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The Importance of Socio-Cultural Differences for Annotating and Detecting the Affective States of Students [article]

Eda Okur, Sinem Aslan, Nese Alyuz, Asli Arslan Esme, Ryan S. Baker
2019 arXiv   pre-print
One open question in annotating affective data for affect detection is whether the labelers (i.e., human experts) need to be socio-culturally similar to the students being labeled, as this impacts the  ...  In this study, we investigate the following research questions: For affective state annotation, how does the socio-cultural background of human expert labelers, compared to the subjects, impact the degree  ...  for detecting the Bored and Confused states of the students.  ... 
arXiv:1901.03793v1 fatcat:xako7q6idzcbfdyg3a7f3la3e4

Role of Socio-cultural Differences in Labeling Students' Affective States [chapter]

Eda Okur, Sinem Aslan, Nese Alyuz, Asli Arslan Esme, Ryan S. Baker
2018 Lecture Notes in Computer Science  
In this study, we investigate the following research questions: For affective state labeling, how does the socio-cultural background of human expert labelers, compared to the subjects (i.e., students),  ...  The development of real-time affect detection models often depends upon obtaining annotated data for supervised learning by employing human experts to label the student data.  ...  Although we have limited data in these experiments, considering the challenges of affect detection both for human experts and machines, the differences in model results suggest that it is important to  ... 
doi:10.1007/978-3-319-93843-1_27 fatcat:chsdwlmdb5cw3akwtyjlcb64ly

Toward interactive context-aware affective educational recommendations in computer-assisted language learning

Olga C. Santos, Mar Saneiro, Jesus G. Boticario, M.C. Rodriguez-Sanchez
2015 New Review of Hypermedia and Multimedia  
Our results indicate the importance of providing feedback matched carefully to the affective state of the students in order to help them transition into more positive states.  ...  This paper describes a Wizard-of-Oz study that investigates the impact of different types of feedback on students' affective states.  ...  Matthew Small, and the Gates Foundation Grant #OP106038 for collaborating with us.  ... 
doi:10.1080/13614568.2015.1058428 fatcat:r4hvr55se5bw5ha65km6zpucsi

Vyaktitv: A Multimodal Peer-to-Peer Hindi Conversations based Dataset for Personality Assessment [article]

Shahid Nawaz Khan, Maitree Leekha, Jainendra Shukla, Rajiv Ratn Shah
2020 arXiv   pre-print
The dataset also contains a rich set of socio-demographic features, like income, cultural orientation, amongst several others, for all the participants.  ...  It consists of high-quality audio and video recordings of the participants, with Hinglish textual transcriptions for each conversation.  ...  Furthermore, Jainendra Shukla and Rajiv Ratn Shah are partly supported by the Infosys Center for AI and the Center of Design and New Media at IIIT-Delhi.  ... 
arXiv:2008.13769v1 fatcat:iu6rqzlew5e7bfkkf4bnk3p3yu

Imagining the Homeland: The Internet and Diasporic Discourse of Nationalism

Brenda Chan
2005 Journal of Communication Inquiry  
Annotation This article presents findings on how computer-mediated interpersonal communication efficiency is affected by media technologies and cultural differences, in terms of the ability to detect vocal  ...  The authors discuss the differences between using telephone and email for the maintenance of family relationships in terms of how this affects stress levels and acculturation.  ...  enclave economy, and its multifaceted life in the United States.  ... 
doi:10.1177/0196859905278499 fatcat:cqcrjrtuiffm7jqm7lizby37be

Modeling the Relationships Between Basic and Achievement Emotions in Computer-Based Learning Environments [chapter]

Anabil Munshi, Shitanshu Mishra, Ningyu Zhang, Luc Paquette, Jaclyn Ocumpaugh, Ryan Baker, Gautam Biswas
2020 Lecture Notes in Computer Science  
Such relations, if accurate and consistent, may be leveraged to make more effective use of the commercial affect-detection software.  ...  For this study, we collected affect data over four days from a classroom study with 65 students using Betty's Brain.  ...  The authors thank all researchers, students, and teachers who participated in the data collection process.  ... 
doi:10.1007/978-3-030-52237-7_33 fatcat:3ksah6clibarnh6hfsm6jvth4a

SEWA DB: A Rich Database for Audio-Visual Emotion and Sentiment Research in the Wild [article]

Jean Kossaifi, Robert Walecki, Yannis Panagakis, Jie Shen, Maximilian Schmitt, Fabien Ringeval, Jing Han, Vedhas Pandit, Bjorn Schuller, Kam Star, Elnar Hajiyev, Maja Pantic
2019 arXiv   pre-print
Along with the database, we provide extensive baseline experiments for automatic FAU detection and automatic valence, arousal and (dis)liking intensity estimation.  ...  In this paper, we introduce the SEWA database of more than 2000 minutes of audio-visual data of 398 people coming from six cultures, 50% female, and uniformly spanning the age range of 18 to 65 years old  ...  ACKNOWLEDGMENTS This work was funded by the European Community Horizon 2020 [H2020/2014-2020] under grant agreement no. 645094 (SEWA).  ... 
arXiv:1901.02839v1 fatcat:e4btmg2x3ze7zcnp5drqn5nqsu

Annotated Bibliography: Academic Publications from 2008 to 2009 Related to Southeast Asian American Education and Advancement

Kathleen Langham
2015 Journal of Southeast Asian American Education and Advancement  
(a) Constant lecture is a means of communicating expectation for Hmong/Mong students; (b) Family continues to be the main source of influence on Hmong/Mong students' education; (c) The family past and  ...  The findings of this study included the following items: -(What is like to be a Hmong/Mong student at home and in the Hmong/Mong community?)  ...  (j) School is important to Hmong/Mong students;(k) Success of others influences Hmong/Mong students' education; -(What are the educational aspirations of Hmong/Mong students?)  ... 
doi:10.7771/2153-8999.1002 fatcat:bh4odmqsvzdgrklmdfmhwwlbeu

Whose Ground Truth? Accounting for Individual and Collective Identities Underlying Dataset Annotation [article]

Emily Denton, Mark Díaz, Ian Kivlichan, Vinodkumar Prabhakaran, Rachel Rosen
2021 arXiv   pre-print
Finally, we put forth a concrete set of recommendations and considerations for dataset developers at various stages of the ML data pipeline: task formulation, selection of annotators, platform and infrastructure  ...  We synthesize these insights, and lay out the challenges in this space along two layers: (1) who the annotator is, and how the annotators' lived experiences can impact their annotations, and (2) the relationship  ...  Accounting for the socio-cultural backgrounds of dataset annotators is important for at least two reasons.  ... 
arXiv:2112.04554v1 fatcat:h4op2dorcnd55hehbidy44c7am

Hermeneutic Analysis of the Cultural Context of the Functioning of Media in Society and Media Texts on Media Literacy Education Classes

2015 Journal of International Network Center for Fundamental and Applied Research  
This article presented the main directions for Hermeneutic Analysis of Cultural Context on media literacy education classes for student audience, including the examples of creative problems and issues  ...  For the purposes of media education in this case stand out: the creation of a culture of interaction with the media, the development of the perception of different types of information, skills analysis  ...  Students should study such topics as the pressure of the state system, censorship, in varying degrees, affect the content of media texts, etc.  ... 
doi:10.13187/jincfar.2015.6.214 fatcat:vmkkt7nmkndnxdnuyezlopmlj4

Towards Social Engaging Peer Learning: Predicting Backchanneling and Disengagement in Children [article]

Mononito Goswami, Minkush Manuja, Maitree Leekha
2020 arXiv   pre-print
We pose LDP and BEP as time series classification problems and conduct several experiments to assess the impact of different time series characteristics and feature sets on the predictive performance of  ...  Using statistics & machine learning, we also examine which socio-demographic factors influence the amount of time children spend backchanneling and listening to their peers.  ...  ACKNOWLEDGMENT The authors would like to thank Prof. Rajni Jindal for her insightful feedback.  ... 
arXiv:2007.11346v1 fatcat:x3jjhqhqa5c6bcskvsieiakmlm

Pragmatic Perspectives on Understanding Strangers

Nikolett Várhegyi, Péter Furkó
2017 Acta Universitatis Sapientiae: Philologica  
By analysing and comparing utterances on the basis of our annotation output and validating the results with the aid of ReCal, we have confirmed that WDCT is a reliable and valid tool for testing ILP competence  ...  The structure of the paper is as follows: after a brief overview of the literature in the field of ILP with a special focus on WDCT, the validity of the methodology is highlighted through the discussion  ...  detection (which is the cognitive side of input stimuli) .  ... 
doi:10.1515/ausp-2017-0018 fatcat:h2tmsnppuvdkzd5r2ehek5dixi

Book Review

Jhimli Adhikari, Deepak Gupta, Oscar Castillo, Ashish Khanna
2021 International Journal of Intelligent Decision Technologies  
A number of scheme are reported in the book to explain how data mining and discovered embedded knowledge can be beneficial to social organizations, domestic sphere and ICT market.  ...  It will help researchers to understand the current status of big data mining and embedded knowledge, discover new research opportunities and gain more information about this field.  ...  Data analytics methodologies addresses three main issues ie. preferences across different subjects, gender segmentation and socio eco-nomic status of the students.  ... 
doi:10.3233/idt-219003 fatcat:j2ko5r7dfnhwpb64hj2u2juoxy

Immigrant Children and The Arrival

Ana Stilinović
2017 Libri et Liberi  
The participants displayed awareness of socio-economic and socio-political factors that influence migrations.  ...  Most children from different countries today are greatly exposed to visual culture and the authors suggest building on that knowledge, and using it in language and literacy learning.  ... 
doi:10.21066/carcl.libri.2016-05(02).0013 fatcat:ah73lx2qijf4pjjjn2gh7y2xu4

Macro- and Micro-Expressions Facial Datasets: A Survey

Hajer Guerdelli, Claudio Ferrari, Walid Barhoumi, Haythem Ghazouani, Stefano Berretti
2022 Sensors  
Thus, having a clear overview on existing datasets that have been investigated within the framework of face expression recognition is of paramount importance in designing and evaluating effective solutions  ...  The proposed study is mostly focused on spontaneous and in-the-wild datasets, given the common trend in the research is that of considering contexts where expressions are shown in a spontaneous way and  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/s22041524 pmid:35214430 pmcid:PMC8879817 fatcat:mylt5rain5d4dbszdknpcjmdui
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