Materias:

Tabla de Contenidos: “…-- La flor romanial ; Abiyoyo ; La granota tocada del bolet -- Quan jo estava a caseta -- Tinc un conill -- Ai, adéu ; Les cançons s'han acabat -- Amic Xesco -- Aquesta terra -- Cercles -- El nen d'Hiroshima -- El riu és molt ample -- Guantanamera -- Hieland Laddie -- Sense vent -- Si ens deixéssim de romanços -- Som de pas -- Tinc una llum al cor -- Tumbalalaika -- Un cel blau per sostre -- Demà és festa -- El gripau blau -- Cada cosa té el seu temps -- Kumbaià -- No serem moguts -- Si tots els pobles -- Sona viola, sona…”

Tabla de Contenidos: “…Architectures of Information Systems -- Properties of Information Modeling Techniques for Information Systems Engineering -- Express -- Object-Role Modeling (ORM/NIAM) -- Database Language SQL -- Petri Nets -- State Transition Diagrams -- The Process Interchange Format -- Process Language GPN -- The IDEF Family of Languages -- The CIMOSA Languages -- ConceptBase: Managing Conceptual Models about Information Systems -- Conceptual Graphs -- GRAI GridDecisional Modelling -- Modeling of Business Systems Using SOM -- Workflow and Service Composition Languages -- XML — The Extensible Markup Language and its Use in the Field of EDI -- Modeling Information-Systems with UML Unified Modeling Language -- Information Engineering Methodology -- Object-Oriented Software Engineering Methods -- Euromethod Contract Management -- An Integrated Enterprise Modeling Environment -- WorkParty - Business Processes and Workflow Management -- Business Process Reengineering with PROPLAN® -- ARIS — Architecture of Integrated Information Systems -- Tools for Analysis and Simulation: BONAPART -- MO2GO: User Oriented Enterprise Models for Organisational and IT Solutions -- IBM Insurance Application Architecture (IAA) — An overview of the Insurance Business Architecture -- Fraunhofer Simulation Reference Models -- Configuring Business Application Systems -- The SIZ Banking Data Model -- ODP and OMA Reference Models -- Architectural Requirements of Commercial Products -- Integration Infrastructures for Agile Manufacturing Systems -- Distributed Processing: DCE, CORBA, and Java -- Higher Level Integration by Multi-Agent Architectures…”

Tabla de Contenidos: “…Testing individual instances -- Bayesian networks -- Using a Bayesian network -- Unsupervised machine learning -- Association rule learning -- Using association rule learning to find buying relationships -- Reinforcement learning -- Summary -- Chapter 7: Neural Networks -- Training a neural network -- Getting started with neural network architectures -- Understanding static neural networks -- A basic Java example -- Understanding dynamic neural networks -- Multilayer perceptron networks -- Building the model -- Evaluating the model -- Predicting other values -- Saving and retrieving the model -- Learning vector quantization -- Self-Organizing Maps -- Using a SOM -- Displaying the SOM results -- Additional network architectures and algorithms -- The k-Nearest Neighbors algorithm -- Instantaneously trained networks -- Spiking neural networks -- Cascading neural networks -- Holographic associative memory -- Backpropagation and neural networks -- Summary -- Chapter 8: Deep Learning -- Deeplearning4j architecture -- Acquiring and manipulating data -- Reading in a CSV file -- Configuring and building a model -- Using hyperparameters in ND4J -- Instantiating the network model -- Training a model -- Testing a model -- Deep learning and regression analysis -- Preparing the data -- Setting up the class -- Reading and preparing the data -- Building the model -- Evaluating the model -- Restricted Boltzmann Machines -- Reconstruction in an RBM -- Configuring an RBM -- Deep autoencoders -- Building an autoencoder in DL4J -- Configuring the network -- Building and training the network -- Saving and retrieving a network -- Specialized autoencoders -- Convolutional networks -- Building the model -- Evaluating the model -- Recurrent Neural Networks -- Summary -- Chapter 9: Text Analysis -- Implementing named entity recognition -- Using OpenNLP to perform NER…”

Tabla de Contenidos: “…-- Towards Open (Shared) Knowledge -- The GEOSS Case -- Big Data Infrastructure Services: The GEOSS Common Infrastructure (GCI) Big Data Strategy -- Content Harmonization and Information/Knowledge Generation: The Brokering Framework -- The Brokering framework -- The DAB -- More (Value) knowledge to reduce Volume -- From Data to Knowledge: the GEOSS Knowledge Base and High-Performance Data Analytics -- The DIKW pattern -- The GEOSS Knowledge Base -- High-Performance Analytics and GEOSS -- Conclusions -- References -- Cyber-Infrastructure for Data-Intensive Geospatial Computing -- Introduction -- Settlement Mapping Tool (SMTOOL) -- Toolbox for Urban Mobility Simulations (TUMS) -- Global Dataset -- Framework -- OD Tables -- Resolution -- Unified Network and Population Database -- Big Data -- Urban Information System (UrbIS) -- Leveraging Big Data to Understand Urban Impact on Environment and Climate -- Conclusions -- References -- Machine Learning Applications for Earth Observation -- Introduction -- What Is Machine Learning? …”