首页 > 最新文献

Proceedings of the International Conference on Health Informatics and Medical Application Technology最新文献

英文 中文
A Framework for AI-enabled Proactive mHealth with Automated Decision-making for a User's Context 一个支持人工智能的主动移动医疗框架,具有针对用户上下文的自动决策
Muhammad Sulaiman, Anne Håkansson, Randi Karlsen
Health promotion is to enable people to take control over their health. Digital health with mHealth empowers users to establish proactive health, ubiquitously. The users shall have increased control over their health to improve their life by being proactive. To develop proactive health with the principles of prediction, prevention, and ubiquitous health, artificial intelligence with mHealth can play a pivotal role. There are various challenges for establishing proactive mHealth. For example, the system must be adaptive and provide timely interventions by considering the uniqueness of the user. The context of the user is also highly relevant for proactive mHealth. The context provides parameters as input along with information to formulate the current state of the user. Automated decision-making is significant with user-level decision-making as it enables decisions to promote well-being by technological means without human involvement. This paper presents a design framework of AI-enabled proactive mHealth that includes automated decision-making with predictive analytics, Just-in-time adaptive interventions and a P5 approach to mHealth. The significance of user-level decision-making for automated decision-making is presented. Furthermore, the paper provides a holistic view of the user's context with profile and characteristics. The paper also discusses the need for multiple parameters as inputs, and the identification of sources e.g., wearables, sensors, and other resources, with the challenges in the implementation of the framework. Finally, a proof-of-concept based on the framework provides design and implementation steps, architecture, goals, and feedback process. The framework shall provide the basis for the further development of AI-enabled proactive mHealth.
促进健康是为了使人们能够控制自己的健康。数字健康与移动健康授权用户建立主动健康,无处不在。使用者应加强对自身健康的控制,积极主动地改善生活。为了发展具有预测、预防和无处不在的健康原则的主动健康,具有移动健康的人工智能可以发挥关键作用。建立主动移动医疗存在各种挑战。例如,系统必须是自适应的,并通过考虑用户的独特性提供及时的干预。用户的背景也与主动移动健康高度相关。上下文提供参数作为输入和信息,以确定用户的当前状态。自动化决策对于用户级决策具有重要意义,因为它使决策能够通过技术手段促进福祉,而无需人工参与。本文提出了一个基于人工智能的主动移动医疗的设计框架,其中包括带有预测分析的自动决策、即时适应性干预和移动医疗的P5方法。提出了用户级决策对自动化决策的重要意义。此外,本文提供了一个整体的视图,用户的背景资料和特征。本文还讨论了对多个参数作为输入的需求,以及可穿戴设备、传感器和其他资源等来源的识别,以及框架实施中的挑战。最后,基于框架的概念验证提供了设计和实现步骤、体系结构、目标和反馈过程。该框架将为人工智能主动移动医疗的进一步发展提供基础。
{"title":"A Framework for AI-enabled Proactive mHealth with Automated Decision-making for a User's Context","authors":"Muhammad Sulaiman, Anne Håkansson, Randi Karlsen","doi":"10.5220/0010843200003123","DOIUrl":"https://doi.org/10.5220/0010843200003123","url":null,"abstract":"Health promotion is to enable people to take control over their health. Digital health with mHealth empowers users to establish proactive health, ubiquitously. The users shall have increased control over their health to improve their life by being proactive. To develop proactive health with the principles of prediction, prevention, and ubiquitous health, artificial intelligence with mHealth can play a pivotal role. There are various challenges for establishing proactive mHealth. For example, the system must be adaptive and provide timely interventions by considering the uniqueness of the user. The context of the user is also highly relevant for proactive mHealth. The context provides parameters as input along with information to formulate the current state of the user. Automated decision-making is significant with user-level decision-making as it enables decisions to promote well-being by technological means without human involvement. This paper presents a design framework of AI-enabled proactive mHealth that includes automated decision-making with predictive analytics, Just-in-time adaptive interventions and a P5 approach to mHealth. The significance of user-level decision-making for automated decision-making is presented. Furthermore, the paper provides a holistic view of the user's context with profile and characteristics. The paper also discusses the need for multiple parameters as inputs, and the identification of sources e.g., wearables, sensors, and other resources, with the challenges in the implementation of the framework. Finally, a proof-of-concept based on the framework provides design and implementation steps, architecture, goals, and feedback process. The framework shall provide the basis for the further development of AI-enabled proactive mHealth.","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"9 1","pages":"111-124"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80358277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Classifying Breast Cytological Images using Deep Learning Architectures 使用深度学习架构对乳腺细胞学图像进行分类
Hasnae Zerouaoui, A. Idri
Breast cancer (BC) is a leading cause of death among women worldwide. It remains a critical challenge, causing over 10 million deaths globally in 2020. Medical images analysis is the most promising research area since it provides facilities for diagnosing several diseases such as breast cancer. The present paper carries out an empirical evaluation of recent deep Convolutional Neural Network (CNN) architectures for a binary classification of breast cytological images based fined tuned versions of seven deep learning techniques: VGG16, VGG19, DenseNet201, InceptionResNetV2, InceptionV3, ResNet50 and MobileNetV2. The empirical evaluations used: (1) four classification performance criteria (accuracy, recall, precision and F1score), (2) Scott Knott (SK) statistical test to select the best cluster of the outperforming architectures, and (3) borda count voting system to rank the best performing architectures. All the evaluations were over the FNAC dataset which contain 212 images. Results showed the potential of deep learning techniques to classify breast cancer in malignant and benign, therefor the findings of this study recommend the use of MobileNetV2 for the classification of the breast cancer cytological images since it gave the best results with an accuracy of
乳腺癌(BC)是全世界妇女死亡的主要原因。它仍然是一个严峻的挑战,2020年在全球造成1000多万人死亡。医学影像分析可以诊断乳腺癌等多种疾病,是最有前途的研究领域。本文对基于VGG16、VGG19、DenseNet201、InceptionResNetV2、InceptionV3、ResNet50和MobileNetV2这七种深度学习技术的精细化版本的乳腺细胞学图像二元分类的最新深度卷积神经网络(CNN)架构进行了实证评估。实证评价采用:(1)4个分类性能标准(准确率、召回率、精度和F1score), (2) Scott Knott (SK)统计检验选择表现优异的架构的最佳聚类,(3)borda计数投票系统对表现最佳的架构进行排名。所有的评估都是在包含212张图像的FNAC数据集上进行的。结果显示深度学习技术在乳腺癌的恶性和良性分类方面的潜力,因此本研究的发现推荐使用MobileNetV2进行乳腺癌细胞学图像的分类,因为它给出了最好的结果,准确率为
{"title":"Classifying Breast Cytological Images using Deep Learning Architectures","authors":"Hasnae Zerouaoui, A. Idri","doi":"10.5220/0010850000003123","DOIUrl":"https://doi.org/10.5220/0010850000003123","url":null,"abstract":"Breast cancer (BC) is a leading cause of death among women worldwide. It remains a critical challenge, causing over 10 million deaths globally in 2020. Medical images analysis is the most promising research area since it provides facilities for diagnosing several diseases such as breast cancer. The present paper carries out an empirical evaluation of recent deep Convolutional Neural Network (CNN) architectures for a binary classification of breast cytological images based fined tuned versions of seven deep learning techniques: VGG16, VGG19, DenseNet201, InceptionResNetV2, InceptionV3, ResNet50 and MobileNetV2. The empirical evaluations used: (1) four classification performance criteria (accuracy, recall, precision and F1score), (2) Scott Knott (SK) statistical test to select the best cluster of the outperforming architectures, and (3) borda count voting system to rank the best performing architectures. All the evaluations were over the FNAC dataset which contain 212 images. Results showed the potential of deep learning techniques to classify breast cancer in malignant and benign, therefor the findings of this study recommend the use of MobileNetV2 for the classification of the breast cancer cytological images since it gave the best results with an accuracy of","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"90 1","pages":"557-564"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90714799","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Disability Advocacy using a Smart Virtual Community 使用智能虚拟社区的残疾倡导
Bushra Kundi, Dhayananth Dharmalingam, Rediet Tadesse, Alexandra Creighton, Rachel Gorman, P. Maret, Fabrice Muhlenbach, Alexis Buettgen, E. Dua, T. Mgwigwi, S. Dinca-Panaitescu, Christo El Morr
The lack of readily available disability data is a major barrier for disability advocacy globally. The collection and access to disability data is crucial to address social inequities, discrimination, and human rights violations within the disability community. The Disability Wiki project intends to use AI techniques such as Machine Learning and Semantic Web to extract and store existing disability-related data into one platform (Wikibase) and to provide a multilingual natural language enabled search engine and a screen-reader-accessible for its
缺乏现成的残疾数据是全球残疾宣传的一个主要障碍。收集和获取残疾数据对于解决残疾人群体中的社会不平等、歧视和侵犯人权问题至关重要。残障Wiki项目打算使用机器学习和语义网等人工智能技术,将现有的残障相关数据提取并存储到一个平台(Wikibase)中,并提供一个支持多语言自然语言的搜索引擎和一个可供其访问的屏幕阅读器
{"title":"Disability Advocacy using a Smart Virtual Community","authors":"Bushra Kundi, Dhayananth Dharmalingam, Rediet Tadesse, Alexandra Creighton, Rachel Gorman, P. Maret, Fabrice Muhlenbach, Alexis Buettgen, E. Dua, T. Mgwigwi, S. Dinca-Panaitescu, Christo El Morr","doi":"10.5220/0010748600003123","DOIUrl":"https://doi.org/10.5220/0010748600003123","url":null,"abstract":"The lack of readily available disability data is a major barrier for disability advocacy globally. The collection and access to disability data is crucial to address social inequities, discrimination, and human rights violations within the disability community. The Disability Wiki project intends to use AI techniques such as Machine Learning and Semantic Web to extract and store existing disability-related data into one platform (Wikibase) and to provide a multilingual natural language enabled search engine and a screen-reader-accessible for its","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"8 1","pages":"316-319"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89219621","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
The Mindfulness Meditation Effect on States of Anxiety, Depression, Stress and Quality of Life 正念冥想对焦虑、抑郁、压力状态和生活质量的影响
Pedro Morais, Ana Pinheiro, M. Fonseca, Carla Quintão
{"title":"The Mindfulness Meditation Effect on States of Anxiety, Depression, Stress and Quality of Life","authors":"Pedro Morais, Ana Pinheiro, M. Fonseca, Carla Quintão","doi":"10.5220/0010854900003123","DOIUrl":"https://doi.org/10.5220/0010854900003123","url":null,"abstract":"","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"11 1","pages":"573-582"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89953454","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Protecting Non-communicable Diseases Patients during Pandemics: Fundamental Rules for Engagement and the Case of Lebanon 在大流行病期间保护非传染性疾病患者:参与的基本规则和黎巴嫩案例
Luna El Bizri, N. Badr
Non-communicable diseases (NCDs) are still the number one killer in the world. Their economic burden is heavy, notably in low-and-middle-income countries. Lebanon is a middle-income country in the Eastern Mediterranean region. The arising COVID-19 pandemic, political and economic instability, inadequate funding, and deteriorated infrastructure have rendered the country a fragile setting, significantly affecting persons with non-communicable diseases. Improving the patient journey during the COVID-19 pandemic and a comprehensive approach to NCD management is important during emergencies.This paper used a quantitate literature review to provide a theoretical framework touching NCDs patients in their journey during emergencies and crisis. It further adopted the Sendai Framework to draw the road for these patients in Lebanon. The ultimate goal is better preparedness and response in case of emergencies and disasters. It calls for a clear and coordinated action plan addressing the challenges posed by NCDs to a resilient country's response. This paper provides an overview of the situation of NCD patients in Lebanon during the COVID19 pandemic. It suggests strategies to address noncommunicable diseases guided by the Sendai Framework's four priorities, based on previous experiences.
非传染性疾病(NCDs)仍然是世界头号杀手。他们的经济负担很重,特别是在低收入和中等收入国家。黎巴嫩是东地中海地区的一个中等收入国家。2019冠状病毒病大流行、政治和经济不稳定、资金不足以及基础设施恶化使该国处于脆弱状态,严重影响了非传染性疾病患者。在COVID-19大流行期间,改善患者旅程和采取全面的非传染性疾病管理方法在紧急情况下非常重要。本文采用定量文献综述的方法,为非传染性疾病患者在紧急情况和危机期间的旅程提供了一个理论框架。它还通过了《仙台框架》,为黎巴嫩的这些病人指明道路。最终目标是在发生紧急情况和灾害时更好地做好准备和作出反应。它要求制定一项明确和协调的行动计划,以应对非传染性疾病对有复原力的国家的应对措施构成的挑战。本文概述了2019冠状病毒病大流行期间黎巴嫩非传染性疾病患者的情况。它根据以往的经验,提出了以仙台框架的四个优先事项为指导的解决非传染性疾病的战略。
{"title":"Protecting Non-communicable Diseases Patients during Pandemics: Fundamental Rules for Engagement and the Case of Lebanon","authors":"Luna El Bizri, N. Badr","doi":"10.5220/0010742300003123","DOIUrl":"https://doi.org/10.5220/0010742300003123","url":null,"abstract":"Non-communicable diseases (NCDs) are still the number one killer in the world. Their economic burden is heavy, notably in low-and-middle-income countries. Lebanon is a middle-income country in the Eastern Mediterranean region. The arising COVID-19 pandemic, political and economic instability, inadequate funding, and deteriorated infrastructure have rendered the country a fragile setting, significantly affecting persons with non-communicable diseases. Improving the patient journey during the COVID-19 pandemic and a comprehensive approach to NCD management is important during emergencies.This paper used a quantitate literature review to provide a theoretical framework touching NCDs patients in their journey during emergencies and crisis. It further adopted the Sendai Framework to draw the road for these patients in Lebanon. The ultimate goal is better preparedness and response in case of emergencies and disasters. It calls for a clear and coordinated action plan addressing the challenges posed by NCDs to a resilient country's response. This paper provides an overview of the situation of NCD patients in Lebanon during the COVID19 pandemic. It suggests strategies to address noncommunicable diseases guided by the Sendai Framework's four priorities, based on previous experiences.","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"74 1","pages":"306-315"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86529103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Long COVID Diary: A User Centered Approach for the Design of a Mobile Application Supporting Long COVID Patients 长COVID日记:支持长COVID患者的移动应用程序设计以用户为中心的方法
A. Hausberger, B. Tappeiner, René Baranyi, T. Grechenig
: A significant part of patients who have recovered from COVID-19 has been experiencing COVID-like symptoms for weeks and months after the initial disease. These patients have been called “Long COVID patients”. Currently, guidelines are being published that inform about these symptoms and may deliver a basis for medical diagnoses. In this paper, the possibility of a Long COVID patient support app is being discussed. To gain insight into the needs and requirements of patients with Long COVID, a questionnaire was conducted with 193 participants from a self help-group in Austria. The results show that Long COVID has a profound nega-tive impact on the daily lives of people who are suffering from the disease. Also, the results show a demand for more support and indicate the role that a Long COVID symptom tracking app could play in this context. Concerning digital support, ten crucial features of a potential Long COVID support app were identified by analyzing the answers to the questionnaire. Apart from health and symptom tracking features, sharing of data with medical professionals, appointment management, and news features were considered important features to support patients suffering from Long COVID throughout their journey to get better.
:很大一部分从COVID-19中康复的患者在最初发病后数周或数月内一直出现类似COVID-19的症状。这些患者被称为“长冠患者”。目前,正在发布指南,告知这些症状,并可能提供医学诊断的基础。在本文中,正在讨论长COVID患者支持应用程序的可能性。为了深入了解长冠肺炎患者的需求和要求,我们对奥地利一个自助小组的193名参与者进行了问卷调查。结果表明,新冠肺炎对患者的日常生活产生了深远的负面影响。此外,结果显示需要更多的支持,并表明长COVID症状跟踪应用程序可以在此背景下发挥作用。在数字支持方面,通过分析调查问卷的答案,确定了潜在的长COVID支持应用程序的十个关键功能。除了健康和症状跟踪功能外,与医疗专业人员共享数据、预约管理和新闻功能被认为是支持长期感染COVID的患者在康复过程中的重要功能。
{"title":"Long COVID Diary: A User Centered Approach for the Design of a Mobile Application Supporting Long COVID Patients","authors":"A. Hausberger, B. Tappeiner, René Baranyi, T. Grechenig","doi":"10.5220/0010972300003123","DOIUrl":"https://doi.org/10.5220/0010972300003123","url":null,"abstract":": A significant part of patients who have recovered from COVID-19 has been experiencing COVID-like symptoms for weeks and months after the initial disease. These patients have been called “Long COVID patients”. Currently, guidelines are being published that inform about these symptoms and may deliver a basis for medical diagnoses. In this paper, the possibility of a Long COVID patient support app is being discussed. To gain insight into the needs and requirements of patients with Long COVID, a questionnaire was conducted with 193 participants from a self help-group in Austria. The results show that Long COVID has a profound nega-tive impact on the daily lives of people who are suffering from the disease. Also, the results show a demand for more support and indicate the role that a Long COVID symptom tracking app could play in this context. Concerning digital support, ten crucial features of a potential Long COVID support app were identified by analyzing the answers to the questionnaire. Apart from health and symptom tracking features, sharing of data with medical professionals, appointment management, and news features were considered important features to support patients suffering from Long COVID throughout their journey to get better.","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"47 1","pages":"769-776"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91350117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
An Assistive Technology for Cognition to Support Meal Preparation: The Concept Map of a User-centred Design Process and Procedure 支持膳食准备的认知辅助技术:以用户为中心的设计过程和程序的概念图
S. Zarshenas, N. Bier, H. Pigot, S. Giroux, P. Semeniuk, M. Couture, C. Bottari
: In response to the long-lasting effects of cognitive impairments following acquired brain injury (ABI) on performing meal preparation safely and independently, our team has been working on developing a Cognitive Orthosis for coOKing (COOK) to meet these needs. In this paper, the concept mapping method was used to describe the processes and procedures of employing a user-centred design approach to develop this novel technology. For this purpose, a mixed methodology including qualitative and quantitative studies was conducted for needs analysis, prototype design, prototype evaluation, and technology validation via the examination of the usability and feasibility of COOK within real-life contexts. Our comprehensive studies have shown that COOK is a promising technology for meal preparation by individuals with severe ABI. Further study is warranted/in progress to develop a therapist’s interface to tailor the required type and level of assistance to a broader population with cognitive deficits of varying severity.
为了应对获得性脑损伤(ABI)后认知障碍对安全和独立进行膳食准备的长期影响,我们的团队一直致力于开发烹饪认知矫形器(COOK)来满足这些需求。在本文中,概念映射方法被用来描述采用以用户为中心的设计方法来开发这种新技术的过程和程序。为此,采用了一种混合的方法,包括定性和定量研究,通过在现实环境中检查COOK的可用性和可行性,进行需求分析、原型设计、原型评估和技术验证。我们的综合研究表明,COOK是一种很有前途的技术,用于严重ABI患者的膳食准备。进一步的研究是必要的/正在进行中,以开发一个治疗师的界面,以定制所需的类型和水平的援助,以更广泛的人群的不同严重程度的认知缺陷。
{"title":"An Assistive Technology for Cognition to Support Meal Preparation: The Concept Map of a User-centred Design Process and Procedure","authors":"S. Zarshenas, N. Bier, H. Pigot, S. Giroux, P. Semeniuk, M. Couture, C. Bottari","doi":"10.5220/0010933900003123","DOIUrl":"https://doi.org/10.5220/0010933900003123","url":null,"abstract":": In response to the long-lasting effects of cognitive impairments following acquired brain injury (ABI) on performing meal preparation safely and independently, our team has been working on developing a Cognitive Orthosis for coOKing (COOK) to meet these needs. In this paper, the concept mapping method was used to describe the processes and procedures of employing a user-centred design approach to develop this novel technology. For this purpose, a mixed methodology including qualitative and quantitative studies was conducted for needs analysis, prototype design, prototype evaluation, and technology validation via the examination of the usability and feasibility of COOK within real-life contexts. Our comprehensive studies have shown that COOK is a promising technology for meal preparation by individuals with severe ABI. Further study is warranted/in progress to develop a therapist’s interface to tailor the required type and level of assistance to a broader population with cognitive deficits of varying severity.","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"98 1","pages":"921-928"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73204258","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Practical Wearable Sensor-based Human Activity Recognition Research Pipeline 基于实用可穿戴传感器的人体活动识别研究管道
Hui Liu, Yale Hartmann, Tanja Schultz
: Many researchers devote themselves to studying various aspects of Human Activity Recognition (HAR), such as data analysis, signal processing, feature extraction, and machine learning models. In response to the fact that few documents summarize and form intuitive paradigms for the entire HAR research pipeline, based on the purpose of sharing our years of research experience, we propose a practical, comprehensive HAR research pipeline, called HAR-Pipeline, composed of nine research aspects, aiming to reflect the overall perspective of HAR research topics to the greatest extent and indicate the sequence and relationship between the tasks. Supplemented by the outcomes of our actual series of studies as examples, we demonstrate the proposed pipeline’s rationality and feasibility.
许多研究者致力于研究人类活动识别(Human Activity Recognition, HAR)的各个方面,如数据分析、信号处理、特征提取和机器学习模型。针对目前很少有文献对整个HAR研究管道进行总结和形成直观范式的问题,基于分享我们多年研究经验的目的,我们提出了一个实用的、全面的HAR研究管道,称为HAR- pipeline,由九个研究方面组成,旨在最大程度地反映HAR研究主题的整体视角,并表明任务之间的顺序和关系。并以实际研究结果为例,论证了该管道的合理性和可行性。
{"title":"A Practical Wearable Sensor-based Human Activity Recognition Research Pipeline","authors":"Hui Liu, Yale Hartmann, Tanja Schultz","doi":"10.5220/0010937000003123","DOIUrl":"https://doi.org/10.5220/0010937000003123","url":null,"abstract":": Many researchers devote themselves to studying various aspects of Human Activity Recognition (HAR), such as data analysis, signal processing, feature extraction, and machine learning models. In response to the fact that few documents summarize and form intuitive paradigms for the entire HAR research pipeline, based on the purpose of sharing our years of research experience, we propose a practical, comprehensive HAR research pipeline, called HAR-Pipeline, composed of nine research aspects, aiming to reflect the overall perspective of HAR research topics to the greatest extent and indicate the sequence and relationship between the tasks. Supplemented by the outcomes of our actual series of studies as examples, we demonstrate the proposed pipeline’s rationality and feasibility.","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"74 1","pages":"847-856"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74363848","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 18
A Digital, Game-based Application to Support Treatment of Parkinson's Disease: A Design Thinking Approach 支持帕金森病治疗的基于游戏的数字化应用:设计思维方法
A. Mainz, S. Meister
One of the most common neurodegenerative disorders that affects more and more people at an advanced age is Parkinson’s disease. Patients suffer from various symptoms and especially the motor restrictions and psychological symptoms worsen the quality of life of the affected persons. The physical therapy for this disease to improve motor performance and complementary exercises is characterised by repetitive training and patients often suffer from a strong exhaustion and lack of motivation due to their disease. To address these problems, a serious game concept for Parkinson's therapy was developed. The concept was created using the Design Thinking methodology for a user-centred design. The final result is the concept and prototype of a competitive multiplayer exergame that was developed to increase the motivation of the patients to participate through social play and the idea of competition in order to support the motor therapy of Parkinson’s disease
帕金森氏症是影响越来越多老年人的最常见的神经退行性疾病之一。患者表现出多种症状,尤其是运动受限和心理症状,使患者的生活质量恶化。这种疾病的物理治疗是为了改善运动表现和补充运动,其特点是重复训练,患者经常因疾病而感到强烈的疲惫和缺乏动力。为了解决这些问题,帕金森病治疗的一个严肃的游戏概念被开发出来。这个概念是使用以用户为中心的设计思维方法创建的。最终的结果是竞争性多人游戏的概念和原型,这是为了通过社交游戏和竞争的想法来增加患者参与的动机,以支持帕金森病的运动治疗
{"title":"A Digital, Game-based Application to Support Treatment of Parkinson's Disease: A Design Thinking Approach","authors":"A. Mainz, S. Meister","doi":"10.5220/0010846100003123","DOIUrl":"https://doi.org/10.5220/0010846100003123","url":null,"abstract":"One of the most common neurodegenerative disorders that affects more and more people at an advanced age is Parkinson’s disease. Patients suffer from various symptoms and especially the motor restrictions and psychological symptoms worsen the quality of life of the affected persons. The physical therapy for this disease to improve motor performance and complementary exercises is characterised by repetitive training and patients often suffer from a strong exhaustion and lack of motivation due to their disease. To address these problems, a serious game concept for Parkinson's therapy was developed. The concept was created using the Design Thinking methodology for a user-centred design. The final result is the concept and prototype of a competitive multiplayer exergame that was developed to increase the motivation of the patients to participate through social play and the idea of competition in order to support the motor therapy of Parkinson’s disease","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"40 1","pages":"125-134"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88319852","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Privacy Notifications for Transparency in Fitness Apps 隐私通知透明度在健身应用程序
Mirco Baseniak, Tom Lorenz, Ina Schiering
mHealth applications including fitness apps are an important trend. To monitor fitness activities a broad range of personal data is processed typically including location data and vital signs. For some of these applications it is not transparent which data is processed. To foster transparency and intervenability in mobile applications the concept of privacy notifications is an opportunity to provide users with information about processed data during the use of the application. In the context of a fitness app a concept for privacy notifications is proposed and evaluated in a user study.
包括健身应用在内的移动健康应用是一个重要趋势。为了监测健身活动,需要处理广泛的个人数据,通常包括位置数据和生命体征。对于其中一些应用程序,处理哪些数据并不透明。为了提高移动应用程序的透明度和可干预性,隐私通知的概念为用户提供了一个在使用应用程序期间提供有关处理数据信息的机会。在健身应用的背景下,提出了隐私通知的概念,并在用户研究中进行了评估。
{"title":"Privacy Notifications for Transparency in Fitness Apps","authors":"Mirco Baseniak, Tom Lorenz, Ina Schiering","doi":"10.5220/0010912600003123","DOIUrl":"https://doi.org/10.5220/0010912600003123","url":null,"abstract":"mHealth applications including fitness apps are an important trend. To monitor fitness activities a broad range of personal data is processed typically including location data and vital signs. For some of these applications it is not transparent which data is processed. To foster transparency and intervenability in mobile applications the concept of privacy notifications is an opportunity to provide users with information about processed data during the use of the application. In the context of a fitness app a concept for privacy notifications is proposed and evaluated in a user study.","PeriodicalId":20676,"journal":{"name":"Proceedings of the International Conference on Health Informatics and Medical Application Technology","volume":"4 1","pages":"705-710"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83663304","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Proceedings of the International Conference on Health Informatics and Medical Application Technology
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1