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This book summarizes the state of the art in generalized linear models (GLMs) and their various extensions: GAMs, mixed models and credibility, and some nonlinear variants (GNMs). In order to deal with tail events, analytical tools from Extreme Value Theory are presented. Going beyond mean modeling, it considers volatility modeling (double GLMs) and the general modeling of location, scale and shape parameters (GAMLSS). Actuaries need these advanced analytical tools to turn the massive data sets now at their disposal into opportunities. The exposition alternates between methodological aspects and case studies, providing numerical illustrations using the R statistical software. The technical prerequisites are kept at a reasonable level in order to reach a broad readership. This is the first of three volumes entitled Effective Statistical Learning Methods for Actuaries. Written by actuaries for actuaries, this series offers a comprehensive overview of insurance data analytics with applications to P&C, life and health insurance. Although closely related to the other two volumes, this volume can be read independently.
Actuarial science --- Insurance --- Linear models (Statistics) --- Actuarial science. --- Statistics . --- Actuarial Sciences. --- Statistics for Business, Management, Economics, Finance, Insurance. --- Matemàtica actuarial --- Assegurances de vida --- Estadística --- Xarxes neuronals (Informàtica) --- Models matemàtics
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This book reviews key recent advances and new frontiers within psychiatric research and clinical practice. These advances either represent or are enabling paradigm shifts in the discipline and are influencing how we observe, derive and test hypotheses, and intervene. Progress in information technology is allowing the collection of scattered, fragmented data and the discovery of hidden meanings from stored data, and the impacts on psychiatry are fully explored. Detailed attention is also paid to the applications of artificial intelligence, machine learning, and data science technology in psychiatry and to their role in the development of new hypotheses, which in turn promise to lead to new discoveries and treatments. Emerging research methods for precision medicine are discussed, as are a variety of novel theoretical frameworks for research, such as theoretical psychiatry, the developmental approach to the definition of psychopathology, and the theory of constructed emotion. The concluding section considers novel interventions and treatment avenues, including psychobiotics, the use of neuromodulation to augment cognitive control of emotion, and the role of the telomere-telomerase system in psychopharmacological interventions.
Molecular biology. --- Neurosciences. --- Laboratory medicine. --- Psychiatry. --- Molecular Medicine. --- Laboratory Medicine. --- Medicine and psychology --- Mental health --- Psychology, Pathological --- Clinical medicine --- Clinical pathology --- Diagnostic laboratory tests --- Laboratory diagnosis --- Laboratory medicine --- Medical laboratory diagnosis --- Diagnosis --- Pathology --- Neural sciences --- Neurological sciences --- Neuroscience --- Medical sciences --- Nervous system --- Molecular biochemistry --- Molecular biophysics --- Biochemistry --- Biophysics --- Biomolecules --- Systems biology --- Intel·ligència artificial --- Ciència cognitiva --- Mètodes de simulació --- Processament de dades --- Sistemes autoorganitzatius --- Aprenentatge automàtic --- Demostració automàtica de teoremes --- Intel·ligència artificial distribuïda --- Intel·ligència computacional --- Sistemes adaptatius --- Tractament del llenguatge natural (Informàtica) --- Raonament qualitatiu --- Representació del coneixement (Teoria de la informació) --- Sistemes de pregunta i resposta --- Traducció automàtica --- Visió per ordinador --- Xarxes neuronals (Informàtica) --- Xarxes semàntiques (Teoria de la informació) --- Agents intel·ligents (Programes d'ordinador) --- Programació per restriccions --- Vida artificial
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This book presents a systematic application of recent advances in artificial intelligence (AI) to the problem of asset management. While natural language processing and text mining techniques, such as semantic representation, sentiment analysis, entity extraction, commonsense reasoning, and fact checking have been evolving for decades, finance theories have not yet fully considered and adapted to these ideas. In this unique, readable volume, the authors discuss integrating textual knowledge and market sentiment step-by-step, offering readers new insights into the most popular portfolio optimization theories: the Markowitz model and the Black-Litterman model. The authors also provide valuable visions of how AI technology-based infrastructures could cut the cost of and automate wealth management procedures. This inspiring book is a must-read for researchers and bankers interested in cutting-edge AI applications in finance.
Medicine. --- Data mining. --- Artificial intelligence. --- E-business. --- Electronic commerce. --- E-commerce. --- Biomedicine, general. --- Data Mining and Knowledge Discovery. --- Artificial Intelligence. --- e-Business/e-Commerce. --- e-Commerce/e-business. --- Cybercommerce --- E-business --- E-commerce --- E-tailing --- eBusiness --- eCommerce --- Electronic business --- Internet commerce --- Internet retailing --- Online commerce --- Web retailing --- Commerce --- Information superhighway --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Health Workforce --- Asset allocation. --- Allocation of assets --- Investments --- Portfolio management --- Intel·ligència artificial --- Ciència cognitiva --- Mètodes de simulació --- Processament de dades --- Sistemes autoorganitzatius --- Aprenentatge automàtic --- Demostració automàtica de teoremes --- Intel·ligència artificial distribuïda --- Intel·ligència computacional --- Sistemes adaptatius --- Tractament del llenguatge natural (Informàtica) --- Raonament qualitatiu --- Representació del coneixement (Teoria de la informació) --- Sistemes de pregunta i resposta --- Traducció automàtica --- Visió per ordinador --- Xarxes neuronals (Informàtica) --- Xarxes semàntiques (Teoria de la informació) --- Agents intel·ligents (Programes d'ordinador) --- Programació per restriccions --- Vida artificial
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The two-volume set CCIS 1142 and 1143 constitutes thoroughly refereed contributions presented at the 26th International Conference on Neural Information Processing, ICONIP 2019, held in Sydney, Australia, in December 2019. For ICONIP 2019 a total of 345 papers was carefully reviewed and selected for publication out of 645 submissions. The 168 papers included in this volume set were organized in topical sections as follows: adversarial networks and learning; convolutional neural networks; deep neural networks; embeddings and feature fusion; human centred computing; human centred computing and medicine; human centred computing for emotion; hybrid models; image processing by neural techniques; learning from incomplete data; model compression and optimization; neural network applications; neural network models; semantic and graph based approaches; social network computing; spiking neuron and related models; text computing using neural techniques; time-series and related models; and unsupervised neural models.
Neural networks (Computer science) --- Pattern recognition. --- Optical data processing. --- Machine learning. --- Computers. --- Application software. --- Pattern Recognition. --- Image Processing and Computer Vision. --- Machine Learning. --- Information Systems and Communication Service. --- Computer Appl. in Social and Behavioral Sciences. --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software --- Automatic computers --- Automatic data processors --- Computer hardware --- Computing machines (Computers) --- Electronic brains --- Electronic calculating-machines --- Electronic computers --- Hardware, Computer --- Computer systems --- Cybernetics --- Machine theory --- Calculators --- Cyberspace --- Learning, Machine --- Artificial intelligence --- Optical computing --- Visual data processing --- Bionics --- Electronic data processing --- Integrated optics --- Photonics --- Computers --- Design perception --- Pattern recognition --- Form perception --- Perception --- Figure-ground perception --- Optical equipment --- Xarxes neuronals (Informàtica) --- Processament òptic de dades --- Reconeixement de formes (Informàtica) --- Llibres electrònics --- e-books --- Llibre electrònic --- Llibres en línia --- Llibres interactius --- Llibres online --- Llibres --- Lectura sobre pantalla --- Autòmats cel·lulars --- Reconeixement automàtic de la parla --- Visió per ordinador --- Computació òptica --- Processament de dades òptiques --- Tractament òptic de la informació --- Biònica --- Fotònica --- Òptica integrada --- Processament de dades --- Lectors òptics --- Processament d'imatges --- Reconeixement òptic de formes --- Transmissió de les imatges --- Visualització (Informàtica) --- Xarxes neurals (Informàtica) --- Xarxes neurals artificials --- Xarxes neuronals artificials --- Cibernètica --- Informàtica tova --- Intel·ligència artificial --- Computació evolutiva --- Xarxes neuronals convolucionals --- Intel·ligència computacional
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This book constitutes the refereed proceedings of the 8th Conference on Artificial Intelligence and Natural Language, AINL 2019, held in Tartu, Estonia, in November 2019. The 10 revised full papers and 2 short papers were carefully reviewed and selected from 34 submissions. The papers are organized according to the following topics: data acquisition and annotation; human-computer interaction; statistical natural language processing; neural language models.
Artificial intelligence. --- Data mining. --- Information storage and retrieval. --- Database management. --- Application software. --- Optical data processing. --- Artificial Intelligence. --- Data Mining and Knowledge Discovery. --- Information Storage and Retrieval. --- Database Management. --- Computer Appl. in Social and Behavioral Sciences. --- Computer Imaging, Vision, Pattern Recognition and Graphics. --- Optical computing --- Visual data processing --- Bionics --- Electronic data processing --- Integrated optics --- Photonics --- Computers --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software --- Data base management --- Data services (Database management) --- Database management services --- DBMS (Computer science) --- Generalized data management systems --- Services, Database management --- Systems, Database management --- Systems, Generalized database management --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Cognitive science --- Digital computer simulation --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Optical equipment --- Intel·ligència artificial --- Mineria de dades --- Sistemes d'informació --- Gestió de bases de dades --- Administració de bases de dades --- Sistemes de gestió de bases de dades --- SGBD --- Processament de dades --- Compressió de dades (Informàtica) --- Gestors de dades --- Automatització documental --- Documentació mecanitzada --- Emmagatzematge automàtic de dades --- Sistemes d'emmagatzematge i recuperació de la informació --- Bibliografia --- Classificació --- Documentació --- Recursos electrònics --- Serveis de resums analítics --- Serveis d'informació --- Teledocumentació --- BLAISE (Sistema de recuperació de la informació) --- Catàlegs en línia --- Difusió selectiva de la informació --- DOBIS (Sistema informàtic) --- Gestió electrònica de documents --- Gestió de la informació --- Llenguatges documentals --- Serveis de geolocalització --- Sistemes experts (Informàtica) --- Sistemes multimèdia --- Xarxes d'informació --- Automatització de biblioteques --- Bancs de dades --- Biblioteques digitals --- Ordinadors --- Sostenibilitat (Ciències de la informació) --- Prospecció de dades --- Cerca en bases de dades --- Arquitectura orientada a serveis (Informàtica) --- Extracció de dades de llocs web --- Mineria de web --- Ciència cognitiva --- Mètodes de simulació --- Sistemes autoorganitzatius --- Aprenentatge automàtic --- Demostració automàtica de teoremes --- Intel·ligència artificial distribuïda --- Intel·ligència computacional --- Sistemes adaptatius --- Tractament del llenguatge natural (Informàtica) --- Raonament qualitatiu --- Representació del coneixement (Teoria de la informació) --- Sistemes de pregunta i resposta --- Traducció automàtica --- Visió per ordinador --- Xarxes neuronals (Informàtica) --- Xarxes semàntiques (Teoria de la informació) --- Agents intel·ligents (Programes d'ordinador) --- Programació per restriccions --- Vida artificial
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