Why Do We Turn to Virtual Companions? A Text Mining Analysis of Replika Reviews

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

Standard

Why Do We Turn to Virtual Companions? A Text Mining Analysis of Replika Reviews. / Siemon, Dominik; Strohmann, Timo; Khosrawi-Rad, Bijan et al.
28th Americas Conference on Information Systems, AMCIS 2022. The Association for Information Systems (AIS), 2022. (28th Americas Conference on Information Systems, AMCIS 2022).

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

Harvard

Siemon, D, Strohmann, T, Khosrawi-Rad, B, de Vreede, T, Elshan, E & Meyer, M 2022, Why Do We Turn to Virtual Companions? A Text Mining Analysis of Replika Reviews. in 28th Americas Conference on Information Systems, AMCIS 2022. 28th Americas Conference on Information Systems, AMCIS 2022, The Association for Information Systems (AIS), 28th Americas Conference on Information Systems, AMCIS 2022, Minneapolis, USA / Vereinigte Staaten, 10.08.22.

APA

Siemon, D., Strohmann, T., Khosrawi-Rad, B., de Vreede, T., Elshan, E., & Meyer, M. (2022). Why Do We Turn to Virtual Companions? A Text Mining Analysis of Replika Reviews. In 28th Americas Conference on Information Systems, AMCIS 2022 (28th Americas Conference on Information Systems, AMCIS 2022). The Association for Information Systems (AIS).

Vancouver

Siemon D, Strohmann T, Khosrawi-Rad B, de Vreede T, Elshan E, Meyer M. Why Do We Turn to Virtual Companions? A Text Mining Analysis of Replika Reviews. in 28th Americas Conference on Information Systems, AMCIS 2022. The Association for Information Systems (AIS). 2022. (28th Americas Conference on Information Systems, AMCIS 2022).

Bibtex

@inbook{05487fe26a42471f81eb81d43ce03201,
title = "Why Do We Turn to Virtual Companions? A Text Mining Analysis of Replika Reviews",
abstract = "Many people globally experience the feeling of loneliness and struggle with its consequences. A modern way to deal with this loneliness and lack of companionship is to use empathetic and emotional conversational agents. Often referred to as virtual companions, these agents can engage in human-like conversations with their users and build relationships with them through modern artificial intelligence technologies. One established service of such virtual companions is Replika, which we investigate in this study to explore what users expect to gain from long-term interactions with virtual companions and what they tend to talk about with them. Using a text mining approach and 119,831 reviews of the Replika service, we analyze users' sentiments, emotions, and topics. Our results show that users interact with virtual companions to cope with their loneliness and, especially, to address their mental well-being. Furthermore, Replika users have a joyful and beneficial experience during long-term interaction with such virtual companions.",
keywords = "Chatbot, Conversational Agent, Replika, Text Mining, Virtual Companion",
author = "Dominik Siemon and Timo Strohmann and Bijan Khosrawi-Rad and {de Vreede}, Triparna and Edona Elshan and Michael Meyer",
note = "Publisher Copyright: {\textcopyright} 2022 28th Americas Conference on Information Systems, AMCIS 2022. All Rights Reserved.; 28th Americas Conference on Information Systems, AMCIS 2022 ; Conference date: 10-08-2022 Through 14-08-2022",
year = "2022",
language = "English",
series = "28th Americas Conference on Information Systems, AMCIS 2022",
publisher = "The Association for Information Systems (AIS)",
booktitle = "28th Americas Conference on Information Systems, AMCIS 2022",
address = "United States",

}

RIS

TY - CHAP

T1 - Why Do We Turn to Virtual Companions? A Text Mining Analysis of Replika Reviews

AU - Siemon, Dominik

AU - Strohmann, Timo

AU - Khosrawi-Rad, Bijan

AU - de Vreede, Triparna

AU - Elshan, Edona

AU - Meyer, Michael

N1 - Publisher Copyright: © 2022 28th Americas Conference on Information Systems, AMCIS 2022. All Rights Reserved.

PY - 2022

Y1 - 2022

N2 - Many people globally experience the feeling of loneliness and struggle with its consequences. A modern way to deal with this loneliness and lack of companionship is to use empathetic and emotional conversational agents. Often referred to as virtual companions, these agents can engage in human-like conversations with their users and build relationships with them through modern artificial intelligence technologies. One established service of such virtual companions is Replika, which we investigate in this study to explore what users expect to gain from long-term interactions with virtual companions and what they tend to talk about with them. Using a text mining approach and 119,831 reviews of the Replika service, we analyze users' sentiments, emotions, and topics. Our results show that users interact with virtual companions to cope with their loneliness and, especially, to address their mental well-being. Furthermore, Replika users have a joyful and beneficial experience during long-term interaction with such virtual companions.

AB - Many people globally experience the feeling of loneliness and struggle with its consequences. A modern way to deal with this loneliness and lack of companionship is to use empathetic and emotional conversational agents. Often referred to as virtual companions, these agents can engage in human-like conversations with their users and build relationships with them through modern artificial intelligence technologies. One established service of such virtual companions is Replika, which we investigate in this study to explore what users expect to gain from long-term interactions with virtual companions and what they tend to talk about with them. Using a text mining approach and 119,831 reviews of the Replika service, we analyze users' sentiments, emotions, and topics. Our results show that users interact with virtual companions to cope with their loneliness and, especially, to address their mental well-being. Furthermore, Replika users have a joyful and beneficial experience during long-term interaction with such virtual companions.

KW - Chatbot

KW - Conversational Agent

KW - Replika

KW - Text Mining

KW - Virtual Companion

UR - http://www.scopus.com/inward/record.url?scp=85158982893&partnerID=8YFLogxK

M3 - Article in conference proceedings

AN - SCOPUS:85158982893

T3 - 28th Americas Conference on Information Systems, AMCIS 2022

BT - 28th Americas Conference on Information Systems, AMCIS 2022

PB - The Association for Information Systems (AIS)

T2 - 28th Americas Conference on Information Systems, AMCIS 2022

Y2 - 10 August 2022 through 14 August 2022

ER -