Probabilistic Machine Learning

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Publisher : MIT Press
ISBN 13 : 0262369303
Total Pages : 858 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Probabilistic Machine Learning by : Kevin P. Murphy

Download or read book Probabilistic Machine Learning written by Kevin P. Murphy and published by MIT Press. This book was released on 2022-03-01 with total page 858 pages. Available in PDF, EPUB and Kindle. Book excerpt: A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory. This book offers a detailed and up-to-date introduction to machine learning (including deep learning) through the unifying lens of probabilistic modeling and Bayesian decision theory. The book covers mathematical background (including linear algebra and optimization), basic supervised learning (including linear and logistic regression and deep neural networks), as well as more advanced topics (including transfer learning and unsupervised learning). End-of-chapter exercises allow students to apply what they have learned, and an appendix covers notation. Probabilistic Machine Learning grew out of the author’s 2012 book, Machine Learning: A Probabilistic Perspective. More than just a simple update, this is a completely new book that reflects the dramatic developments in the field since 2012, most notably deep learning. In addition, the new book is accompanied by online Python code, using libraries such as scikit-learn, JAX, PyTorch, and Tensorflow, which can be used to reproduce nearly all the figures; this code can be run inside a web browser using cloud-based notebooks, and provides a practical complement to the theoretical topics discussed in the book. This introductory text will be followed by a sequel that covers more advanced topics, taking the same probabilistic approach.

Proceedings of the Sixth ACM International Conference on Web Search and Data Mining

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Publisher :
ISBN 13 : 9781450318693
Total Pages : 798 pages
Book Rating : 4.3/5 (186 download)

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Book Synopsis Proceedings of the Sixth ACM International Conference on Web Search and Data Mining by : Stefano Leonardi

Download or read book Proceedings of the Sixth ACM International Conference on Web Search and Data Mining written by Stefano Leonardi and published by . This book was released on 2013 with total page 798 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Web Information Systems Engineering – WISE 2018

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Publisher : Springer
ISBN 13 : 3030029255
Total Pages : 527 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Web Information Systems Engineering – WISE 2018 by : Hakim Hacid

Download or read book Web Information Systems Engineering – WISE 2018 written by Hakim Hacid and published by Springer. This book was released on 2018-10-20 with total page 527 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set LNCS 11233 and LNCS 11234 constitutes the proceedings of the 19th International Conference on Web Information Systems Engineering, WISE 2018, held in Dubai, United Arab Emirates, in November 2018. The 48 full papers and 21 short papers presented were carefully reviewed and selected from 209 submissions. The papers are organized in topical sections on blockchain, security, social network and security, social network, microblog data analysis, graph data, information extraction, text mining, recommender systems, medical data analysis, Web services and cloud computing, data stream and distributed computing, data mining techniques, entity linkage and semantics, Web applications, and data mining applications.

Proceedings of the International Conference on Cognitive and Intelligent Computing

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Publisher : Springer Nature
ISBN 13 : 9811923507
Total Pages : 899 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Proceedings of the International Conference on Cognitive and Intelligent Computing by : Amit Kumar

Download or read book Proceedings of the International Conference on Cognitive and Intelligent Computing written by Amit Kumar and published by Springer Nature. This book was released on 2022-10-31 with total page 899 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents original, peer-reviewed select articles from the International Conference on Cognitive & Intelligent Computing (ICCIC – 2021), held on December 11–12, 2021, at Hyderabad, India. The proceedings has cutting edge Research outcome related to Machine learning in control applications, Soft computing, Pattern Recognition, Decision Support Systems, Text analytics and NLP, Statistical Learning, Neural Network Learning, Learning Through Fuzzy Logic, Learning Through Evolution (Evolutionary Algorithms), Reinforcement Learning, Multi-Strategy Learning, Cooperative Learning, Planning And Learning, Multi-Agent Learning, Online And Incremental Learning, Scalability Of Learning Algorithms, Inductive Learning, Inductive Logic Programming, Bayesian Networks, Support Vector Machines, Case-Based Reasoning, Multi-Agent Systems, Human–Computer Interaction, Data Mining and Knowledge Discovery, Knowledge Management and Networks, Data Intensive Computing Architecture, Medicine, Health, Bioinformatics, and Systems Biology, Industrial and Engineering Applications, Security Applications, Smart Cities, Game Playing and Problem Solving, Intelligent Virtual Environments, Economics, Business, And Forecasting Applications. Articles in the book are carefully selected on the basis of their application orientation. The content is expected to be especially useful for Professionals, Researchers, Research students working in the area of cognitive and intelligent computing.

Handbook of Mobile Systems Applications and Services

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Publisher : CRC Press
ISBN 13 : 1466566531
Total Pages : 615 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Handbook of Mobile Systems Applications and Services by : Anup Kumar

Download or read book Handbook of Mobile Systems Applications and Services written by Anup Kumar and published by CRC Press. This book was released on 2016-04-19 with total page 615 pages. Available in PDF, EPUB and Kindle. Book excerpt: From fundamental concepts and theories to implementation protocols and cutting-edge applications, the Handbook of Mobile Systems Applications and Services supplies a complete examination of the evolution of mobile services technologies. It examines service-oriented architecture (SOA) and explains why SOA and service oriented computing (SOC) will pl

Personalized Human-Computer Interaction

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Author :
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110552485
Total Pages : 320 pages
Book Rating : 4.1/5 (15 download)

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Book Synopsis Personalized Human-Computer Interaction by : Mirjam Augstein

Download or read book Personalized Human-Computer Interaction written by Mirjam Augstein and published by Walter de Gruyter GmbH & Co KG. This book was released on 2019-09-23 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Personalized and adaptive systems employ user models to adapt content, services, interaction or navigation to individual users’ needs. User models can be inferred from implicitly observed information, such as the user’s interaction history or current location, or from explicitly entered information, such as user profile data or ratings. Applications of personalization include item recommendation, location-based services, learning assistance and the tailored selection of interaction modalities. With the transition from desktop computers to mobile devices and ubiquitous environments, the need for adapting to changing contexts is even more important. However, this also poses new challenges concerning privacy issues, user control, transparency, and explainability. In addition, user experience and other human factors are becoming increasingly important. This book describes foundations of user modeling, discusses user interaction as a basis for adaptivity, and showcases several personalization approaches in a variety of domains, including music recommendation, tourism, and accessible user interfaces.

Distributed Computing and Artificial Intelligence, Volume 2: Special Sessions 18th International Conference

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Author :
Publisher : Springer Nature
ISBN 13 : 3030868877
Total Pages : 229 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Distributed Computing and Artificial Intelligence, Volume 2: Special Sessions 18th International Conference by : Sara Rodríguez González

Download or read book Distributed Computing and Artificial Intelligence, Volume 2: Special Sessions 18th International Conference written by Sara Rodríguez González and published by Springer Nature. This book was released on 2021-09-09 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights the latest research on distributed computing and artificial intelligence. DCAI 2021 is a forum to present applications of innovative techniques for studying and solving complex problems in artificial intelligence and computing areas. The present edition brings together past experience, current work and promising future trends associated with distributed computing, artificial intelligence and their application in order to provide efficient solutions to real problems. This year’s technical program will present both high quality and diversity, with contributions in well-established and evolving areas of research. Specifically, 55 papers were submitted to main track and special sessions, by authors from 24 different countries representing a truly “wide area network” of research activity. Moreover, DCAI 2021 Special Sessions have been a very useful tool in order to complement the regular program with new or emerging topics of particular interest to the participating community. The technical program of the Special Sessions of DCAI 2021 has selected 23 papers. We would like to thank all the contributing authors, the members of the Program Committees, the sponsors (IBM, Armundia Group, EurAI, AEPIA, APPIA, CINI, OIT, UGR, HU, SCU, USAL, AIR Institute and UNIVAQ) and the Organizing Committee of the University of Salamanca for their hard and highly valuable work.

Conceptual Modeling for New Information Systems Technologies

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Publisher : Springer
ISBN 13 : 354046140X
Total Pages : 516 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Conceptual Modeling for New Information Systems Technologies by : Hiroshi Arisawa

Download or read book Conceptual Modeling for New Information Systems Technologies written by Hiroshi Arisawa and published by Springer. This book was released on 2003-08-06 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: The objective of the workshops associated with ER 2001, the 20th International Con- rence on Conceptual Modeling, was to give participants the opportunity to present and discuss emerging hot topics, thus adding new perspectives to conceptual modeling. This, the 20th ER conference, the ?rst of the 21st century, was also the ?rst one in Japan. The conference was held on November 27-30, 2001 at Yokohama National University with 192 participants from 31 countries. ER 2001 encompasses the entire spectrum of c- ceptual modeling, from theoretical aspects to implementations, including fundamentals, applications, and software engineering. In particular, ER 2001 emphasized e-business and reengineering. To meet this objective, we selected the following four topics and planned four international workshops: – International Workshop on Conceptual Modeling of Human/Organizational/Social Aspects of Manufacturing Activities (HUMACS 2001) Manufacturing enterprises have to confront a host of demands. The competitive climate, enhanced by communication and knowledge sharing, will require incr- singly rapid responses to market forces. Customer demands for higher quality, better services, and lower cost will force manufacturers to reach new levels of ?exibility and adaptability. Sophisticated customers will demand products customized to meet their needs. Industries have so far sought to cope with these challenges primarily through advances in traditional capital by installing more powerful hardware and software technology. Attention to the role of humans combined with organizational and social schemes in manufacturing has only been marginal. The workshop HUMACS 2001 aimed to challenge the relevance of this last point.

Raising the Acceptance of Rank Reversing Redistributions

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Publisher : Springer Nature
ISBN 13 : 3658450851
Total Pages : 176 pages
Book Rating : 4.6/5 (584 download)

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Book Synopsis Raising the Acceptance of Rank Reversing Redistributions by : Patricia F. Zauchner

Download or read book Raising the Acceptance of Rank Reversing Redistributions written by Patricia F. Zauchner and published by Springer Nature. This book was released on with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Ethics and Clinical Neuroinnovation

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Publisher : Springer Nature
ISBN 13 : 3031143396
Total Pages : 352 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Ethics and Clinical Neuroinnovation by : Laura Weiss Roberts

Download or read book Ethics and Clinical Neuroinnovation written by Laura Weiss Roberts and published by Springer Nature. This book was released on 2023-01-31 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: New ways of understanding the brain – its nature, its capacities, its function, and its dysfunction – hold great promise for human wellbeing. Novel therapeutics spurred by this understanding have important roles addressing many clinical conditions, including Alzheimer Disease, depression, addiction, and obsessive-compulsive disorder. This unique title explores a wide range of groundbreaking sciences and clinical practices for brain-based conditions, including deep brain stimulation, optogenetics, technology-delivered therapies, predictive testing, and new clinical uses of ketamine, cannabis, and other psychoactive substances. An introduction to the imperative to develop new treatments for devastating brain disorders and the state of current therapeutics in psychiatry, addiction, and behavioral disorders is presented, and chapters from leading physician-scientists and neuroethicists outline the clinical and the ethical issues arising in innovation and in the creation of new therapeutics for brain diseases. Written by renowned thought leaders in their fields, the book presents tightly written contributions on novel qualitative and quantitative data from stakeholders in the field, including neuroscientist-clinicians, people living with mental illness and/or addictions, and oversight/policy stakeholders. Concise, anticipatory, and centered on the principles governing human biomedical research and innovation in developing novel therapeutics for brain disorders, Ethics and Clinical Neuroinnovation will be of great value to clinicians, researchers, and students from a vast array of backgrounds, including neuroethics, neuroscience, psychology, psychiatry, philosophy, entrepreneurship, and the law.

Representation Learning

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Publisher : Springer Nature
ISBN 13 : 3030688178
Total Pages : 175 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Representation Learning by : Nada Lavrač

Download or read book Representation Learning written by Nada Lavrač and published by Springer Nature. This book was released on 2021-07-10 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph addresses advances in representation learning, a cutting-edge research area of machine learning. Representation learning refers to modern data transformation techniques that convert data of different modalities and complexity, including texts, graphs, and relations, into compact tabular representations, which effectively capture their semantic properties and relations. The monograph focuses on (i) propositionalization approaches, established in relational learning and inductive logic programming, and (ii) embedding approaches, which have gained popularity with recent advances in deep learning. The authors establish a unifying perspective on representation learning techniques developed in these various areas of modern data science, enabling the reader to understand the common underlying principles and to gain insight using selected examples and sample Python code. The monograph should be of interest to a wide audience, ranging from data scientists, machine learning researchers and students to developers, software engineers and industrial researchers interested in hands-on AI solutions.

Quantum-Like Models for Information Retrieval and Decision-Making

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Publisher : Springer Nature
ISBN 13 : 3030259137
Total Pages : 178 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Quantum-Like Models for Information Retrieval and Decision-Making by : Diederik Aerts

Download or read book Quantum-Like Models for Information Retrieval and Decision-Making written by Diederik Aerts and published by Springer Nature. This book was released on 2019-09-09 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent years have been characterized by tremendous advances in quantum information and communication, both theoretically and experimentally. In addition, mathematical methods of quantum information and quantum probability have begun spreading to other areas of research, beyond physics. One exciting new possibility involves applying these methods to information science and computer science (without direct relation to the problems of creation of quantum computers). The aim of this Special Volume is to encourage scientists, especially the new generation (master and PhD students), working in computer science and related mathematical fields to explore novel possibilities based on the mathematical formalisms of quantum information and probability. The contributing authors, who hail from various countries, combine extensive quantum methods expertise with real-world experience in application of these methods to computer science. The problems considered chiefly concern quantum information-probability based modeling in the following areas: information foraging; interactive quantum information access; deep convolutional neural networks; decision making; quantum dynamics; open quantum systems; and theory of contextual probability. The book offers young scientists (students, PhD, postdocs) an essential introduction to applying the mathematical apparatus of quantum theory to computer science, information retrieval, and information processes.

Data-Driven Mathematical and Statistical Models of Online Social Networks

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Author :
Publisher : Frontiers Media SA
ISBN 13 : 2889745961
Total Pages : 194 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Data-Driven Mathematical and Statistical Models of Online Social Networks by : Shudong Li

Download or read book Data-Driven Mathematical and Statistical Models of Online Social Networks written by Shudong Li and published by Frontiers Media SA. This book was released on 2022-03-07 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt:

A Complete Guide to the Art of Writing Short-Hand: Being an Entirely New and Comprehensive

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Publisher : BoD – Books on Demand
ISBN 13 : 3385617057
Total Pages : 126 pages
Book Rating : 4.3/5 (856 download)

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Book Synopsis A Complete Guide to the Art of Writing Short-Hand: Being an Entirely New and Comprehensive by : Thomas Towndrow

Download or read book A Complete Guide to the Art of Writing Short-Hand: Being an Entirely New and Comprehensive written by Thomas Towndrow and published by BoD – Books on Demand. This book was released on 2024-09-25 with total page 126 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reprint of the original, first published in 1837.

WSDM'15

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Publisher :
ISBN 13 : 9781450333177
Total Pages : 466 pages
Book Rating : 4.3/5 (331 download)

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Book Synopsis WSDM'15 by : Xueqi Cheng

Download or read book WSDM'15 written by Xueqi Cheng and published by . This book was released on 2015 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Billboard

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Publisher :
ISBN 13 :
Total Pages : 72 pages
Book Rating : 4./5 ( download)

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Book Synopsis Billboard by :

Download or read book Billboard written by and published by . This book was released on 1974-10-12 with total page 72 pages. Available in PDF, EPUB and Kindle. Book excerpt: In its 114th year, Billboard remains the world's premier weekly music publication and a diverse digital, events, brand, content and data licensing platform. Billboard publishes the most trusted charts and offers unrivaled reporting about the latest music, video, gaming, media, digital and mobile entertainment issues and trends.

Deep Learning for Social Media Data Analytics

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Publisher : Springer Nature
ISBN 13 : 3031108698
Total Pages : 297 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Deep Learning for Social Media Data Analytics by : Tzung-Pei Hong

Download or read book Deep Learning for Social Media Data Analytics written by Tzung-Pei Hong and published by Springer Nature. This book was released on 2022-09-18 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited book covers ongoing research in both theory and practical applications of using deep learning for social media data. Social networking platforms are overwhelmed by different contents, and their huge amounts of data have enormous potential to influence business, politics, security, planning and other social aspects. Recently, deep learning techniques have had many successful applications in the AI field. The research presented in this book emerges from the conviction that there is still much progress to be made toward exploiting deep learning in the context of social media data analytics. It includes fifteen chapters, organized into four sections that report on original research in network structure analysis, social media text analysis, user behaviour analysis and social media security analysis. This work could serve as a good reference for researchers, as well as a compilation of innovative ideas and solutions for practitioners interested in applying deep learning techniques to social media data analytics.