Application of Artificial Intelligence Methods in Processing of Emotions, Decisions and Opinions

During recent years, social infrastructure has become irreversibly linked to the Internet through its everyday manifestations, such as social networking services (Twitter, Facebook, etc.). Every second, this new tangible information-based reality provides large amounts of data filled with 1) emotion...

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collection Directory of Open Access Books
description During recent years, social infrastructure has become irreversibly linked to the Internet through its everyday manifestations, such as social networking services (Twitter, Facebook, etc.). Every second, this new tangible information-based reality provides large amounts of data filled with 1) emotional expressions; 2) people's opinions on various topics; and 3) their reasoning, revealing their decision-making processes. As these three categories are also closely interrelated with each other, they should be studied together to obtain a more robust view on all of the topics involved. This, as never before, provides an opportunity for the development and application of natural language processing methods, in particular those regarding such topics as emotion processing, decision-making, and opinion mining.
format Online
id doab-20.500.12854ir-143651
institution Directory of Open Access Books
language eng
publishDate 2024
publishDateRange 2024
publishDateSort 2024
publisher MDPI - Multidisciplinary Digital Publishing Institute
publisherStr MDPI - Multidisciplinary Digital Publishing Institute
record_format ojs
spelling doab-20.500.12854ir-1436512024-09-06T07:56:50Z Application of Artificial Intelligence Methods in Processing of Emotions, Decisions and Opinions Dybala, Pawel Rzepka, Rafal Ptaszynski, Michal consumer decision-making star rating review comment sentiment analysis personality automatic personality recognition psychometrics psycholinguistic features machine learning personality computing emotion detection pretrained language models model adaptation task-adaptation approach emotion recognition electroencephalogram affective computing genetic algorithms RF KNN ANN social network natural language process opinion tendency recognition graph embedding graph neural network vulgar remark detection vulgar term extraction low-resource language logistic regression recurrent neural network fake news detection dataset social networks MOOC text mining multi-attribute decision-making course improvement deep learning short answer question automatic short answer grading (ASAG) SentenceTransformers dataset balancing GPT fine-tuning decision-making process decision strategy knowledge representation artificial intelligence data clustering n/a thema EDItEUR::U Computing and Information Technology thema EDItEUR::U Computing and Information Technology::UX Applied computing During recent years, social infrastructure has become irreversibly linked to the Internet through its everyday manifestations, such as social networking services (Twitter, Facebook, etc.). Every second, this new tangible information-based reality provides large amounts of data filled with 1) emotional expressions; 2) people's opinions on various topics; and 3) their reasoning, revealing their decision-making processes. As these three categories are also closely interrelated with each other, they should be studied together to obtain a more robust view on all of the topics involved. This, as never before, provides an opportunity for the development and application of natural language processing methods, in particular those regarding such topics as emotion processing, decision-making, and opinion mining. 2024-09-06T07:56:43Z 2024-09-06T07:56:43Z 2024 book ONIX_20240906_9783725817153_13 9783725817153 9783725817160 https://directory.doabooks.org/handle/20.500.12854/143651 eng application/octet-stream Attribution-NonCommercial-NoDerivatives 4.0 International https://mdpi.com/books/pdfview/book/9649 https://mdpi.com/books/pdfview/book/9649 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-7258-1716-0 10.3390/books978-3-7258-1716-0 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783725817153 9783725817160 238 open access
spellingShingle consumer decision-making
star rating
review comment
sentiment analysis
personality
automatic personality recognition
psychometrics
psycholinguistic features
machine learning
personality computing
emotion detection
pretrained language models
model adaptation
task-adaptation approach
emotion recognition
electroencephalogram
affective computing
genetic algorithms
RF
KNN
ANN
social network
natural language process
opinion tendency recognition
graph embedding
graph neural network
vulgar remark detection
vulgar term extraction
low-resource language
logistic regression
recurrent neural network
fake news
detection
dataset
social networks
MOOC
text mining
multi-attribute decision-making
course improvement
deep learning
short answer question
automatic short answer grading (ASAG)
SentenceTransformers
dataset balancing
GPT
fine-tuning
decision-making process
decision strategy
knowledge representation
artificial intelligence
data clustering
n/a
thema EDItEUR::U Computing and Information Technology
thema EDItEUR::U Computing and Information Technology::UX Applied computing
Application of Artificial Intelligence Methods in Processing of Emotions, Decisions and Opinions
title Application of Artificial Intelligence Methods in Processing of Emotions, Decisions and Opinions
title_full Application of Artificial Intelligence Methods in Processing of Emotions, Decisions and Opinions
title_fullStr Application of Artificial Intelligence Methods in Processing of Emotions, Decisions and Opinions
title_full_unstemmed Application of Artificial Intelligence Methods in Processing of Emotions, Decisions and Opinions
title_short Application of Artificial Intelligence Methods in Processing of Emotions, Decisions and Opinions
title_sort application of artificial intelligence methods in processing of emotions decisions and opinions
topic consumer decision-making
star rating
review comment
sentiment analysis
personality
automatic personality recognition
psychometrics
psycholinguistic features
machine learning
personality computing
emotion detection
pretrained language models
model adaptation
task-adaptation approach
emotion recognition
electroencephalogram
affective computing
genetic algorithms
RF
KNN
ANN
social network
natural language process
opinion tendency recognition
graph embedding
graph neural network
vulgar remark detection
vulgar term extraction
low-resource language
logistic regression
recurrent neural network
fake news
detection
dataset
social networks
MOOC
text mining
multi-attribute decision-making
course improvement
deep learning
short answer question
automatic short answer grading (ASAG)
SentenceTransformers
dataset balancing
GPT
fine-tuning
decision-making process
decision strategy
knowledge representation
artificial intelligence
data clustering
n/a
thema EDItEUR::U Computing and Information Technology
thema EDItEUR::U Computing and Information Technology::UX Applied computing
topic_facet consumer decision-making
star rating
review comment
sentiment analysis
personality
automatic personality recognition
psychometrics
psycholinguistic features
machine learning
personality computing
emotion detection
pretrained language models
model adaptation
task-adaptation approach
emotion recognition
electroencephalogram
affective computing
genetic algorithms
RF
KNN
ANN
social network
natural language process
opinion tendency recognition
graph embedding
graph neural network
vulgar remark detection
vulgar term extraction
low-resource language
logistic regression
recurrent neural network
fake news
detection
dataset
social networks
MOOC
text mining
multi-attribute decision-making
course improvement
deep learning
short answer question
automatic short answer grading (ASAG)
SentenceTransformers
dataset balancing
GPT
fine-tuning
decision-making process
decision strategy
knowledge representation
artificial intelligence
data clustering
n/a
thema EDItEUR::U Computing and Information Technology
thema EDItEUR::U Computing and Information Technology::UX Applied computing
url ONIX_20240906_9783725817153_13