2,891 research outputs found
Aeronautical Engineering: A special bibliography with indexes, supplement 74
This special bibliography lists 295 reports, articles, and other documents introduced into the NASA scientific and technical information system in August 1976
Aerospace Medicine and Biology: A continuing bibliography, supplement 216
One hundred twenty reports, articles, and other documents introduced into the NASA scientific and technical information system in January 1981 are listed. Topics include: sanitary problems; pharmacology; toxicology; safety and survival; life support systems; exobiology; and personnel factors
Automating Systematic Literature Reviews with Natural Language Processing and Text Mining: a Systematic Literature Review
Objectives: An SLR is presented focusing on text mining based automation of
SLR creation. The present review identifies the objectives of the automation
studies and the aspects of those steps that were automated. In so doing, the
various ML techniques used, challenges, limitations and scope of further
research are explained.
Methods: Accessible published literature studies that primarily focus on
automation of study selection, study quality assessment, data extraction and
data synthesis portions of SLR. Twenty-nine studies were analyzed.
Results: This review identifies the objectives of the automation studies,
steps within the study selection, study quality assessment, data extraction and
data synthesis portions that were automated, the various ML techniques used,
challenges, limitations and scope of further research.
Discussion: We describe uses of NLP/TM techniques to support increased
automation of systematic literature reviews. This area has attracted increase
attention in the last decade due to significant gaps in the applicability of TM
to automate steps in the SLR process. There are significant gaps in the
application of TM and related automation techniques in the areas of data
extraction, monitoring, quality assessment and data synthesis. There is thus a
need for continued progress in this area, and this is expected to ultimately
significantly facilitate the construction of systematic literature reviews
Evaluation of attention-based LSTM and Bi-LSTM networks for abstract text classification in systematic literature review automation.
Systematic Review (SR) presents the highest form of evidence in research for decision and policy-making. Nonetheless, the structured steps involved in carrying out SRs make it demanding for reviewers. Many studies have projected the abstract screening stage in the SR process to be the most burdensome for reviewers, thus automating this stage with artificial intelligence (AI). However, majority of these studies focus on using traditional machine learning classifiers for the abstract classification. Thus, there remain a gap to explore the potential of deep learning techniques for this task. This study seeks to bridge the gap by exploring how LSTM and Bi-LSTM models together with GloVe for vectorisation can accelerate this stage. As a further aim to increase precision while sustaining a recall >= 95% due to precision-recall trade-off, attention mechanics is added to these classifiers. The final experimental results obtained showed that Bi-LSTM with attention has the capacity to expedite citation screening
Aerospace medicine and biology: A continuing bibliography with indexes (supplement 335)
This bibliography lists 143 reports, articles and other documents introduced into the NASA Scientific and Technical Information System during March, 1990. Subject coverage includes: aerospace medicine and psychology, life support systems and controlled environments, safety equipment, exobiology and extraterrestrial life, and flight crew behavior and performance
Aerospace Medicine and Biology. A continuing bibliography with indexes, supplement 151
This bibliography lists 195 reports, articles, and other documents introduced into the NASA scientific and technical information system in January 1976
Automatic Emotion Recognition in Children with Autism: A Systematic Literature Review
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).The automatic emotion recognition domain brings new methods and technologies that might be used to enhance therapy of children with autism. The paper aims at the exploration of methods and tools used to recognize emotions in children. It presents a literature review study that was performed using a systematic approach and PRISMA methodology for reporting quantitative and qualitative results. Diverse observation channels and modalities are used in the analyzed studies, including facial expressions, prosody of speech, and physiological signals. Regarding representation models, the basic emotions are the most frequently recognized, especially happiness, fear, and sadness. Both single-channel and multichannel approaches are applied, with a preference for the first one. For multimodal recognition, early fusion was the most frequently applied. SVM and neural networks were the most popular for building classifiers. Qualitative analysis revealed important clues on participant group construction and the most common combinations of modalities and methods. All channels are reported to be prone to some disturbance, and as a result, information on a specific symptoms of emotions might be temporarily or permanently unavailable. The challenges of proper stimuli, labelling methods, and the creation of open datasets were also identified.Peer reviewedFinal Published versio
Aerospace Medicine and Biology
This bibliography lists 184 reports, articles and other documents introduced into the NASA Scientific and Technical Information System during October 1989. Subject coverage includes: aerospace medicine and psychology, life support systems and controlled environments, safety equipment, exobiology and extraterrestrial life, and flight crew behavior and performance
Aeronautical engineering: A special bibliography with indexes, supplement 80
This bibliography lists 277 reports, articles, and other documents introduced into the NASA scientific and technical information system in January 1977
Aerospace medicine and biology: A continuing bibliography with indexes (supplement 360)
This bibliography lists 217 reports, articles and other documents introduced into the NASA Scientific and Technical Information System during February 1992. Subject coverage includes: aerospace medicine and physiology, life support systems and man/system technology, protective clothing, exobiology and extraterrestrial life, planetary biology, and flight crew behavior and performance
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