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Advances in Intelligent Data Analysis XVIII: 18th International Symposium on …
Missing data is a common occurrence in the time series domain, for instance due to faulty sensors, server downtime or patients not attending their scheduled appointments. One of the best methods to impute these missing values is Multiple Imputations by Chained Equations (MICE) which has the drawback that it can only model linear relationships among the variables in a multivariate time series. T…
- Edition
- 1
- ISBN/ISSN
- 9783030445843
- Collation
- XIV, 588p
- Series Title
- Lecture Notes in Computer Science
- Call Number
- 005.74 AID r
Leveraging data science for global health
This open access book explores ways to leverage information technology and machine learning to combat disease and promote health, especially in resource-constrained settings. It focuses on digital disease surveillance through the application of machine learning to non-traditional data sources. Developing countries are uniquely prone to large-scale emerging infectious disease outbreaks due to di…
- Edition
- -
- ISBN/ISSN
- 9783030479947
- Collation
- XII, 475 p
- Series Title
- -
- Call Number
- 362.10285 LEO l
Process mining workshops : icpm 2021 international workshops, eindhoven, the …
This open access book constitutes revised selected papers from the International Workshops held at the Third International Conference on Process Mining, ICPM 2021, which took place in Eindhoven, The Netherlands, during October 31–November 4, 2021. The conference focuses on the area of process mining research and practice, including theory, algorithmic challenges, and applications. The co-loc…
- Edition
- -
- ISBN/ISSN
- 9783030985813
- Collation
- XIV, 410 p
- Series Title
- -
- Call Number
- 006.312 PRO j
Data science, data visualization, and digital twins
Real-time, web-based, and interactive visualisations are proven to be outstanding methodologies and tools in numerous fields when knowledge in sophisticated data science and visualisation techniques is available. The rationale for this is because modern data science analytical approaches like machine/deep learning or artificial intelligence, as well as digital twinning, promise to give data ins…
- Edition
- -
- ISBN/ISSN
- 9781839629457
- Collation
- xiv, 116p. : ill
- Series Title
- -
- Call Number
- 001.4226 DAT d
Metalearning : applications to automated machine learning and data mining
This open access book offers a comprehensive and thorough introduction to almost all aspects of metalearning and automated machine learning (AutoML), covering the basic concepts and architecture, evaluation, datasets, hyperparameter optimization, ensembles and workflows, and also how this knowledge can be used to select, combine, compose, adapt and configure both algorithms and models to yield …
- Edition
- Second Edition
- ISBN/ISSN
- 9783030670245
- Collation
- xii, 346p. : ill,
- Series Title
- -
- Call Number
- 006.31 MET m
Data science for economics and finance : methodologies and applications
This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language processing, social media analysis, time series analysis, among others, for applications in economics and finance. In addition, it shows some successful applications of advanced data science solutions used to extract new knowledge from data in…
- Edition
- -
- ISBN/ISSN
- 9783030668914
- Collation
- xiv, 355p. : ill.
- Series Title
- -
- Call Number
- 006.312 DAT d
Bisociative knowledge discovery : an introduction to concept, algorithms, too…
Modern knowledge discovery methods enable users to discover complex patterns of various types in large information repositories. However, the underlying assumption has always been that the data to which the methods are applied originates from one domain. The focus of this book, and the BISON project from which the contributions originate, is a network-based integration of various types of da…
- Edition
- -
- ISBN/ISSN
- 9783642318306
- Collation
- ix, 483p. : ill.
- Series Title
- -
- Call Number
- 006.312 BIS b
Secondary analysis of electronic health records
This book trains the next generation of scientists representing different disciplines to leverage the data generated during routine patient care. It formulates a more complete lexicon of evidence-based recommendations and support shared, ethical decision making by doctors with their patients. Diagnostic and therapeutic technologies continue to evolve rapidly, and both individual practitione…
- Edition
- -
- ISBN/ISSN
- 9783319437422
- Collation
- xxi, 427p. : ill.
- Series Title
- -
- Call Number
- 610.285 MAS s
Mining the digital information networks : proceedings of the 17th Internation…
Electronic publishing is continuously changing; new technologies open new ways for individuals, scholars, communities and networks to establish contacts, exchange data, produce information and share knowledge on a variety of devices, from personal computers to mobile media. There is an urgent need to rethink electronic publishing in order to develop and use new communication paradigms and techn…
- Edition
- -
- ISBN/ISSN
- 9781614992707
- Collation
- xiii, 101 p.; 22 cm.
- Series Title
- -
- Call Number
- 006.312 MIN m
Representation learning for natural language processing
This open access book provides an overview of the recent advances in representation learning theory, algorithms and applications for natural language processing (NLP). It is divided into three parts. Part I presents the representation learning techniques for multiple language entries, including words, phrases, sentences and documents. Part II then introduces the representation techniques for th…
- Edition
- -
- ISBN/ISSN
- 9789811555732
- Collation
- xxiv, 334p.: ill.
- Series Title
- -
- Call Number
- 006.35 LIU r
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