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An Invitation to Greater Use of Matthews Correlation Coefficient in Robotics and Artificial Intelligence

Davide Chicco, Giuseppe Jurman
For example, we used the following search terms on Google Scholar to count the number of articles containing the "Matthews correlation coefficient" keyword in the Frontiers in Artificial Intelligence journal  ...  To investigate the usage of these three confusion matrix rates in robotics and artificial intelligence, we performed a search of the Matthews correlation coefficient, accuracy, F 1 score keywords in ten  ...  AUTHOR CONTRIBUTIONS DC conceived the study, did the literature search, and wrote most of the article. GJ reviewed and contributed to the article.  ... 
doi:10.3389/frobt.2022.876814 pmid:35402520 pmcid:PMC8993212 fatcat:ehedbx4jtvaezm24ukwxavxvd4

Dark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common Sense

Yixin Zhu, Tao Gao, Lifeng Fan, Siyuan Huang, Mark Edmonds, Hangxin Liu, Feng Gao, Chi Zhang, Siyuan Qi, Ying Nian Wu, Joshua B. Tenenbaum, Song-Chun Zhu
2020 Engineering  
Specifically, we propose a "small data for big tasks" paradigm, wherein a single artificial intelligence (AI) system is challenged to develop "common sense", enabling it to solve a wide range of tasks  ...  Recent progress in deep learning is essentially based on a "big data for small tasks" paradigm, under which massive amounts of data are used to train a classifier for a single narrow task.  ...  human utility in order to teach a robotics task using human Figure 35: Examples of sitting in (a) an office and (b) a meeting room.  ... 
doi:10.1016/j.eng.2020.01.011 fatcat:dltxealx3zgk5eyi2hlszbjhmu

Experience with Heuristics, Benchmarks & Standards for Cylindrical Algebraic Decomposition [article]

Matthew England, James H. Davenport
2016 arXiv   pre-print
ISSAC '15, pp. 1-6, ACM, 2015] the author identified the use of sophisticated heuristics as a technique that the Satisfiability Checking community excels in and from which it is likely the Symbolic Computation  ...  In the paper which inspired the SC-Square project, [E. Abraham, Building Bridges between Symbolic Computation and Satisfiability Checking, Proc.  ...  Thanks also to the anonymous referees for their comments which improved the paper. Most of the work surveyed here was supported by EPSRC grant EP/J003247/1.  ... 
arXiv:1609.09269v1 fatcat:yhfamipsvnfupnf6ebfgtvxqru

Towards a Science of Human-AI Decision Making: A Survey of Empirical Studies [article]

Vivian Lai, Chacha Chen, Q. Vera Liao, Alison Smith-Renner, Chenhao Tan
2021 arXiv   pre-print
To invite and help structure research efforts towards a science of understanding and improving human-AI decision making, we survey recent literature of empirical human-subject studies on this topic.  ...  Our survey highlights the need to develop common frameworks to account for the design and research spaces of human-AI decision making, so that researchers can make rigorous choices in study design, and  ...  Nature Machine Intelligence 1, 5 (2019), 206–215. [118] Selma Šabanović. 2010. Robots in society, society in robots.  ... 
arXiv:2112.11471v1 fatcat:5hzeydmonvgkbnm7cq3zrdzvlm

Challenges to the deployment of autonomous weapons

Paddy Walker, Lloyd Clark
2019 Zenodo  
Autonomous Weapon Systems (AWS) are defined as robotic weapons that have the ability to sense and act unilaterally depending on how they are programmed.  ...  Such human-out-of-the-loop platforms will be capable of selecting targets and delivering lethality without any human interaction.  ...  artificial intelligence.  ... 
doi:10.5281/zenodo.3689445 fatcat:suxmfofsozfeheeyjm4bo237j4

Optical aspects of a miniature fluorescence microscope for super-sensitive biomedical detection

Yunfeng Nie, Aikio Sanna, Annukka Kokkonen, Teemu Sipola, Uusitalo Sanna, Simonetta Grilli, Heidi Ottevaere
2020 Zenodo  
We present optical design and the principle demonstrator of a miniature fluorescence microscope aiming for super-sensitive detection.  ...  Current commercial fluorescence microscopes are typically sophisticated, bulky and expensive, not suitable for low-volume or clinic routine biomedical detection.  ...  We used diffuse correlation spectroscopy to continuously monitor cerebral blood flow changes in high grade subarachnoid hemorrhage patients in response to the intervention, IT Nicardipine, and predict  ... 
doi:10.5281/zenodo.3822435 fatcat:3eoome22a5grbmarbrktphfh7a


Avishek Choudhury
2022 Zenodo  
Survey questions Factors Questions Perception of AI 5b I think artificial intelligence systems have the potential to improve patient outcomes Perception Risk "Using the BUC puts me at an overall greater  ...  Artificial intelligence in radiology: Who's afraid of the big bad wolf?  ...  describes the use of AI to improve health outcomes in neonatal and pediatric intensive care units and consecutively proposes areas for future investigation. 2019-2020 Patient Safety and Artificial Intelligence  ... 
doi:10.5281/zenodo.7048026 fatcat:6hboujlxf5ahjbosfm6gvq2fg4

The exploration of continuous learning intention in STEAM education through attitude, motivation, and cognitive load

Chih-Hung Wu, Chih-Hsing Liu, Yueh-Min Huang
2022 International Journal of STEM Education  
Highlights The STEAM learning cycle was proposed to describe four phases for successful STEAM learning. Affect factors of learning intention in STEAM education were investigated.  ...  Perceived usability directly influences learning intention and strengthens the relationship between attitudes and intention.  ...  Acknowledgements The authors would like to thank the Ministry of Science and Technology, Taiwan, for financial support (MOST 108-2511-H-142-007-MY2; MOST 110-2511-H-142 -008 -MY2; 110-2511-H-006-012-MY3  ... 
doi:10.1186/s40594-022-00346-y doaj:fb1f141662ab4c1aab3efd1569af8ebc fatcat:nurirs74prcvlbbvecquhsjmcq

ANNETTE: Accurate Neural Network Execution Time Estimation with Stacked Models

Matthias Wess, Matvey Ivanov, Christoph Unger, Anvesh Nookala, Alexander Wendt, Axel Jantsch
2020 IEEE Access  
For a randomly selected subset of 34 networks of the NASBench dataset, the mixed model reaches fidelity of 0.988 in Spearman's rank correlation coefficient metric.  ...  However, as DNN algorithms become more complex and optimized for specific applications, latency requirements remain challenging, and it is critical to find the optimal points in the design space.  ...  Tab. 4 shows the F 1 score and the Matthews Correlation Coefficient (MCC) for the fusing of element-wise addition and pooling layers.  ... 
doi:10.1109/access.2020.3047259 fatcat:bncypj4ji5dwrmt46nercjph3m


2018 Technology Innovation Management Review  
In particular, we focus on the topics of technology and global entrepreneurship in small and large companies. We welcome input from readers into upcoming themes.  ...  The TIM Review brings together diverse viewpoints -from academics, entrepreneurs, companies of all sizes, the public sector, the community sector, and others -to bridge the gap between theory and practice  ...  As well, the author is thankful for the hard work of two research assistants (Megan Beaulieu and Matthew Zucca) and the helpful comments of a reviewer who weighed in on an earlier draft.  ... 
doi:10.22215/timreview/1133 fatcat:3eyqkw7orjdapnyaqsijwwsmjy

Recognizing Hand Use and Hand Role at Home After Stroke from Egocentric Video [article]

Meng-Fen Tsai, Rosalie H. Wang, Jośe Zariffa
2022 arXiv   pre-print
Objective: To use artificial intelligence-based computer vision to classify hand use and hand role from egocentric videos recorded at home after stroke.  ...  Between-group differences of the models were calculated based on the Mathews correlation coefficient (MCC).  ...  Macro and micro averages [58] of Matthews correlation coefficients (MCCs), F1-scores, precisions, recalls, and accuracies in each condition were reported to give a holistic evaluation of each model's  ... 
arXiv:2207.08920v2 fatcat:wrwa535ctrgc5bkh2z6ym7lk7u

State of AI Ethics Report (Volume 6, February 2022) [article]

Abhishek Gupta
2022 arXiv   pre-print
Given MAIEI's mission to democratize AI, submissions from external collaborators have featured, such as pieces on the "Challenges of AI Development in Vietnam: Funding, Talent and Ethics" and using "Representation  ...  It is a resource for researchers and practitioners alike in the field to set their research and development agendas to make contributions to the field of AI ethics.  ...  of an artificial intelligence system (pp.16-20): 1.  ... 
arXiv:2202.07435v1 fatcat:wbalu3j3ynelfim7eqvxcpwu3q

Gemination in Italian: the GEMMA project

Maria‐Gabriella Di Benedetto
2000 Journal of the Acoustical Society of America  
Simultaneously with the development of direct methods for measuring these five parameters, defining and solving inverse problems based on an artificial intelligence approach appears to overcome some of  ...  To overcome this limitation, exhibits have been constructed in which a clarinet and a trumpet are played using artificial mouths.  ...  The first tool used to measure SVH was an in situ resistivity profiler ͑IRP͒ that logs sediment resistivity at 0.25-mm vertical intervals to depths of 15 cm.  ... 
doi:10.1121/1.4743263 fatcat:obqdn75v75agre5yrl3zvndhce

Ultra‐high‐speed imaging of bubbles interacting with cells and tissue

Michel Versluis, Philippe Marmottant, Sascha Hilgenfeldt, Claus‐Dieter Ohl, Chien T. Chin, Annemieke van Wamel, Nico de Jong, Detlef Lohse
2006 Journal of the Acoustical Society of America  
Acknowledgment of Honolulu Local Meeting Organizing Committees Presentation of Fellowship Certificates  ...  In addition, the reduced sensing capability of the smaller physical apertures may be compensated by using mobility and artificial intelligence to dynamically adapt the sonar configuration to the environment  ...  Results indicated that the main effect of ratings for consonance and dissonance correlated well with studies using artificial signals.  ... 
doi:10.1121/1.4788217 fatcat:5drbrqyk65cqzff2cmj5ne6n5e

Free‐field reciprocity calibration of laboratory standard (LS) microphones using a time selective technique

Knud Rasmussen, Salvador Barrera‐Figueroa
2006 Journal of the Acoustical Society of America  
Acknowledgment of Honolulu Local Meeting Organizing Committees Presentation of Fellowship Certificates  ...  In addition, the reduced sensing capability of the smaller physical apertures may be compensated by using mobility and artificial intelligence to dynamically adapt the sonar configuration to the environment  ...  Results indicated that the main effect of ratings for consonance and dissonance correlated well with studies using artificial signals.  ... 
doi:10.1121/1.4788231 fatcat:o5zthkauwvddtjcer4wralkeja
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