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    Algorithms for Data Science

    Posted By: AvaxGenius
    Algorithms for Data Science

    Algorithms for Data Science by Brian Steele , John Chandler , Swarna Reddy
    English | PDF (True) | 2016 | 438 Pages | ISBN : 3319833731 | 8.3 MB

    This textbook on practical data analytics unites fundamental principles, algorithms, and data. Algorithms are the keystone of data analytics and the focal point of this textbook. Clear and intuitive explanations of the mathematical and statistical foundations make the algorithms transparent. But practical data analytics requires more than just the foundations. Problems and data are enormously variable and only the most elementary of algorithms can be used without modification. Programming fluency and experience with real and challenging data is indispensable and so the reader is immersed in Python and R and real data analysis. By the end of the book, the reader will have gained the ability to adapt algorithms to new problems and carry out innovative analyses.

    Machine Learning and Knowledge Discovery in Databases (Repost)

    Posted By: AvaxGenius
    Machine Learning and Knowledge Discovery in Databases (Repost)

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part II by Frank Hutter
    English | EPUB | 2021 | 770 Pages | ISBN : 3030676609 | 96.5 MB

    The 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.

    Data Mining in Agriculture

    Posted By: AvaxGenius
    Data Mining in Agriculture

    Data Mining in Agriculture by Antonio Mucherino , Petraq J. Papajorgji , Panos M. Pardalos
    English | PDF (True) | 2009 | 284 Pages | ISBN : 0387886141 | 12 MB

    Data Mining in Agriculture represents a comprehensive effort to provide graduate students and researchers with an analytical text on data mining techniques applied to agriculture and environmental related fields. This book presents both theoretical and practical insights with a focus on presenting the context of each data mining technique rather intuitively with ample concrete examples represented graphically and with algorithms written in Matlab®. Examples and exercises with solutions are provided at the end of each chapter to facilitate the comprehension of the material. For each data mining technique described in the book variants and improvements of the basic algorithm are also given.

    Machine Learning and Knowledge Discovery in Databases (Repost)

    Posted By: AvaxGenius
    Machine Learning and Knowledge Discovery in Databases (Repost)

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part II by Frank Hutter
    English | EPUB | 2021 | 770 Pages | ISBN : 3030676609 | 96.5 MB

    The 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.

    Advances in Natural Computation, Fuzzy Systems and Knowledge Discovery (Repost)

    Posted By: AvaxGenius
    Advances in Natural Computation, Fuzzy Systems and Knowledge Discovery (Repost)

    Advances in Natural Computation, Fuzzy Systems and Knowledge Discovery by Hongying Meng, Tao Lei, Maozhen Li, Kenli Li, Ning Xiong, Lipo Wang
    English | PDF | 2021 | 1949 Pages | ISBN : 3030706648 | 168.1 MB

    This book consists of papers on the recent progresses in the state of the art in natural computation, fuzzy systems and knowledge discovery. The book is useful for researchers, including professors, graduate students, as well as R & D staff in the industry, with a general interest in natural computation, fuzzy systems and knowledge discovery. The work printed in this book was presented at the 2020 16th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD 2020), held in Xi'an, China, from 19 to 21 December 2020. All papers were rigorously peer-reviewed by experts in the areas.

    Data Mining with SPSS Modeler: Theory, Exercises and Solutions (Repost)

    Posted By: AvaxGenius
    Data Mining with SPSS Modeler: Theory, Exercises and Solutions (Repost)

    Data Mining with SPSS Modeler: Theory, Exercises and Solutions by Tilo Wendler
    English | EPUB | 2021 | 1285 Pages | ISBN : 3030543374 | 471.9 MB

    Now in its second edition, this textbook introduces readers to the IBM SPSS Modeler and guides them through data mining processes and relevant statistical methods. Focusing on step-by-step tutorials and well-documented examples that help demystify complex mathematical algorithms and computer programs, it also features a variety of exercises and solutions, as well as an accompanying website with data sets and SPSS Modeler streams.

    Reliable Knowledge Discovery

    Posted By: AvaxGenius
    Reliable Knowledge Discovery

    Reliable Knowledge Discovery by Honghua Dai, James N. K. Liu, Evgueni Smirnov
    English | PDF (True) | 2012 | 317 Pages | ISBN : 1461419026 | 7 MB

    Reliable Knowledge Discovery focuses on theory, methods, and techniques for RKDD, a new sub-field of KDD. It studies the theory and methods to assure the reliability and trustworthiness of discovered knowledge and to maintain the stability and consistency of knowledge discovery processes. RKDD has a broad spectrum of applications, especially in critical domains like medicine, finance, and military.

    Computational Complexity: Theory, Techniques, and Applications

    Posted By: AvaxGenius
    Computational Complexity: Theory, Techniques, and Applications

    Computational Complexity: Theory, Techniques, and Applications by Robert A. Meyers (Editor-in-Chief)
    English | PDF (True) | 2012 | 3533 Pages | ISBN : 1461417996 | 99.8 MB

    Complex systems are systems that comprise many interacting parts with the ability to generate a new quality of collective behavior through self-organization, e.g. the spontaneous formation of temporal, spatial or functional structures. These systems are often characterized by extreme sensitivity to initial conditions as well as emergent behavior that are not readily predictable or even completely deterministic. The recognition that the collective behavior of the whole system cannot be simply inferred from an understanding of the behavior of the individual components has led to the development of numerous sophisticated new computational and modeling tools with applications to a wide range of scientific, engineering, and societal phenomena.

    Technologies and Applications for Big Data Value (Repost)

    Posted By: AvaxGenius
    Technologies and Applications for Big Data Value (Repost)

    Technologies and Applications for Big Data Value by Edward Curry, Sören Auer, Arne J. Berre, Andreas Metzger, Maria S. Perez, Sonja Zillner
    English | PDF EPUB (True) | 2022 | 555 Pages | ISBN : 3030783065 | 141 MB

    This book explores cutting-edge solutions and best practices for big data and data-driven AI applications for the data-driven economy. It provides the reader with a basis for understanding how technical issues can be overcome to offer real-world solutions to major industrial areas.

    Learning Analytics Methods and Tutorials: A Practical Guide Using R (Repost)

    Posted By: AvaxGenius
    Learning Analytics Methods and Tutorials: A Practical Guide Using R (Repost)

    Learning Analytics Methods and Tutorials: A Practical Guide Using R by Mohammed Saqr, Sonsoles López-Pernas
    English | PDF EPUB (True) | 2024 | 748 Pages | ISBN : 3031544633 | 120.5 MB

    This comprehensive methodological book offers a much-needed answer to the lack of resources and methodological guidance in learning analytics, which has been a problem ever since the field started. The book covers all important quantitative topics in education at large as well as the latest in learning analytics and education data mining. The book also goes deeper into advanced methods that are at the forefront of novel methodological innovations. Authors of the book include world-renowned learning analytics researchers, R package developers, and methodological experts from diverse fields offering an unprecedented interdisciplinary reference on novel topics that is hard to find elsewhere.

    Machine Learning and Knowledge Discovery in Databases (Repost)

    Posted By: AvaxGenius
    Machine Learning and Knowledge Discovery in Databases (Repost)

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part II by Frank Hutter
    English | EPUB | 2021 | 770 Pages | ISBN : 3030676609 | 96.5 MB

    The 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.

    Machine Learning and Knowledge Discovery in Databases. Research Track (Repost)

    Posted By: AvaxGenius
    Machine Learning and Knowledge Discovery in Databases. Research Track (Repost)

    Machine Learning and Knowledge Discovery in Databases. Research Track; European Conference, ECML PKDD 2021, Bilbao, Spain, September 13–17, 2021, Proceedings, Part I by Nuria Oliver
    English | EPUB | 2021 | 838 Pages | ISBN : 3030864855 | 101.4 MB

    The multi-volume set LNAI 12975 until 12979 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2021, which was held during September 13-17, 2021. The conference was originally planned to take place in Bilbao, Spain, but changed to an online event due to the COVID-19 pandemic.

    Machine Learning and Knowledge Discovery in Databases (Repost)

    Posted By: AvaxGenius
    Machine Learning and Knowledge Discovery in Databases (Repost)

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part II by Frank Hutter
    English | EPUB | 2021 | 770 Pages | ISBN : 3030676609 | 96.5 MB

    The 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.

    Machine Learning and Knowledge Discovery in Databases. Research Track (Repost)

    Posted By: AvaxGenius
    Machine Learning and Knowledge Discovery in Databases. Research Track (Repost)

    Machine Learning and Knowledge Discovery in Databases. Research Track: European Conference, ECML PKDD 2021, Bilbao, Spain, September 13–17, 2021, Proceedings, Part III by Nuria Oliver
    English | EPUB | 2021 | 857 Pages | ISBN : 3030865223 | 121 MB

    The multi-volume set LNAI 12975 until 12979 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2021, which was held during September 13-17, 2021. The conference was originally planned to take place in Bilbao, Spain, but changed to an online event due to the COVID-19 pandemic.

    Machine Learning and Knowledge Discovery in Databases (Repost)

    Posted By: AvaxGenius
    Machine Learning and Knowledge Discovery in Databases (Repost)

    Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part II by Frank Hutter
    English | EPUB | 2021 | 770 Pages | ISBN : 3030676609 | 96.5 MB

    The 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.