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A survey of ground-truth in emotion data annotation

Layale Constantine, Hazem Hajj
2012 2012 IEEE International Conference on Pervasive Computing and Communications Workshops  
This paper aims to solve the problem of lack of ground-truth in emotion data and consequently to advance the accuracy of emotion recognition systems.  ...  Then, it digs in deep into the data acquisition and annotation stage and reveals the major criteria for obtaining a ground-truth emotion set.  ...  The lack of ground-truth occurs in the training data collected where the validity of the labels provided for each measurement is doubtful.  ... 
doi:10.1109/percomw.2012.6197603 dblp:conf/percom/ConstantineH12 fatcat:ff5jvzggjfhgbbmbtsgqjujmqu

Crisis social media data labeled for storm-related information and toponym usage

Rob Grace
2020 Data in Brief  
Social media provides citizens and officials with important sources of information during times of crisis.  ...  The datasets are manually labeled for information content and toponym usage.  ...  Conflict of Interest This research was supported by the National Science Foundation under grant Nos. 541155 and No. 741370.  ... 
doi:10.1016/j.dib.2020.105595 pmid:32382607 pmcid:PMC7200777 fatcat:dwvfi5uqpfd3xlsnhamwhjguiu

ANGEL: efficient, and effective, node-centric community discovery in static and dynamic networks

Giulio Rossetti
2020 Applied Network Science  
Among such vast literature, an interesting family of Community Discovery algorithms, designed for the analysis of social network data, is represented by overlapping, node-centric approaches.  ...  We compare ANGEL, both on synthetic and real-world datasets, against state of the art community discovery algorithms designed for the same community definition.  ...  Publication venue, e.g., journal or conference, define ground-truth communities. -Youtube. Subgraph of the Youtube social network. User-defined groups identify ground-truth communities.  ... 
doi:10.1007/s41109-020-00270-6 fatcat:iuxydamimzc77ekfwsty2obpja

How Laboratory Experiments Can Be Exploited for Monitoring Stress in the Wild: A Bridge Between Laboratory and Daily Life

Can, Gokay, Kılıç, Ekiz, Chalabianloo, Ersoy
2020 Sensors  
We investigated the effect of different labeling techniquesand different training and test environments.  ...  However, the performance of these systems is notsufficiently accurate when they are used in unrestricted daily life compared to the systems testedin controlled real-life and laboratory conditions.  ...  However, for everyday life, the self-reports are the closest labels to the ground truth.  ... 
doi:10.3390/s20030838 pmid:32033238 pmcid:PMC7038725 fatcat:nxnh6zyakjacbd24zweznrcr2e

We get the algorithms of our ground truths: Designing referential databases in digital image processing

Florian Jaton
2017 Social Studies of Science  
In the project being studied, problematization processes lead to the constitution of referential databases called 'ground truths' that enable both the effective shaping of algorithms and the evaluation  ...  Working as important common touchstones for research communities in image processing, the ground truths are inherited from prior problematization processes and may be imparted to subsequent ones.  ...  Acknowledgements I am immensely grateful to the members of the computer science laboratory who let me follow their activities and more generally helped me with the research.  ... 
doi:10.1177/0306312717730428 pmid:28950802 pmcid:PMC5697567 fatcat:26fb5h6tajcm5dfay7n6yqtgei


Arielle Moro, Vaibhav Kulkarni, Pierre-Adrien Ghiringhelli, Bertil Chapuis, Kévin Huguenin, Benoît Garbinato
2019 Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems - SIGSPATIAL '19  
information, and social relationship labels between the participants of the study.  ...  They also lack ground-truth data regarding points of interest and the associated semantic labels (e.g., "home", "work", etc.).  ...  This research work was partially supported by the Business Information Systems and Architecture (BISA) research laboratory and the Faculty of Business and Economics (HEC Lausanne) at the University of  ... 
doi:10.1145/3347146.3359341 dblp:conf/gis/MoroKGCHG19 fatcat:spdg5ao5uvcoffkzacxu2dwuvq

Generating Pseudo-ground Truth for Predicting New Concepts in Social Streams [chapter]

David Graus, Manos Tsagkias, Lars Buitinck, Maarten de Rijke
2014 Lecture Notes in Computer Science  
We show that our method is able to deal with missing labels, justifying the use of pseudo-ground truth generation in this task.  ...  of social streams.  ...  design.  ... 
doi:10.1007/978-3-319-06028-6_24 fatcat:reiyydnqjra43ivhqitwxlsnye

LoCEC: Local Community-based Edge Classification in Large Online Social Networks [article]

Chonggang Song, Qian Lin, Guohui Ling, Zongyi Zhang, Hongzhao Chen, Jun Liao, Chuan Chen
2020 arXiv   pre-print
We conduct extensive experiments on the real-world WeChat network with hundreds of billions of edges to validate the effectiveness and efficiency of LoCEC.  ...  Moreover, LoCEC is designed to handle large-scale networks by allowing parallel and distributed processing.  ...  ACKNOWLEDGMENT We would like to thank Lingling Yi and Hao Gu for sharing the ground-truth data obtained from user surveys.  ... 
arXiv:2002.04180v2 fatcat:whhaprrlcbe4thxtwoyla5lvqe

Behavior Analysis for Elderly [chapter]

Albert Ali Salah, Ben J. A. Kröse, Diane J. Cook
2015 Lecture Notes in Computer Science  
We describe and exemplify some of the challenges that come with the involvement of aging subjects, but we also point out to the great potential for expanding the use of ICT to create many applications  ...  to provide a better life for elderly.  ...  This publication was supported by the Dutch national program COMMIT, project VIEWW.  ... 
doi:10.1007/978-3-319-24195-1_1 fatcat:hszprv3myjbq7fvnyibjor2gtm


Siyuan Liu, Shuhui Wang, Feida Zhu, Jinbo Zhang, Ramayya Krishnan
2014 Proceedings of the 2014 ACM SIGMOD international conference on Management of data - SIGMOD '14  
We study the problem of large-scale social identity linkage across different social media platforms, which is of critical importance to business intelligence by gaining from social data a deeper understanding  ...  and more accurate profiling of users.  ...  Fixing the number of labeled user pairs, we vary the numbers of user pairs with no ground truth labels, and evaluate the linkage precision. The results are illustrated in Figure 11 .  ... 
doi:10.1145/2588555.2588559 dblp:conf/sigmod/LiuWZZK14 fatcat:osatik6fcfhbxcjugwvtvzvslq

Collecting big datasets of human activity one checkin at a time

Theus Hossmann, Christos Efstratiou, Cecilia Mascolo
2012 Proceedings of the 4th ACM international workshop on Hot topics in planet-scale measurement - HotPlanet '12  
ground-truth information.  ...  The primary reason for this is the difficulty in establishing accurate ground truth information outside the laboratory.  ...  The ground truth information should include a range of human activities and contexts.  ... 
doi:10.1145/2307836.2307842 dblp:conf/mobisys/HossmannEM12 fatcat:dxvcsxl2y5godl2v544u4zmftq

Re-Presenting Protestors as Thugs: The Politics of Labelling Dissenting Voices

Lalitha Joseph, Assistant Professor, St. John's College Anchal, affiliated to the University of Kerala,
2020 Rupkatha Journal on Interdisciplinary Studies in Humanities  
The role of post-truth media as the intermediaries and purveyors of the real and the fake is analyzed.  ...  The methods and the outcomes of stigmatizing labelling is illustrated, paying special attention to the role it plays in triggering social unrest.  ...  Post-truth Media Mediated and embodied politics of media has become one of the key features of post-truth era.  ... 
doi:10.21659/rupkatha.v12n5.rioc1s2n4 fatcat:gvvv4x6nzfdazoumf7tfqhrknu

Constructing Social Networks from Unstructured Group Dialog in Virtual Worlds [chapter]

Fahad Shah, Gita Sukthankar
2011 Lecture Notes in Computer Science  
In this paper, we present techniques for inferring the existence of social links from unstructured conversational data collected from groups of participants in the Second Life virtual world.  ...  However these environments lack many of the cues that facilitate natural language processing in other conversational settings and different types of social media.  ...  comparison for the to and from labelings for each dialog on the ground-truthed subset (using precision and recall).  ... 
doi:10.1007/978-3-642-19656-0_27 fatcat:76rcnghcp5fr3dyjtkdq53mr3a

An innovative web-based collaborative platform for video annotation

Isaak Kavasidis, Simone Palazzo, Roberto Di Salvo, Daniela Giordano, Concetto Spampinato
2013 Multimedia tools and applications  
It features an easy and intuitive user interface that allows plain video annotation and instant sharing/integration of the generated ground truths, in order to not only alleviate a large part of the effort  ...  Large scale labeled datasets are of key importance for the development of automatic video analysis tools as they, from one hand, allow multi-class classifiers training and, from the other hand, support  ...  Acknowledgements We would like to thank the anonymous reviewers for their constructive and invaluable comments.  ... 
doi:10.1007/s11042-013-1419-7 fatcat:vyeincb5q5bxrgxaff7tnk2wwy

Structured Learning from Heterogeneous Behavior for Social Identity Linkage

Siyuan Liu, Shuhui Wang, Feida Zhu
2015 IEEE Transactions on Knowledge and Data Engineering  
maximize the structure and behavior consistency on users' core social structure across different platforms, thus the task of identity linkage can be performed on groups of users, which is beyond the individual  ...  Social identity linkage across different social media platforms is of critical importance to business intelligence by gaining from social data a deeper understanding and more accurate profiling of users  ...  Authority (MDA) and the Pinnacle Lab at Singapore Management University, and was supported in part by National Basic Research Program of China (973 Program): 2012CB316400, and in part by National Natural  ... 
doi:10.1109/tkde.2015.2397434 fatcat:vh2kmavkgrhcneipro2d2ydfii
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