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Machine Learning Aprendizaje Supervisado Con Ibm Spss Modeler
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Book Synopsis Machine Learning. Supervised Learning with IBM SPSS Modeler by : F Marqués
Download or read book Machine Learning. Supervised Learning with IBM SPSS Modeler written by F Marqués and published by Independently Published. This book was released on 2022-09-28 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The goal of supervised machine learning is to build a model that makes evidence-based predictions in the presence of uncertainty. A supervised learning algorithm takes a known set of input data and known responses to the data (output) and trains a model to generate reasonable predictions for the response to new data. Supervised learning uses classification and regression techniques to develop predictive models. In this book, supervised learning Machine Learning techniques are developed and illustrated with full examples solved using the appropriate software. The IBM SPSS Modeler platform will be used, which is ideal for working with visual tools in all facets of Machine Learning.
Book Synopsis Machine Learning. Aprendizaje Supervisado Con IBM SPSS Modeler by : F Marqués
Download or read book Machine Learning. Aprendizaje Supervisado Con IBM SPSS Modeler written by F Marqués and published by Independently Published. This book was released on 2022-09-28 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: El objetivo del aprendizaje automático supervisado es construir un modelo que haga predicciones basadas en evidencia en presencia de incertidumbre. Un algoritmo de aprendizaje supervisado toma un conjunto conocido de datos de entrada y respuestas conocidas a los datos (salida) y entrena un modelo para generar predicciones razonables para la respuesta a nuevos datos. El aprendizaje supervisado utiliza técnicas de clasificación y regresión para desarrollar modelos predictivos. En este libro se desarrollan técnicas de Machine Learning de aprendizaje supervisado y se ilustran con ejemplos total resueltos a partir del software adecuado para ello. Se utilizará la plataforma IBM SPSS Modeler ideal para trabajar con herramientas visuales en todas las facetas del Machine Learning.
Book Synopsis Sistemas de aprendizaje automático machine learning by : César Pérez López
Download or read book Sistemas de aprendizaje automático machine learning written by César Pérez López and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: El libro está dirigido tanto a alumnos que siguen un Curso de especialización en Inteligencia Artificial y Big Data como a profesionales del sector.Comienza clasificando los sistemas, herramientas, técnicas y algoritmos o modelos aplicados al Aprendizaje Automático. A continuación, se tratan las técnicas de aprendizaje supervisado, sus fases y plataformas, así como los algoritmos y modelos más importantes. Se desarrollan las técnicas de regresión con sus fases de identificación, estimación, validación (diagnosis) y predicción.Se presentan los métodos especiales de regresión como PLS, LARS, LASSO, ELASTIC NET, RANSAC, THEIL, HUBERT, KERNEL RIDGE REGRESSION (KRR), SUPPORT VECTOR REGRESSION (SVR) y STOCHASTIC GRADIENT DESCENDT (SGD) entre otros.Asimismo, se tratan las técnicas de aprendizaje supervisado enfocadas a la clasificación o segmentación como los Modelos Logit y Probit, los Modelos Lineales Generalizados, los Árboles de Decisión, los Modelos de Análisis Discriminante, los Modelos SVM (Support Vector Machine), lo modelos kNN (Vecino más Cercano) y los Modelos SLRM (Respuesta de Autoaprendizaje).Todas las técnicas citadas anteriormente se ilustran con ejemplos y se resuelven con el software de Machine Learning adecuado, incluyendo Python, R, IBM SPSS Modeler y SAS Enterprise Miner.A continuación se abordan las técnicas de aprendizaje no supervisado como la Reducción de la Dimensión mediante Análisis de Componentes Principales y Análisis Factorial. Entre las técnicas de aprendizaje no supervisado para la clasificación y segmentación se desarrolla el Análisis Clúster tanto jerárquico como no jerárquico, algoritmos de detección de anomalías y Reglas de Asociación. Para todas las técnicas se presentan ejemplos significativos que se resuelven con el software más utilizado en estos casos, como R e IBM SPSS Modeler.Finalmente, se profundiza en los Modelos de Redes Neuronales, tanto para técnicas de aprendizaje supervisado como el ajuste de modelos predictivos (Perceptrón Multicapa y Red de Base Radial) como para técnicas de análisis no supervisado como el análisis clúster (Redes de Kohonen). Se desarrollan también las Redes Neuronales Bayesianas y se introducen las técnicas de Deep Learning y las Redes Neuronales Convolucionales. Se presentan ejemplos totalmente resueltos con software visual como es el caso de IBM SPSS Modeler. Se finaliza con las técnicas de valoración y comparación de modelos.
Book Synopsis Innovation in Information Systems and Technologies to Support Learning Research by : Mohammed Serrhini
Download or read book Innovation in Information Systems and Technologies to Support Learning Research written by Mohammed Serrhini and published by Springer Nature. This book was released on 2019-11-30 with total page 659 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides glimpses into contemporary research in information systems & technology, learning, artificial intelligence (AI), machine learning, and security and how it applies to the real world, but the ideas presented also span the domains of telehealth, computer vision, the role and use of mobile devices, brain–computer interfaces, virtual reality, language and image processing and big data analytics and applications. Great research arises from asking pertinent research questions. This book reveals some of the authors’ “beautiful questions” and how they develop the subsequent “what if” and “how” questions, offering readers food for thought and whetting their appetite for further research by the same authors.
Book Synopsis Information and Communication Technology for Intelligent Systems by : Suresh Chandra Satapathy
Download or read book Information and Communication Technology for Intelligent Systems written by Suresh Chandra Satapathy and published by Springer. This book was released on 2018-12-30 with total page 745 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book gathers papers addressing state-of-the-art research in all areas of Information and Communication Technologies and their applications in intelligent computing, cloud storage, data mining and software analysis. It presents the outcomes of the third International Conference on Information and Communication Technology for Intelligent Systems, which was held on April 6–7, 2018, in Ahmedabad, India. Divided into two volumes, the book discusses the fundamentals of various data analytics and algorithms, making it a valuable resource for researchers’ future studies.
Book Synopsis Deep Learning in Healthcare by : Yen-Wei Chen
Download or read book Deep Learning in Healthcare written by Yen-Wei Chen and published by Springer Nature. This book was released on 2019-11-18 with total page 225 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive overview of deep learning (DL) in medical and healthcare applications, including the fundamentals and current advances in medical image analysis, state-of-the-art DL methods for medical image analysis and real-world, deep learning-based clinical computer-aided diagnosis systems. Deep learning (DL) is one of the key techniques of artificial intelligence (AI) and today plays an important role in numerous academic and industrial areas. DL involves using a neural network with many layers (deep structure) between input and output, and its main advantage of is that it can automatically learn data-driven, highly representative and hierarchical features and perform feature extraction and classification on one network. DL can be used to model or simulate an intelligent system or process using annotated training data. Recently, DL has become widely used in medical applications, such as anatomic modelling, tumour detection, disease classification, computer-aided diagnosis and surgical planning. This book is intended for computer science and engineering students and researchers, medical professionals and anyone interested using DL techniques.
Book Synopsis The Historic Urban Landscape by : Francesco Bandarin
Download or read book The Historic Urban Landscape written by Francesco Bandarin and published by John Wiley & Sons. This book was released on 2012-01-12 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a comprehensive overview of the intellectual developments in urban conservation. The authors offer unique insights from UNESCO's World Heritage Centre and the book is richly illustrated with colour photographs. Examples are drawn from urban heritage sites worldwide from Timbuktu to Liverpool to demonstrate key issues and best practice in urban conservation today. The book offers an invaluable resource for architects, planners, surveyors and engineers worldwide working in heritage conservation, as well as for local authority conservation officers and managers of heritage sites.
Book Synopsis Managing and Mining Sensor Data by : Charu C. Aggarwal
Download or read book Managing and Mining Sensor Data written by Charu C. Aggarwal and published by Springer Science & Business Media. This book was released on 2013-01-15 with total page 547 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in hardware technology have lead to an ability to collect data with the use of a variety of sensor technologies. In particular sensor notes have become cheaper and more efficient, and have even been integrated into day-to-day devices of use, such as mobile phones. This has lead to a much larger scale of applicability and mining of sensor data sets. The human-centric aspect of sensor data has created tremendous opportunities in integrating social aspects of sensor data collection into the mining process. Managing and Mining Sensor Data is a contributed volume by prominent leaders in this field, targeting advanced-level students in computer science as a secondary text book or reference. Practitioners and researchers working in this field will also find this book useful.
Book Synopsis Marketing and Smart Technologies by : Álvaro Rocha
Download or read book Marketing and Smart Technologies written by Álvaro Rocha and published by Springer Nature. This book was released on 2021-03-09 with total page 783 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book includes selected papers presented at the International Conference on Marketing and Technologies (ICMarkTech 2020), held at ISCTE - University Institute of Lisbon, in the city of Lisbon in Portugal, between 8 and 10 October 2020. It covers up-to-date cutting-edge research on artificial intelligence applied in marketing, virtual and augmented reality in marketing, business intelligence databases and marketing, data mining and big data, marketing data science, web marketing, e-commerce and v-commerce, social media and networking, geomarketing and IoT, marketing automation and inbound marketing, machine learning applied to marketing, customer data management and CRM, and neuromarketing technologies.
Book Synopsis Human Rights and Literature by : Pramod K. Nayar
Download or read book Human Rights and Literature written by Pramod K. Nayar and published by Springer. This book was released on 2016-11-23 with total page 170 pages. Available in PDF, EPUB and Kindle. Book excerpt: Set at the intersection of Human Rights, social justice and Literature, this cutting edge book examines a range of literary texts, fiction, plays and poetry, and through them considers representations of Human Rights and their violations. Examining violated bodies and subjects, the settings and environments in which these are embedded and the witnessing of atrocities, it considers how the ‘subject’ (or ‘person’ of Human Rights) emerges within fiction or poetry. Structured so as to move outward from the individual body to the world, the study progresses from the preconditions or settings for Human Rights violations through to atrocity, from witnessing to the making of a specific kind of public around traumatic recall. It addresses representations of destroyed corporeality and subjectivity, the violations and dissolution of the subject and the construction of trauma-memory citizenship to the making of communities of mourning. Through a broad study of texts from different genres, this text reveals how Literature both documents the basic human aspirations of happiness, security and hope, but also the limitations and the violations of these aspirations.
Book Synopsis ICGR 2018 - Proceedings of the International Conference on Gender Research by : Ana Azevedo
Download or read book ICGR 2018 - Proceedings of the International Conference on Gender Research written by Ana Azevedo and published by Acpil. This book was released on 2018-03-22 with total page 650 pages. Available in PDF, EPUB and Kindle. Book excerpt: These proceedings represent the work of researchers participating in the International Conference on Gender Research (ICGR 2018) which is being hosted this year by the ISCAP in Porto, Portugal on 12-13 April 2018. ICGR is a new event on the international research conferences calendar and provides a valuable platform for individuals to present their research findings, display their work in progress and discuss conceptual and empirical advances in the areas surrounding Gender Research. It provides an important opportunity for researchers across a diverse range of fields all looking at aspects relating to Gender to come together with peers to share their varied and valuable experiences. The first day will be opened with a keynote presentation by Bruce I Newman from DePaul University in Chicago, USA who will address the topic Gender and Democracy. In the afternoon, there will be an additional keynote address on Empowering women in the IT/IS research: the importance of role models given by Isabel Ramos from, University of Minho, Portugal. The second day of the conference will be opened by Paola Paoloni from "NiccolÒ Cusano" University, Rome, Italy. Paola will be talking about A Relational Capital Dimension in Universities. In this event, participants will have the opportunity to have access to the latest research and developments concerning Gender Research and after an initial submission of 180 Abstracts, there will be 62 Research Papers, 8 PhD Research Papers, 2 Masters Papers, 1 Non-Academic and 4 Work in Progress Paper published in these Conference Proceedings. These papers represent truly global research in the field, with contributions from Australia, Belgium, Brazil, Canada, Colombia, Costa Rica, Cyprus, Czech Republic, Denmark, France, Germany, Greece, Iran, Italy, Kazakhstan, Lithuania, Malaysia, Mexico, Nepal, Nigeria, Pakistan, Philippines, Poland, Portugal, Russia, Slovakia, South Africa, Spain, Sweden, Taiwan, Thailand, The Netherlands, Turkey, UAE, UK and USA.
Book Synopsis Data Mining for Scientific and Engineering Applications by : R.L. Grossman
Download or read book Data Mining for Scientific and Engineering Applications written by R.L. Grossman and published by Springer Science & Business Media. This book was released on 2001-10-31 with total page 632 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in technology are making massive data sets common in many scientific disciplines, such as astronomy, medical imaging, bio-informatics, combinatorial chemistry, remote sensing, and physics. To find useful information in these data sets, scientists and engineers are turning to data mining techniques. This book is a collection of papers based on the first two in a series of workshops on mining scientific datasets. It illustrates the diversity of problems and application areas that can benefit from data mining, as well as the issues and challenges that differentiate scientific data mining from its commercial counterpart. While the focus of the book is on mining scientific data, the work is of broader interest as many of the techniques can be applied equally well to data arising in business and web applications. Audience: This work would be an excellent text for students and researchers who are familiar with the basic principles of data mining and want to learn more about the application of data mining to their problem in science or engineering.
Book Synopsis Location-Based Marketing by : Gérard Cliquet
Download or read book Location-Based Marketing written by Gérard Cliquet and published by John Wiley & Sons. This book was released on 2020-06-16 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: Location-based Marketing outlines the main concepts, methods and strategies for implementing spatial marketing, also known as geomarketing. With an emphasis on the value of mapping in marketing decision-making, this book demonstrates the importance of a more spatialized view of these decisions, in order to best respond to market realities – whether local or international. The main techniques of geomarketing are presented along with an understanding of the spatial behavior of consumers, both outside the point of sale and in stores. The book further introduces the idea of a "geomarketing mix", which spatializes product innovations, merchandising, pricing and various aspects of promotion. Finally, the book defines what real georetailing comprises and develops the concept of mobile marketing based on geolocation techniques.
Book Synopsis Innovations in Smart Cities and Applications by : Mohamed Ben Ahmed
Download or read book Innovations in Smart Cities and Applications written by Mohamed Ben Ahmed and published by Springer. This book was released on 2018-03-21 with total page 1073 pages. Available in PDF, EPUB and Kindle. Book excerpt: This proceedings book showcases the latest research work presented at the Second Edition of the Mediterranean Symposium on Smart City Application (SCAMS 2017), which was held in Tangier, Morocco on October 15–27, 2017. It presents original research results, new ideas and practical development experiences that concentrate on both theory and practice. It includes papers from all areas of Smart City Applications, e.g. Smart Mobility, Big Data, Smart Grids, Smart Homes and Buildings, clouds, crowds, mashups, social networks, and security issues. The conference stimulated cutting-edge research discussions among pioneering researchers, scientists, industrial engineers, and students from all around the world. The topics covered in this book also focus on innovative issues at the international level by bringing together experts from different countries. The scope of SCAMS 2017 included methods and practices that combine various emerging internetworking and data technologies to capture, integrate, analyze, mine, annotate, and visualize data in a meaningful and collaborative manner. A series of international workshops were organized as invited sessions during the SCAMS 2017:The 2nd International Workshop on Smart Learning & Innovative EducationsThe 1st International Workshop on Smart HealthcareThe 1st International Workshop on Mathematics for Smart CityThe 1st International Workshop Industry 4.0 and Smart Manufacturing
Book Synopsis Information Systems and Technologies to Support Learning by : Álvaro Rocha
Download or read book Information Systems and Technologies to Support Learning written by Álvaro Rocha and published by Springer. This book was released on 2018-10-25 with total page 707 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book features a selection of articles from the second edition of the conference Europe Middle East & North Africa Information Systems and Technologies to Support Learning 2018 (EMENA-ISTL'18), held in Fez, Morocco between 25th and 27th October 2018. EMENA-ISTL’18 was a global forum for researchers and practitioners to present and discuss recent findings and innovations, current trends, professional experiences and challenges in information systems & technologies to support learning. The main topics covered are: A) information systems technologies to support education; B) education in science, technology, engineering and Mathematics; C) emerging technologies in education learning innovation in the digital age; D) software systems, architectures, applications and tools; E) multimedia systems and applications; F) computer communications and networks; G) IOT, smart cities and people, wireless, sensor and ad-hoc networks; H) organizational models and information systems and technologies; I) human–computer Interaction; J) computers & security, ethics and data-forensic; K) health informatics, and medical informatics security; l) information and knowledge management; m) big data analytics and applications, intelligent data systems, and machine learning; n) artificial intelligence, high performance computing; o) mobile, embedded and ubiquitous systems; p) language and image processing, computer graphics and vision; and q) the interdisciplinary field of fuzzy logic and data mining.
Book Synopsis Key Competencies in the Knowledge Society by : Nicolas Reynolds
Download or read book Key Competencies in the Knowledge Society written by Nicolas Reynolds and published by Springer. This book was released on 2010-08-07 with total page 469 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the IFIP TC 3 International Conference, KCKS 2010, held as a part of the 21th World Computer Congress, WCC 2010, in Brisbane, Australia, in September 2010. The 43 revised full papers presented were carefully reviewed and selected from numerous submissions. The range of issues cover many aspects of ICT in relation to competencies in the knowledge society; they present theory, research, applications and practical experiences on topics including but not limited to developing creativity, digital solidarity, e-management in education, informatics and programming knowledge technologies, lifelong learning, policy development, teacher(s) in a knowledge society, e-inclusion, AGORA: the IFIP initiative on lifelong learning, collective intelligence, digital literacy, educating ict professionals, formal and informal learning, innovations of assessment, networking and collaboration, problem solving teacher learning & creativity as well as teaching & learning 2.0.
Book Synopsis Education, Disordered Eating and Obesity Discourse by : John Evans
Download or read book Education, Disordered Eating and Obesity Discourse written by John Evans and published by Routledge. This book was released on 2008-06-06 with total page 201 pages. Available in PDF, EPUB and Kindle. Book excerpt: Eating less, exercising more and losing weight seem the obvious solution for the oncoming 'obesity epidemic'. Rarely, however, is thought given to how these messages are interpreted and whether they are in fact inherently healthy. Education, Disordered Eating and Obesity Discourse investigates how 'body centred talk' about weight, fat, food and exercise is recycled in schools, enters educational processes, and impacts on the identities and health of young people. Drawing on the experiences of young women who have developed eating disorders and research on international school curricula and the media, the authors challenge the veracity, substance and merits of contemporary 'obesity discourse'. By concentrating on previously unexplored aspects of the debate around weight and health, it is revealed how well-meaning advice can propel some children toward behaviour that seriously damages their health. This book is not only about 'eating disorders' and the people affected, but the effects of obesity discourse on everyone’s health as it enters public policy, educational practice and the cultural fabric of our lives. It will interest students, teachers, doctors, health professionals and researchers concerned with obesity and weight issues.
