller, B., Müller, R., Hörnler, B., Höthker, A., Konosu, H., Rigoll, G.: Audiovisual recognition of spontaneous interest within conversations. In: Proceedings ICMI, pp. 30–37. ACM, Nagoya, Japan (2007) Schuller, B., Müller, R., Hörnler, B., Höthker, A., Konosu, H., Rigoll, G.: Audiovisual recognition of spontaneous interest within conversations. In: Proceedings ICMI, pp. 30–37. ACM, Nagoya, Japan (2007)
45.
go back to reference Schuller, B., Rigoll, G., Lang, M.: Speech emotion recognition combining acoustic features and linguistic information in a hybrid support vector machine-belief network architecture. In: Proceedings ICASSP, vol. 1, pp. 577–580. IEEE, Montreal, Canada (2004) Schuller, B., Rigoll, G., Lang, M.: Speech emotion recognition combining acoustic features and linguistic information in a hybrid support vector machine-belief network architecture. In: Proceedings ICASSP, vol. 1, pp. 577–580. IEEE, Montreal, Canada (2004)
46.
go back to reference Schuller, B., etal.: The INTERSPEECH 2017 computational paralinguistics challenge: addressee, cold & snoring. In: Proceedings Interspeech, 5 p. ISCA, Stockholm, Sweden (2017) Schuller, B., etal.: The INTERSPEECH 2017 computational paralinguistics challenge: addressee, cold & snoring. In: Proceedings Interspeech, 5 p. ISCA, Stockholm, Sweden (2017)
47.
go back to reference Schuller, B., et al.: Paralinguistics in speech and language—state-of-the-art and the challenge. Comput. Speech Lang. 27(1), 4–39 (2013)CrossRef Schuller, B., et al.: Paralinguistics in speech and language—state-of-the-art and the challenge. Comput. Speech Lang. 27(1), 4–39 (2013)CrossRef
48.
go back to reference Schuller, B., et al.: The INTERSPEECH 2014 computational paralinguistics challenge: cognitive & physical load. In: Proceedings Interspeech. ISCA, Singapore (2014) Schuller, B., et al.: The INTERSPEECH 2014 computational paralinguistics challenge: cognitive & physical load. In: Proceedings Interspeech. ISCA, Singapore (2014)
49.
go back to reference Schuller, B., et al.: The INTERSPEECH 2015 computational paralinguistics challenge: degree of nativeness, parkinson’s & eating condition. In: Proceedings Interspeech, pp. 478–482. ISCA, Dresden, Germany (2015) Schuller, B., et al.: The INTERSPEECH 2015 computational paralinguistics challenge: degree of nativeness, parkinson’s & eating condition. In: Proceedings Interspeech, pp. 478–482. ISCA, Dresden, Germany (2015)
50.
go back to reference Schuller, B., et al.: The INTERSPEECH 2016 computational paralinguistics challenge: deception, sincerity & native language. In: Proceedings Interspeech, pp. 2001–2005. ISCA, San Francisco, California (2016) Schuller, B., et al.: The INTERSPEECH 2016 computational paralinguistics challenge: deception, sincerity & native language. In: Proceedings Interspeech, pp. 2001–2005. ISCA, San Francisco, California (2016)
51.
go back to reference Schuller, B., et al.: A survey on perceived speaker traits: personality, likability, pathology, and the first challenge. Comput. Speech Lang. 29(1), 100–131 (2015)CrossRef Schuller, B., et al.: A survey on perceived speaker traits: personality, likability, pathology, and the first challenge. Comput. Speech Lang. 29(1), 100–131 (2015)CrossRef
52.
go back to reference Schuller, B., et al.: Medium-term speaker states—a review on intoxication, sleepiness and the first challenge. Comput. Speech Lang. 28(2), 346–374 (2014)CrossRef Schuller, B., et al.: Medium-term speaker states—a review on intoxication, sleepiness and the first challenge. Comput. Speech Lang. 28(2), 346–374 (2014)CrossRef
53.
go back to reference Schuller, B., et al.: The INTERSPEECH 2013 computational paralinguistics challenge: social signals, conflict, emotion, autism. In: Proceedings Interspeech, pp. 148–152. ISCA, Lyon, France (2013) Schuller, B., et al.: The INTERSPEECH 2013 computational paralinguistics challenge: social signals, conflict, emotion, autism. In: Proceedings Interspeech, pp. 148–152. ISCA, Lyon, France (2013)
54.
go back to reference Schuller, B., Zhang, Y., Eyben, F., Weninger, F.: Intelligent systems’ holistic evolving analysis of real-life universal speaker characteristics. In: Proceedings 5th International Workshop on Emotion Social Signals. Sentiment & Linked Open Data (ES\(^3\)LOD 2014), Satellite of LREC, pp. 14–20. ELRA, Reykjavik, Iceland (2014) Schuller, B., Zhang, Y., Eyben, F., Weninger, F.: Intelligent systems’ holistic evolving analysis of real-life universal speaker characteristics. In: Proceedings 5th International Workshop on Emotion Social Signals. Sentiment & Linked Open Data (ES\(^3\)LOD 2014), Satellite of LREC, pp. 14–20. ELRA, Reykjavik, Iceland (2014)
55.
go back to reference Schwartz, H.A., et al.: Personality, gender, and age in the language of social media: the open-vocabulary approach. PloS ONE 8(9), e73791 (2013)CrossRef Schwartz, H.A., et al.: Personality, gender, and age in the language of social media: the open-vocabulary approach. PloS ONE 8(9), e73791 (2013)CrossRef
56.
go back to reference Smith, J.M.: Breastfeeding and language outcomes: a review of the literature. J. Commun. Disord. 57, 29–40 (2015)CrossRef Smith, J.M.: Breastfeeding and language outcomes: a review of the literature. J. Commun. Disord. 57, 29–40 (2015)CrossRef
57.
go back to reference Spertus, E.: Smokey: automatic recognition of hostile messages. In: Proceedings AAAI/IAAI, pp. 1058–1065. AAAI Press, Providence, Rhode Island (1997) Spertus, E.: Smokey: automatic recognition of hostile messages. In: Proceedings AAAI/IAAI, pp. 1058–1065. AAAI Press, Providence, Rhode Island (1997)
58.
go back to reference Squires, G.D., Chadwick, J.: Linguistic profiling a continuing tradition of discrimination in the home insurance industry? Urban Aff. Rev. 41(3), 400–415 (2006)CrossRef Squires, G.D., Chadwick, J.: Linguistic profiling a continuing tradition of discrimination in the home insurance industry? Urban Aff. Rev. 41(3), 400–415 (2006)CrossRef
59.
go back to reference Strapparava, C., Mihalcea, R.: Semeval-2007 task 14: affective text. In: Proceedings 4th International Workshop on Semantic Evaluations, pp. 70–74. ACL, Prague, Czech Republic (2007) Strapparava, C., Mihalcea, R.: Semeval-2007 task 14: affective text. In: Proceedings 4th International Workshop on Semantic Evaluations, pp. 70–74. ACL, Prague, Czech Republic (2007)
60.
go back to reference Strapparava, C., Mihalcea, R.: Learning to identify emotions in text. In: Proceedings ACM Symposium on Applied Computing, pp. 1556–1560. ACM, Fortaleza, Brazil (2008) Strapparava, C., Mihalcea, R.: Learning to identify emotions in text. In: Proceedings ACM Symposium on Applied Computing, pp. 1556–1560. ACM, Fortaleza, Brazil (2008)
61.
go back to reference Strapparava, C., Mihalcea, R.: A Computational Analysis of the Language of Drug Addiction, vol. 2, pp. 136–142 (2017) Strapparava, C., Mihalcea, R.: A Computational Analysis of the Language of Drug Addiction, vol. 2, pp. 136–142 (2017)
62.
go back to reference Valstar, M., Gratch, J., Schuller, B., Ringeval, F., Cowie, R., Pantic, M.: Summary for AVEC 2016: depression, mood, and emotion recognition workshop and challenge. In: Proceedings ACM International Conference on Multimedia, pp. 1483–1484. ACM, Amsterdam, The Netherlands (2016) Valstar, M., Gratch, J., Schuller, B., Ringeval, F., Cowie, R., Pantic, M.: Summary for AVEC 2016: depression, mood, and emotion recognition workshop and challenge. In: Proceedings ACM International Conference on Multimedia, pp. 1483–1484. ACM, Amsterdam, The Netherlands (2016)
63.
go back to reference Van Halteren, H.: Linguistic profiling for author recognition and verification. In: Proceedings ACL, p. 199. ACL, Barcelona, Spain (2004) Van Halteren, H.: Linguistic profiling for author recognition and verification. In: Proceedings ACL, p. 199. ACL, Barcelona, Spain (2004)
64.
go back to reference Vijayaraghavan, P., Vosoughi, S., Roy, D.: Automatic detection and categorization of election-related tweets. In: Proceedings 10th International AAAI Conference on Web and Social Media. AAAI, Cologne, Germany (2016) Vijayaraghavan, P., Vosoughi, S., Roy, D.: Automatic detection and categorization of election-related tweets. In: Proceedings 10th International AAAI Conference on Web and Social Media. AAAI, Cologne, Germany (2016)
65.
go back to reference Wang, W.Y., Biadsy, F., Rosenberg, A., Hirschberg, J.: Automatic detection of speaker state: lexical, prosodic, and phonetic approaches to level-of-interest and intoxication classification. Comput. Speech Lang. 27(1), 168–189 (2013)CrossRef Wang, W.Y., Biadsy, F., Rosenberg, A., Hirschberg, J.: Automatic detection of speaker state: lexical, prosodic, and phonetic approaches to level-of-interest and intoxication classification. Comput. Speech Lang. 27(1), 168–189 (2013)CrossRef
66.
go back to reference Weninger, F., Wöllmer, M., Schuller, B.: Automatic assessment of singer traits in popular music: gender, age, height and race. In: Proceedings ISMIR, pp. 37–42. ISMIR, Miami, FL, USA (2011) Weninger, F., Wöllmer, M., Schuller, B.: Automatic assessment of singer traits in popular music: gender, age, height and race. In: Proceedings ISMIR, pp. 37–42. ISMIR, Miami, FL, USA (2011)
67.
go back to reference Xu, D., Gilkerson, J., Richards, J., Yapanel, U., Gray, S.: Child vocalization composition as discriminant information for automatic autism detection. In: Proceedings EMBC, pp. 2518–2522. IEEE, Minneapolis (2009) Xu, D., Gilkerson, J., Richards, J., Yapanel, U., Gray, S.: Child vocalization composition as discriminant information for automatic autism detection. In: Proceedings EMBC, pp. 2518–2522. IEEE, Minneapolis (2009)
68.
go back to reference Xu, D., Richards, J.A., Gilkerson, J., Yapanel, U., Gray, S., Hansen, J.: Automatic childhood autism detection by vocalization decomposition with phone-like units. In: Proceedings 2nd Workshop on Child, Computer and Interaction, Satellite of ICMI-MLMI, p. 5. ACM, Cambridge, MA, USA (2009) Xu, D., Richards, J.A., Gilkerson, J., Yapanel, U., Gray, S., Hansen, J.: Automatic childhood autism detection by vocalization decomposition with phone-like units. In: Proceedings 2nd Workshop on Child, Computer and Interaction, Satellite of ICMI-MLMI, p. 5. ACM, Cambridge, MA, USA (2009)
69.
go back to reference Zhang, Y., Zhou, Y., Shen, J., Schuller, B.: Semi-autonomous data enrichment based on cross-task labelling of missing targets for holistic speech analysis. In: Proceedings ICASSP, pp. 6090–6094. IEEE, Shanghai, P.R. China (2016) Zhang, Y., Zhou, Y., Shen, J., Schuller, B.: Semi-autonomous data enrichment based on cross-task labelling of missing targets for holistic speech analysis. In: Proceedings ICASSP, pp. 6090–6094. IEEE, Shanghai, P.R. China (2016)
Metadata
Title
Reading the Author and Speaker: Towards a Holistic and Deep Approach on Automatic Assessment of What is in One’s Words
Author
Björn W. Schuller
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-77116-8_20

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