Author: R. Marcilly
Publisher: IOS Press
ISBN: 1643682318
Category : Medical
Languages : en
Pages : 122
Book Description
The COVID-19 pandemic has disrupted many global industries, none more so than healthcare, and has necessitated the need for health informatics innovations that can bridge time and space to provide timely care. It has also emphasized the need for a system-level informatics infrastructure to support the healthcare management of populations at a macro level, while also providing the necessary support for front line care delivery at a micro level. However, the need for change at a fast pace does not remove the need for an evidence base to support health technologies. This raises fundamental questions about how the informatics tools required can be delivered at pace without compromising the quality and safety of such tools. This book presents papers from the biennial conference on Context Sensitive Health Informatics, CSHI 2021, held as a virtual event on 15 and 16 November 2021. The theme of the 2021 conference was: The Role of Informatics in Global Pandemics, and this book includes 18 papers on a variety of topics, divided into 4 sections: health information management in the COVID-19 context; implementation of new practices and technologies in healthcare; sociotechnical analysis of task performance and workload in healthcare; and innovations in design and evaluation methods of health technologies. The book provides an overview of innovative health information systems rooted in robust scientific research on context and health information technology, and will be of interest to all those working in the field of health informatics.
Context Sensitive Health Informatics: The Role of Informatics in Global Pandemics
Author: R. Marcilly
Publisher: IOS Press
ISBN: 1643682318
Category : Medical
Languages : en
Pages : 122
Book Description
The COVID-19 pandemic has disrupted many global industries, none more so than healthcare, and has necessitated the need for health informatics innovations that can bridge time and space to provide timely care. It has also emphasized the need for a system-level informatics infrastructure to support the healthcare management of populations at a macro level, while also providing the necessary support for front line care delivery at a micro level. However, the need for change at a fast pace does not remove the need for an evidence base to support health technologies. This raises fundamental questions about how the informatics tools required can be delivered at pace without compromising the quality and safety of such tools. This book presents papers from the biennial conference on Context Sensitive Health Informatics, CSHI 2021, held as a virtual event on 15 and 16 November 2021. The theme of the 2021 conference was: The Role of Informatics in Global Pandemics, and this book includes 18 papers on a variety of topics, divided into 4 sections: health information management in the COVID-19 context; implementation of new practices and technologies in healthcare; sociotechnical analysis of task performance and workload in healthcare; and innovations in design and evaluation methods of health technologies. The book provides an overview of innovative health information systems rooted in robust scientific research on context and health information technology, and will be of interest to all those working in the field of health informatics.
Publisher: IOS Press
ISBN: 1643682318
Category : Medical
Languages : en
Pages : 122
Book Description
The COVID-19 pandemic has disrupted many global industries, none more so than healthcare, and has necessitated the need for health informatics innovations that can bridge time and space to provide timely care. It has also emphasized the need for a system-level informatics infrastructure to support the healthcare management of populations at a macro level, while also providing the necessary support for front line care delivery at a micro level. However, the need for change at a fast pace does not remove the need for an evidence base to support health technologies. This raises fundamental questions about how the informatics tools required can be delivered at pace without compromising the quality and safety of such tools. This book presents papers from the biennial conference on Context Sensitive Health Informatics, CSHI 2021, held as a virtual event on 15 and 16 November 2021. The theme of the 2021 conference was: The Role of Informatics in Global Pandemics, and this book includes 18 papers on a variety of topics, divided into 4 sections: health information management in the COVID-19 context; implementation of new practices and technologies in healthcare; sociotechnical analysis of task performance and workload in healthcare; and innovations in design and evaluation methods of health technologies. The book provides an overview of innovative health information systems rooted in robust scientific research on context and health information technology, and will be of interest to all those working in the field of health informatics.
Context Sensitive Health Informatics and the Pandemic Boost
Author: A. Bamgboje-Ayodele
Publisher: IOS Press
ISBN: 1643683993
Category : Medical
Languages : en
Pages : 146
Book Description
The COVID-19 pandemic has accelerated the pace at which innovative health technologies are being designed, developed, and implemented. This inevitably presents new risks and challenges, not least, how to ensure that these technologies are appropriate for particular environments. In this sense, ‘environments’ may be people in various roles (e.g. patients, users, designers, evaluators) or non-human constructs such as organizations, work practices, guidelines and protocols, buildings, and markets. This book presents papers from CSHI 2023, the latest in the series of biennial conferences on Context Sensitive Health Informatics, held in Sydney, Australia, on 5 and 6 July 2023. The theme of CSHI 2023 was Context Sensitive Health Informatics and the Pandemic Boost, and the book includes 19 papers and 7 poster abstracts covering a variety of topics. These are divided into 5 sections: clinician perceptions and use of health technologies; workforce development in health informatics; aligning workflows and work systems to health technologies; co-design, equitable evaluation, and sustainable implementation of digital health tools; and big data and information management. The book provides an overview of the latest health information systems and of recent research in the area of context and health information technologies, and will be of interest to all those working in the field of health informatics.
Publisher: IOS Press
ISBN: 1643683993
Category : Medical
Languages : en
Pages : 146
Book Description
The COVID-19 pandemic has accelerated the pace at which innovative health technologies are being designed, developed, and implemented. This inevitably presents new risks and challenges, not least, how to ensure that these technologies are appropriate for particular environments. In this sense, ‘environments’ may be people in various roles (e.g. patients, users, designers, evaluators) or non-human constructs such as organizations, work practices, guidelines and protocols, buildings, and markets. This book presents papers from CSHI 2023, the latest in the series of biennial conferences on Context Sensitive Health Informatics, held in Sydney, Australia, on 5 and 6 July 2023. The theme of CSHI 2023 was Context Sensitive Health Informatics and the Pandemic Boost, and the book includes 19 papers and 7 poster abstracts covering a variety of topics. These are divided into 5 sections: clinician perceptions and use of health technologies; workforce development in health informatics; aligning workflows and work systems to health technologies; co-design, equitable evaluation, and sustainable implementation of digital health tools; and big data and information management. The book provides an overview of the latest health information systems and of recent research in the area of context and health information technologies, and will be of interest to all those working in the field of health informatics.
Informatics and Technology in Clinical Care and Public Health
Author: J. Mantas
Publisher: IOS Press
ISBN: 1643682512
Category : Medical
Languages : en
Pages : 540
Book Description
Data, informatics, and technology are now among the most important aspects inspiring health professionals and informaticians to improve healthcare for the benefit of patients. This book presents the proceedings of the 19th annual International Conference on Informatics, Management, and Technology in Healthcare (ICIMTH 2021), held as a virtual event due to COVID-19 pandemic restrictions on 16 and 17 October 2021 in Athens, Greece. The ICIMTH conferences are a series of scientific events which bring together scientists working in the field of biomedical and health informatics from around the world. The 2021 conference examined the field of biomedical and health informatics in a very broad framework, presenting the research and application outcomes of informatics from cell to populations, and including a number of technologies such as imaging, sensors and biomedical equipment, as well as management and organizational aspects, including legal and social issues and the setting of research priorities in health informatics. A significant number of the papers included here relate to the COVID-19 pandemic. Providing an insight into the latest developments in biomedical and health informatics, the book will be of interest to all those working in the field.
Publisher: IOS Press
ISBN: 1643682512
Category : Medical
Languages : en
Pages : 540
Book Description
Data, informatics, and technology are now among the most important aspects inspiring health professionals and informaticians to improve healthcare for the benefit of patients. This book presents the proceedings of the 19th annual International Conference on Informatics, Management, and Technology in Healthcare (ICIMTH 2021), held as a virtual event due to COVID-19 pandemic restrictions on 16 and 17 October 2021 in Athens, Greece. The ICIMTH conferences are a series of scientific events which bring together scientists working in the field of biomedical and health informatics from around the world. The 2021 conference examined the field of biomedical and health informatics in a very broad framework, presenting the research and application outcomes of informatics from cell to populations, and including a number of technologies such as imaging, sensors and biomedical equipment, as well as management and organizational aspects, including legal and social issues and the setting of research priorities in health informatics. A significant number of the papers included here relate to the COVID-19 pandemic. Providing an insight into the latest developments in biomedical and health informatics, the book will be of interest to all those working in the field.
Context Sensitive Health Informatics: Human and Sociotechnical Approaches
Author: M.-C. Beuscart-Zéphir
Publisher: IOS Press
ISBN: 1614992932
Category : Medical
Languages : en
Pages : 224
Book Description
Healthcare information technologies are now routinely deployed in a variety of healthcare contexts. These contexts differ widely, but the smooth integration of IT systems is crucial, so the design, implementation, and evaluation of safe, effective, efficient and easy to adopt health informatics involves careful consideration of both human and organizational factors. This book presents the proceedings of the Context Sensitive Health Informatics (CSHI) conference, held in Copenhagen, Denmark, in August 2013. The theme of this year’s conference is human and sociotechnical approaches. The Human Factors approach is distinctly design-driven and aims to optimize performance, safety and users’ sense of well-being associated with their use of a system through the application of user-centered systems design and evaluation. The papers and presentations included here are grouped under the topics: patients and IT; usability test and evaluation; work tasks and related contexts; human factors and simulation; and context and systems design, and outline theories and models for studying contextual issues and insights related to how health information technologies can be better designed to accommodate different healthcare contexts. Healthcare organizations, health policy makers and regulatory bodies globally are starting to acknowledge this essential role of human and organizational factors for safe and effective health information technology. This book will be of interest to all those involved in improving the quality of healthcare worldwide.
Publisher: IOS Press
ISBN: 1614992932
Category : Medical
Languages : en
Pages : 224
Book Description
Healthcare information technologies are now routinely deployed in a variety of healthcare contexts. These contexts differ widely, but the smooth integration of IT systems is crucial, so the design, implementation, and evaluation of safe, effective, efficient and easy to adopt health informatics involves careful consideration of both human and organizational factors. This book presents the proceedings of the Context Sensitive Health Informatics (CSHI) conference, held in Copenhagen, Denmark, in August 2013. The theme of this year’s conference is human and sociotechnical approaches. The Human Factors approach is distinctly design-driven and aims to optimize performance, safety and users’ sense of well-being associated with their use of a system through the application of user-centered systems design and evaluation. The papers and presentations included here are grouped under the topics: patients and IT; usability test and evaluation; work tasks and related contexts; human factors and simulation; and context and systems design, and outline theories and models for studying contextual issues and insights related to how health information technologies can be better designed to accommodate different healthcare contexts. Healthcare organizations, health policy makers and regulatory bodies globally are starting to acknowledge this essential role of human and organizational factors for safe and effective health information technology. This book will be of interest to all those involved in improving the quality of healthcare worldwide.
Transforming Biomedical Informatics and Health Information Access
Author: B.L. Humphreys
Publisher: IOS Press
ISBN: 1643682393
Category : Medical
Languages : en
Pages : 492
Book Description
During his 31-year tenure as director of the U.S. National Library of Medicine (NLM), Donald A.B. Lindberg M.D. dramatically increased access to knowledge about health issues, medicine, medical care, the health professions, and health literacy. As an enthusiastic visionary with a plan, his aim was to bring about a more efficient transfer and use of information and data. Dr. Lindberg and the NLM helped transform and reshape medicine and the health system in the 20th and 21st centuries. Dr. Lindberg envisioned, encouraged, and supported the development of electronic health records and telemedicine. Coupled with the evolution of the Internet, these technologies made health systems more efficient for research, the delivery of clinical services, the education of health professionals, bioethics, improving the public’s health literacy, and disease prevention strategies. Dr. Lindberg also was committed to enhancing the capacity of underserved and minority populations to make use of NLM’s health information resources. Transforming Biomedical Informatics and Health Information Access is a tribute to Don Lindberg and the NLM. The book is divided into four sections. The first documents the advances in biomedical informatics during Dr. Lindberg’s career, emphasizing the contributions made by teams of talented individuals at the NLM. The second section describes how the NLM’s creation of new methods of access to diverse biomedical databases improved information access for healthcare professionals, biomedical researchers, and the public. The third section explains how NLM’s outreach programs improved access to health information among underrepresented audiences and communities. The more informal fourth section provides brief memoirs about Dr. Lindberg’s life, character, and humanism.
Publisher: IOS Press
ISBN: 1643682393
Category : Medical
Languages : en
Pages : 492
Book Description
During his 31-year tenure as director of the U.S. National Library of Medicine (NLM), Donald A.B. Lindberg M.D. dramatically increased access to knowledge about health issues, medicine, medical care, the health professions, and health literacy. As an enthusiastic visionary with a plan, his aim was to bring about a more efficient transfer and use of information and data. Dr. Lindberg and the NLM helped transform and reshape medicine and the health system in the 20th and 21st centuries. Dr. Lindberg envisioned, encouraged, and supported the development of electronic health records and telemedicine. Coupled with the evolution of the Internet, these technologies made health systems more efficient for research, the delivery of clinical services, the education of health professionals, bioethics, improving the public’s health literacy, and disease prevention strategies. Dr. Lindberg also was committed to enhancing the capacity of underserved and minority populations to make use of NLM’s health information resources. Transforming Biomedical Informatics and Health Information Access is a tribute to Don Lindberg and the NLM. The book is divided into four sections. The first documents the advances in biomedical informatics during Dr. Lindberg’s career, emphasizing the contributions made by teams of talented individuals at the NLM. The second section describes how the NLM’s creation of new methods of access to diverse biomedical databases improved information access for healthcare professionals, biomedical researchers, and the public. The third section explains how NLM’s outreach programs improved access to health information among underrepresented audiences and communities. The more informal fourth section provides brief memoirs about Dr. Lindberg’s life, character, and humanism.
MEDINFO 2021: One World, One Health — Global Partnership for Digital Innovation
Author: P. Otero
Publisher: IOS Press
ISBN: 1643682652
Category : Medical
Languages : en
Pages : 1180
Book Description
The World Health Organization defines health as “a state of complete physical, mental and social well-being and not merely the absence of disease or infirmity”, and its constitution also asserts that health for all people is “dependent on the fullest co-operation of individuals and States”. The ongoing pandemic has highlighted the power of both healthy and unhealthy information, so while healthcare and public health services have depended upon timely and accurate data and continually updated knowledge, social media has shown how unhealthy misinformation can be spread and amplified, reinforcing existing prejudices, conspiracy theories and political biases. This book presents the proceedings of MedInfo 2021, the 18th World Congress of Medical and Health Informatics, held as a virtual event from 2-4 October 2021, with pre-recorded presentations for all accepted submissions. The theme of the conference was One World, One Health – Global Partnership for Digital Innovation and submissions were requested under 5 themes: information and knowledge management; quality, safety and outcomes; health data science; human, organizational and social aspects; and global health informatics. The Programme Committee received 352 submissions from 41 countries across all IMIA regions, and 147 full papers, 60 student papers and 79 posters were accepted for presentation after review and are included in these proceedings. Providing an overview of current work in the field over a wide range of disciplines, the book will be of interest to all those whose work involves some aspect of medical or health informatics.
Publisher: IOS Press
ISBN: 1643682652
Category : Medical
Languages : en
Pages : 1180
Book Description
The World Health Organization defines health as “a state of complete physical, mental and social well-being and not merely the absence of disease or infirmity”, and its constitution also asserts that health for all people is “dependent on the fullest co-operation of individuals and States”. The ongoing pandemic has highlighted the power of both healthy and unhealthy information, so while healthcare and public health services have depended upon timely and accurate data and continually updated knowledge, social media has shown how unhealthy misinformation can be spread and amplified, reinforcing existing prejudices, conspiracy theories and political biases. This book presents the proceedings of MedInfo 2021, the 18th World Congress of Medical and Health Informatics, held as a virtual event from 2-4 October 2021, with pre-recorded presentations for all accepted submissions. The theme of the conference was One World, One Health – Global Partnership for Digital Innovation and submissions were requested under 5 themes: information and knowledge management; quality, safety and outcomes; health data science; human, organizational and social aspects; and global health informatics. The Programme Committee received 352 submissions from 41 countries across all IMIA regions, and 147 full papers, 60 student papers and 79 posters were accepted for presentation after review and are included in these proceedings. Providing an overview of current work in the field over a wide range of disciplines, the book will be of interest to all those whose work involves some aspect of medical or health informatics.
Applying the FAIR Principles to Accelerate Health Research in Europe in the Post COVID-19 Era
Author: J. Delgado
Publisher: IOS Press
ISBN: 1643682377
Category : Medical
Languages : en
Pages : 186
Book Description
Medical Informatics has increasingly come into focus in the last couple of years, as the importance of managing and interpreting health data in dealing with a global pandemic has become dramatically apparent. This book presents the proceedings of the 2021 European Federation for Medical Informatics (EFMI) Special Topic Conference (STC), originally planned as a live event in Seville, Spain, but ultimately held as a virtual event from 22 – 24 November 2021. This conference focused on applying the FAIR principles (Findability, Accessibility, Interoperability and Reusability) to accelerate health research in Europe in the post COVID-19 era. The 38 papers included here are divided into 5 sections, and topics covered include: methods for the adoption of FAIR principles; FAIR-based precision medicine; AI in FAIR data-driven health; privacy and security aspects of applying FAIR in health research; FAIR and infectious-disease research data (including Covid-19); FAIR in infrastructures and software; metadata, ontologies and terminologies to support the sharing of health research data; and paradigms for sharing health research data. Offering a state-of-the-art overview of medical informatics in the post-Covid era, the book will be of interest to all those working in the field.
Publisher: IOS Press
ISBN: 1643682377
Category : Medical
Languages : en
Pages : 186
Book Description
Medical Informatics has increasingly come into focus in the last couple of years, as the importance of managing and interpreting health data in dealing with a global pandemic has become dramatically apparent. This book presents the proceedings of the 2021 European Federation for Medical Informatics (EFMI) Special Topic Conference (STC), originally planned as a live event in Seville, Spain, but ultimately held as a virtual event from 22 – 24 November 2021. This conference focused on applying the FAIR principles (Findability, Accessibility, Interoperability and Reusability) to accelerate health research in Europe in the post COVID-19 era. The 38 papers included here are divided into 5 sections, and topics covered include: methods for the adoption of FAIR principles; FAIR-based precision medicine; AI in FAIR data-driven health; privacy and security aspects of applying FAIR in health research; FAIR and infectious-disease research data (including Covid-19); FAIR in infrastructures and software; metadata, ontologies and terminologies to support the sharing of health research data; and paradigms for sharing health research data. Offering a state-of-the-art overview of medical informatics in the post-Covid era, the book will be of interest to all those working in the field.
Design Thinking in Healthcare
Author: Anni Pakarinen
Publisher: Springer Nature
ISBN: 3031245105
Category : Medical
Languages : en
Pages : 123
Book Description
This book offers basic knowledge on Design Thinking as a method, process and philosophy. It presents thoughtful Design Thinking case examples and tools for nurses and other healthcare professionals, researchers, students and educators to support their development as creative and transformative leaders in their fields. Healthcare managers of the past viewed patients’ needs merely as targets for population-level health outcomes to be validated in the final phases of developing interventions and services. Today we know better. Patients’ needs and experiences should be viewed as sources of innovation at the front-end of the development process. It provides the basis for applying design thinking to develop better healthcare services and health tech applications. Today, the success of any healthcare service depends on complex interactions between various stakeholders, and new solutions can only be delivered effectively through co-creative and collaborative efforts. Coordinating such efforts relies on strong concepts that can only result from properly run design processes, that this book describes in light of case studies around the world. Design thinking is crucial generalist skill and is receiving increasing attention in the field, as forward-thinking organizations delve into the practice. It can change the way medical solutions are created and how clinical services are delivered. By driving innovation by means of empathy and practicality, design thinking provides tools for those seeking to drive radical renewal in the field.
Publisher: Springer Nature
ISBN: 3031245105
Category : Medical
Languages : en
Pages : 123
Book Description
This book offers basic knowledge on Design Thinking as a method, process and philosophy. It presents thoughtful Design Thinking case examples and tools for nurses and other healthcare professionals, researchers, students and educators to support their development as creative and transformative leaders in their fields. Healthcare managers of the past viewed patients’ needs merely as targets for population-level health outcomes to be validated in the final phases of developing interventions and services. Today we know better. Patients’ needs and experiences should be viewed as sources of innovation at the front-end of the development process. It provides the basis for applying design thinking to develop better healthcare services and health tech applications. Today, the success of any healthcare service depends on complex interactions between various stakeholders, and new solutions can only be delivered effectively through co-creative and collaborative efforts. Coordinating such efforts relies on strong concepts that can only result from properly run design processes, that this book describes in light of case studies around the world. Design thinking is crucial generalist skill and is receiving increasing attention in the field, as forward-thinking organizations delve into the practice. It can change the way medical solutions are created and how clinical services are delivered. By driving innovation by means of empathy and practicality, design thinking provides tools for those seeking to drive radical renewal in the field.
MEDINFO 2023 — The Future Is Accessible
Author: J. Bichel-Findlay
Publisher: IOS Press
ISBN: 1643684574
Category : Medical
Languages : en
Pages : 1676
Book Description
Science-fiction author William Gibson is famously quoted as saying, “The future is already here – it's just not very evenly distributed.” During the Covid pandemic, telehealth and remote monitoring were elevated from interesting innovations to essential tools in many healthcare systems, but not all countries had the infrastructure necessary to pivot quickly, amply demonstrating the negative consequences of the digital divide. This book presents the proceedings of MedInfo 2023, the 19th World Congress on Medical and Health Informatics, held from 8 – 12 July 2023 in Sydney, Australia. This series of biennial conferences provides a platform for the discussion of applied approaches to data, information, knowledge, and wisdom in health and wellness. The theme and title of MedInfo 2023 was The Future is Accessible, but the digital divide is a major concern for health and care-informatics professionals, whether because of global economic disparities, digital literacy gaps, or limited access to reliable information about health. A total of 935 submissions were received for the conference, of which 228 full papers, 43 student papers and 117 posters were accepted following a thorough peer-review process involving 279 reviewers. Topics covered include: information and knowledge management; quality, safety and outcomes; health data science; human, organizational and social aspects; and global health informatics. Significant advances in artificial intelligence, machine learning, augmented reality, virtual reality, and genomics hold great hope for future healthcare planning, delivery, management, education, evaluation, and research, and this book will be of interest to all those working to not only exploit the benefits of these technologies, but also to identify ways to overcome their associated challenges.
Publisher: IOS Press
ISBN: 1643684574
Category : Medical
Languages : en
Pages : 1676
Book Description
Science-fiction author William Gibson is famously quoted as saying, “The future is already here – it's just not very evenly distributed.” During the Covid pandemic, telehealth and remote monitoring were elevated from interesting innovations to essential tools in many healthcare systems, but not all countries had the infrastructure necessary to pivot quickly, amply demonstrating the negative consequences of the digital divide. This book presents the proceedings of MedInfo 2023, the 19th World Congress on Medical and Health Informatics, held from 8 – 12 July 2023 in Sydney, Australia. This series of biennial conferences provides a platform for the discussion of applied approaches to data, information, knowledge, and wisdom in health and wellness. The theme and title of MedInfo 2023 was The Future is Accessible, but the digital divide is a major concern for health and care-informatics professionals, whether because of global economic disparities, digital literacy gaps, or limited access to reliable information about health. A total of 935 submissions were received for the conference, of which 228 full papers, 43 student papers and 117 posters were accepted following a thorough peer-review process involving 279 reviewers. Topics covered include: information and knowledge management; quality, safety and outcomes; health data science; human, organizational and social aspects; and global health informatics. Significant advances in artificial intelligence, machine learning, augmented reality, virtual reality, and genomics hold great hope for future healthcare planning, delivery, management, education, evaluation, and research, and this book will be of interest to all those working to not only exploit the benefits of these technologies, but also to identify ways to overcome their associated challenges.
Machine Learning and Knowledge Discovery in Databases
Author: Massih-Reza Amini
Publisher: Springer Nature
ISBN: 3031264223
Category : Computers
Languages : en
Pages : 712
Book Description
The multi-volume set LNAI 13713 until 13718 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2022, which took place in Grenoble, France, in September 2022. The 236 full papers presented in these proceedings were carefully reviewed and selected from a total of 1060 submissions. In addition, the proceedings include 17 Demo Track contributions. The volumes are organized in topical sections as follows: Part I: Clustering and dimensionality reduction; anomaly detection; interpretability and explainability; ranking and recommender systems; transfer and multitask learning; Part II: Networks and graphs; knowledge graphs; social network analysis; graph neural networks; natural language processing and text mining; conversational systems; Part III: Deep learning; robust and adversarial machine learning; generative models; computer vision; meta-learning, neural architecture search; Part IV: Reinforcement learning; multi-agent reinforcement learning; bandits and online learning; active and semi-supervised learning; private and federated learning; . Part V: Supervised learning; probabilistic inference; optimal transport; optimization; quantum, hardware; sustainability; Part VI: Time series; financial machine learning; applications; applications: transportation; demo track.
Publisher: Springer Nature
ISBN: 3031264223
Category : Computers
Languages : en
Pages : 712
Book Description
The multi-volume set LNAI 13713 until 13718 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2022, which took place in Grenoble, France, in September 2022. The 236 full papers presented in these proceedings were carefully reviewed and selected from a total of 1060 submissions. In addition, the proceedings include 17 Demo Track contributions. The volumes are organized in topical sections as follows: Part I: Clustering and dimensionality reduction; anomaly detection; interpretability and explainability; ranking and recommender systems; transfer and multitask learning; Part II: Networks and graphs; knowledge graphs; social network analysis; graph neural networks; natural language processing and text mining; conversational systems; Part III: Deep learning; robust and adversarial machine learning; generative models; computer vision; meta-learning, neural architecture search; Part IV: Reinforcement learning; multi-agent reinforcement learning; bandits and online learning; active and semi-supervised learning; private and federated learning; . Part V: Supervised learning; probabilistic inference; optimal transport; optimization; quantum, hardware; sustainability; Part VI: Time series; financial machine learning; applications; applications: transportation; demo track.