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Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales [article]

Bo Pang, Lillian Lee
2005 arXiv   pre-print
with respect to a multi-point scale (e.g., one to five "stars").  ...  This task represents an interesting twist on standard multi-class text categorization because there are several different degrees of similarity between class labels; for example, "three stars" is intuitively  ...  We learned of Moshe Koppel and Jonathan Schler's work while preparing the camera-ready version of this paper; we thank them for so quickly answering our request for a preprint.  ... 
arXiv:cs/0506075v1 fatcat:btfqcyhsjrc4jkhyq4nsu45giu

Seeing stars

Bo Pang, Lillian Lee
2005 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics - ACL '05  
with respect to a multi-point scale (e.g., one to five "stars").  ...  This task represents an interesting twist on standard multi-class text categorization because there are several different degrees of similarity between class labels; for example, "three stars" is intuitively  ...  infer labels with respect to a five-star scheme with half stars, say, then we cannot expect a learning algorithm to do so.  ... 
doi:10.3115/1219840.1219855 dblp:conf/acl/PangL05 fatcat:4kzdcfsknfaive7hyl6mf4wtg4

Seeing thought: a cultural cognitive tool

José Morais, Régine Kolinsky
2020 Journal of Cultural Cognitive Science  
Oral language becomes literate language; and our cognitive activity becomes-as indicated in the title-"seeing thought", which paves the way, we will argue, for reasoning skills.  ...  The destiny of literacy, depending on educational and social factors, is thus to be to fused with language, thought and reasoning.  ...  Compliance with ethical standards Conflict of interest On behalf of both authors, the corresponding author states that there is no conflict of interest.  ... 
doi:10.1007/s41809-020-00059-0 fatcat:nl3v2hrzlnb5pkstwh5c5l6jtq

The Chicanos: As We See Ourselves

Ramón A. Gutiérrez
1980 Hispanic American Historical Review  
"The Relationship of Acculturation, Achievement, and Alienation Among Spanish American Sixth Grade Students." Educating the Mexican American. Edited t,y Henry S.  ...  Nothing within their respective roles encourages either a close relationship or communication with each other.  ...  Writers exploited this market.  ... 
doi:10.1215/00182168-60.3.552 fatcat:xmcqrhl6lbfhbbv3njkzzilicm

Seeing America: Women Photographers between the Wars

Elspeth Brown, Melissa A. McEuen
2001 Journal of American History  
A good price and a favorable exchange rate made it possible for Post to purchase her own Rollei.  ...  all Germansan unwavering respect for authority.  ... 
doi:10.2307/2674852 fatcat:bgxqsdvoozd6xbmvctxcej75py

A collective topic model for milestone paper discovery

Ziyu Lu, Nikos Mamoulis, David W. Cheung
2014 Proceedings of the 37th international ACM SIGIR conference on Research & development in information retrieval - SIGIR '14  
However the increasingly large amount of publications make it difficult for researchers to effectively discover the most important previous works to the topic of their research.  ...  Prior arts stay at the foundation for future work in academic research.  ...  Subjective Expressions 0.0169 ACL'05 Seeing Stars: Exploiting Class Relationships For Sentiment Categorization With Respect To Rating Scales Table 3 : 3 Topic milestone papers (top-10 papers)  ... 
doi:10.1145/2600428.2609499 dblp:conf/sigir/LuMC14 fatcat:ag4cco2zbjc5nn2qwefikinz4i

Gastronomy Tourism and Well-Being: Evidence from Taiwan and Catalonia Michelin-Starred Restaurants

Min-Pei Lin, Estela Marine-Roig, Nayra Llonch-Molina
2022 International Journal of Environmental Research and Public Health  
well-being of diners, except for a 3-star restaurant that is the worst-rated.  ...  There is a positive relationship between the category of restaurants according to the number of Michelin stars and their popularity according to the number of OTRs, as well as with the satisfaction and  ...  ", and "Comfort" hotels according to the standard star rating system.  ... 
doi:10.3390/ijerph19052778 pmid:35270469 pmcid:PMC8910413 fatcat:jdndkqjrtfdoxpjes2hczhe6km

14. From Transmedia Storytelling to Transmedia Experience Star Wars Celebration as a Crossover/Hierarchical Space [chapter]

Matt Hills, Dan Hassler-Forest, Sean Guynes
2018 Star Wars and the History of Transmedia Storytelling  
to the changing relationship between media producers and their audiences.  ...  The book series Transmedia: Participatory Culture and Media Convergence provides a platform for cutting-edge research in the field of media studies, with a strong focus on the impact of digitization, globalization  ...  the political system's focus on social order through violence and class exploitation.  ... 
doi:10.1515/9789048537433-017 fatcat:t2zt62v5rfd5pglz3ap4gna6hu

The Lion and the Star: Gentile-Jewish Relations in Three Hessian Communities

Keith H. Pickus, Jonathan C. Friedman
2000 German Studies Review  
For the stat on lawyers, see, Alfred Vogel, Erblehre und Rassenkunde in bildlicher Darstellung (Stuttgart, 193 5), 69. 31.  ...  With respect to gender, the Nazis managed to attract some middle-class women who had supported conservative or Catholic candidates before 1930, and in 1932 Protestant women voted for the NSDAP in greater  ...  star.  ... 
doi:10.2307/1432856 fatcat:lontoerravbi5n4qcind6qwrzi

Text-rating review discrepancy (TRRD): an integrative review and implications for research

Amal Almansour, Reem Alotaibi, Hajar Alharbi
2022 Future Business Journal  
To better understand this relationship, this study aims to determine whether text reviews are always consistent with the combined numeric evaluations.  ...  In addition, quantifying the relationship degree between the text reviews and the scores might be used as an instrument to understand the quality of rating scores, hence its usefulness as labels for building  ...  categorization with respect to rating scales Pang et al. [40] Thumbs up?  ... 
doi:10.1186/s43093-022-00114-y fatcat:i6oq4aloknh3doycv66mspruxu

Three Blind Mice, See How They Run: A Critique of Behavioral Research with Animals [chapter]

Michael A. Giannelli
1986 Advances in Animal Welfare Science 1985  
Peer pressure and the attitudes of professors categorize squeamishness and sentimentality as unscientific, it being implied that such natural emotional reactions are irrational while the ability to suppress  ...  On the cosmic scale, the evidence is even more impressive. We now realize that the earth itself occupies an inconspicuous position in the Milky Way galaxy which consists of over 100 billion stars.  ... 
doi:10.1007/978-94-009-4247-9_8 fatcat:pihanjzuorbfhm5raeahkskymq

Open-Domain Question–Answering

John Prager
2006 Foundations and Trends in Information Retrieval  
least in part as a direct response to the surge of interest in new systems that deal directly with opinions as a first-class object.  ...  The sudden eruption of activity in the area of opinion mining and sentiment analysis, which deals with the computational treatment of opinion, sentiment, and subjectivity in text, has thus occurred at  ...  The more general problem of rating inference, where one must determine the author's evaluation with respect to a multi-point scale (e.g., one to five "stars" for a review) can be viewed simply as a multi-class  ... 
doi:10.1561/1500000001 fatcat:5xq5eb7idrb37lz3wyzfl4cb34

Opinion Mining and Sentiment Analysis [chapter]

2016 Text Data Management and Analysis: A Practical Introduction to Information Retrieval and Text Mining  
least in part as a direct response to the surge of interest in new systems that deal directly with opinions as a first-class object.  ...  The sudden eruption of activity in the area of opinion mining and sentiment analysis, which deals with the computational treatment of opinion, sentiment, and subjectivity in text, has thus occurred at  ...  The more general problem of rating inference, where one must determine the author's evaluation with respect to a multi-point scale (e.g., one to five "stars" for a review) can be viewed simply as a multi-class  ... 
doi:10.1145/2915031.2915050 fatcat:3ypahumv4rhz5alxmh34ikvm3i

Convolutional Neural Network Based Classification of App Reviews

Naila Aslam, Waheed Yousuf Ramay, Xia Kewen, Nadeem Sarwar
2020 IEEE Access  
It improves average precision from 75.72% to 95.49%, average recall from 69.40% to 93.94%, and f-measure from 72.41% to 94.71%, respectively.  ...  Finally, we train a deep learning based multi-class classifier to classify app reviews.  ...  The study exploited the linear regression model to identify negative words with the help of user reviews and ratings.  ... 
doi:10.1109/access.2020.3029634 fatcat:hzn4blqgpffdpjpakhlrbbn6zu

Moccasin Confluence: Occupation and Settlement in the Lower Fredericksburg Basin of the Edwards Plateau

Joel Gunn, Anne C. Kerr
1986 Index of Texas Archaeology Open Access Grey Literature from the Lone Star State  
There is no relationship with time (see Table 7 .03), which indicates a universal or time-independent relationship or process.  ...  been a much favored place to camp with respect to the lower ground next to the stream.  ...  The problem of preservation is relevant and needs to be dealt with in future research.  ... 
doi:10.21112/ita.1986.1.37 fatcat:fl6rue3odvbvrpgdagy3xyaj3e
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