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A Longitudinal Study of the Emotional Content in Indian Political Speeches 印度政治演讲中情感内容的纵向研究
S. Pandey, Mohit Manohar Nirgulkar, H. S. Shekhawat
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引用次数: 0
Comparison for Polyp Segmentation Models: Focusing on Inference Speed 多边形分割模型的比较:以推理速度为中心
Seung-Gun Lee, Seung-Min Jeong, Chae-Lin Seok, Jin Man Kim, Eui Chul Lee
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引用次数: 0
Monitoring Pollination by Honeybee Using Computer Vision 利用计算机视觉监测蜜蜂授粉
Vinit Kujur, Anterpreet Kaur Bedi, Mukesh Saini
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引用次数: 0
Low-Cost Entry-Level Educational Drone with Associated K-12 Education Strategy 低成本入门级教育无人机与相关的K-12教育战略
Bailey Wimer, Justin Dannemiller, Saifuddin Mahmud, Jong-Hoon Kim
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引用次数: 0
Design of a Mixed Reality-Based Immersive Virtual Environment System for Social Interaction and Behavioral Studies 基于混合现实的沉浸式虚拟环境社会互动与行为研究系统设计
Sophia Matar, Alfred Shaker, Saifuddin Mahmud, Jong-Hoon Kim, J. V. Klooster
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引用次数: 0
Modeling the Problem of Integral Geometry on the Family of Broken Lines Based on Tikhonov Regularization 基于Tikhonov正则化的折线族积分几何问题建模
N. Uteuliev, G. Djaykov, A. O. Pirimbetov
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引用次数: 0
Improving Gaze Estimation Performance Using Ensemble Loss Function 利用集成损失函数改进注视估计性能
Seunghyun Kim, Seung-Gye Lee, J. Lee, Eui Chul Lee
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引用次数: 0
On the Evaluation of Generated Stylised Lyrics Using Deep Generative Models: A Preliminary Study 基于深度生成模型的生成风格化歌词评价初探
H. Hong, Sohyeon Kim, Jee Hang Lee
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引用次数: 0
A Novel Methodology for Assessing and Modeling Manufacturing Processes: A Case Study for the Metallurgical Industry 制造过程评估与建模的新方法:冶金工业案例研究
Jan Reschke, Diego Gallego-García, Sergio Gallego-García, M. García-García
Historically, researchers and practitioners have often failed to consider all the areas, factors, and implications of a process within an integrated manufacturing model. Thus, the aim of this research was to propose a holistic approach to manufacturing processes in order to assess their status and performance to improve target indicators such as product quality. For this purpose, a conceptual model is designed by identifying areas, flows, and indicators that are relevant to the assessment of a manufacturing system. Moreover, using the conceptual model, manufacturing systems can be modeled considering all related flows and decision-making options in the respective areas of production, maintenance, and quality. As a result, this model serves as the basis for the integral management and control of manufacturing systems in digital twin models for the regulation of process stability and quality with maintenance strategies. Thus, an assessment based on the conceptual model improves the knowledge level of all elements involved in the manufacturing of a product according to the desired quality specifications. The continuous monitoring of all areas and flows together with the optimal strategies in the quality and maintenance areas can enable companies to increase their profitability and customer service level. In this context, the discussion section lists key decision aspects for the assessment and improvement of manufacturing systems, while also providing a methodological sequence to evaluate and improve manufacturing systems. In conclusion, the conceptual approach allows better decision making, ensuring continuous optimization along the manufacturing asset lifecycle and providing a unique selling proposition for equipment producers and service engineering suppliers, as well as for production and assembly companies.
从历史上看,研究人员和实践者经常未能考虑集成制造模型中过程的所有领域、因素和含义。因此,本研究的目的是提出一个整体的方法来制造过程,以评估其状态和性能,以提高目标指标,如产品质量。为此目的,通过识别与制造系统评估相关的领域、流程和指标来设计概念模型。此外,使用概念模型,可以对制造系统进行建模,考虑生产、维护和质量各个领域的所有相关流程和决策选择。因此,该模型可作为数字孪生模型中制造系统的整体管理和控制的基础,用于通过维护策略调节过程稳定性和质量。因此,基于概念模型的评估根据期望的质量规范提高了产品制造中涉及的所有要素的知识水平。对所有领域和流程的持续监控以及质量和维护领域的最佳策略可以使公司提高其盈利能力和客户服务水平。在这种情况下,讨论部分列出了评估和改进制造系统的关键决策方面,同时也提供了评估和改进制造系统的方法序列。总而言之,概念方法可以更好地做出决策,确保制造资产生命周期的持续优化,并为设备生产商、服务工程供应商以及生产和装配公司提供独特的销售主张。
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引用次数: 9
CATAN: Chart-aware temporal attention network for adverse outcome prediction. 用于不良结果预测的图表感知时间注意网络。
Pub Date : 2021-08-01 Epub Date: 2021-10-15 DOI: 10.1109/ichi52183.2021.00024
Zelalem Gero, Joyce C Ho

There is an increased adoption of electronic health record systems by a variety of hospitals and medical centers. This provides an opportunity to leverage automated computer systems in assisting healthcare workers. One of the least utilized but rich source of patient information is the unstructured clinical text. In this work, we develop CATAN, a chart-aware temporal attention network for learning patient representations from clinical notes. We introduce a novel representation where each note is considered a single unit, like a sentence, and composed of attention-weighted words. The notes in turn are aggregated into a patient representation using a second weighting unit, note attention. Unlike standard attention computations which focus only on the content of the note, we incorporate the chart-time for each note as a constraint for attention calculation. This allows our model to focus on notes closer to the prediction time. Using the MIMIC-III dataset, we empirically show that our patient representation and attention calculation achieves the best performance in comparison with various state-of-the-art baselines for one-year mortality prediction and 30-day hospital readmission. Moreover, the attention weights can be used to offer transparency into our model's predictions.

各种医院和医疗中心越来越多地采用电子健康记录系统。这为利用自动化计算机系统协助医疗工作者提供了机会。其中利用最少,但丰富的病人信息来源是非结构化的临床文本。在这项工作中,我们开发了CATAN,一个图表感知的时间注意网络,用于从临床记录中学习患者表征。我们引入了一种新颖的表示,其中每个音符被认为是一个单独的单位,就像一个句子一样,由注意力加权的单词组成。这些笔记反过来又使用第二个加权单位——笔记注意力——聚合成患者的代表。与仅关注音符内容的标准注意力计算不同,我们将每个音符的图表时间作为注意力计算的约束。这使得我们的模型可以专注于更接近预测时间的音符。使用MIMIC-III数据集,我们通过经验表明,与各种最先进的1年死亡率预测和30天再入院基线相比,我们的患者代表性和注意力计算达到了最佳性能。此外,注意权重可以用来为我们的模型预测提供透明度。
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引用次数: 0
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IEEE International Conference on Healthcare Informatics. IEEE International Conference on Healthcare Informatics
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