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Extracting Nonlinear Signals From Several Economic Indicators
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Book Synopsis Extracting Nonlinear Signals from Several Economic Indicators by : Máximo Camacho
Download or read book Extracting Nonlinear Signals from Several Economic Indicators written by Máximo Camacho and published by . This book was released on 2012 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: We develop a twofold analysis of how the information provided by several economic indicators can be used in Markov-switching dynamic factor models to identify the business cycle turning points. First, we compare the performance of a fully non- linear multivariate specification (one-step approach) with the shortcut of using a linear factor model to obtain a coincident indicator which is then used to compute the Markov-switching probabilities (two-step approach). Second, we examine the role of increasing the number of indicators. Our results suggest that one step is generally preferred to two steps, although its marginal gains diminish as the quality of the indicators increases and as more indicators are used to identify the non-linear signal. Using the four constituent series of the Stock-Watson coincident index, we illustrate these results for US data.
Book Synopsis Extracting nonlinear signals from several economic indicators by : Maximo Camacho
Download or read book Extracting nonlinear signals from several economic indicators written by Maximo Camacho and published by . This book was released on 2012 with total page 36 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Unobserved Components and Time Series Econometrics by : Siem Jan Koopman
Download or read book Unobserved Components and Time Series Econometrics written by Siem Jan Koopman and published by Oxford University Press. This book was released on 2015 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presents original and up-to-date studies in unobserved components (UC) time series models from both theoretical and methodological perspectives.
Book Synopsis The Influence of Human Capital on Economic Growth by : Riyanto Wujarso
Download or read book The Influence of Human Capital on Economic Growth written by Riyanto Wujarso and published by Asadel Publisher. This book was released on 2023-07-09 with total page 54 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The Influence of Human Capital on Economic Growth" delves into a comprehensive analysis of the relationship between human capital and regional financial development in West Java Province. This research covers the period from 2017 to 2019 and employs a quantitative research approach using mathematical analysis techniques. To gather data for the analysis, the book relies on secondary sources, specifically the data reports provided by the Indonesian Central Bureau of Statistics (Badan Pusat Statistik or BPS). These reports offer valuable information crucial for understanding the dynamics of regional financial development in West Java Province. The research technique utilized in this study is panel regression, specifically employing the GLS fixed-effect model approach. This statistical method allows for the examination of both cross-sectional and time series data, making it suitable for analyzing the relationship between human capital and regional financial development over a specific time period. The GLS fixed-effect model accounts for individual characteristics of each region in West Java Province, providing a more accurate estimation of the impact of human capital on financial growth. The study's findings shed light on the critical role of human capital, with a specific focus on education, in influencing economic growth in West Java Province. The estimation results highlight the significant impact of the education variable on the region's financial development, emphasizing the importance of investing in education and improving educational infrastructure to enhance the quality of the workforce and stimulate economic growth. While the relationship between human capital and financial development extends beyond education alone, the estimation results reveal education as the most dominant factor influencing financial development in West Java Province. Therefore, efforts to improve the education level of the workforce should be prioritized to enhance productivity and drive economic progress. Based on the research findings, the book proposes recommendations for the local governments in West Java Province. It suggests a substantial increase in regional expenditure allocations specifically dedicated to the education and health sectors to improve the quality of education and healthcare. By prioritizing human capital development and creating an enabling environment for skills enhancement, West Java Province can pave the way for sustainable and inclusive financial growth. "The Influence of Human Capital on Economic Growth" provides valuable insights into the impact of human capital on regional financial development in West Java Province. It emphasizes the significant role of education in fostering economic growth and calls for increased investments in education and health sectors. By prioritizing human capital development and creating an enabling environment for skills enhancement, West Java Province can pave the way for sustainable and inclusive financial growth.
Book Synopsis Macroeconomic Forecasting in the Era of Big Data by : Peter Fuleky
Download or read book Macroeconomic Forecasting in the Era of Big Data written by Peter Fuleky and published by Springer Nature. This book was released on 2019-11-28 with total page 716 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book surveys big data tools used in macroeconomic forecasting and addresses related econometric issues, including how to capture dynamic relationships among variables; how to select parsimonious models; how to deal with model uncertainty, instability, non-stationarity, and mixed frequency data; and how to evaluate forecasts, among others. Each chapter is self-contained with references, and provides solid background information, while also reviewing the latest advances in the field. Accordingly, the book offers a valuable resource for researchers, professional forecasters, and students of quantitative economics.
Book Synopsis Neural Advances in Processing Nonlinear Dynamic Signals by : Anna Esposito
Download or read book Neural Advances in Processing Nonlinear Dynamic Signals written by Anna Esposito and published by Springer. This book was released on 2018-07-21 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book proposes neural networks algorithms and advanced machine learning techniques for processing nonlinear dynamic signals such as audio, speech, financial signals, feedback loops, waveform generation, filtering, equalization, signals from arrays of sensors, and perturbations in the automatic control of industrial production processes. It also discusses the drastic changes in financial, economic, and work processes that are currently being experienced by the computational and engineering sciences community. Addresses key aspects, such as the integration of neural algorithms and procedures for the recognition, the analysis and detection of dynamic complex structures and the implementation of systems for discovering patterns in data, the book highlights the commonalities between computational intelligence (CI) and information and communications technologies (ICT) to promote transversal skills and sophisticated processing techniques. This book is a valuable resource for a. The academic research community b. The ICT market c. PhD students and early stage researchers d. Companies, research institutes e. Representatives from industry and standardization bodies
Book Synopsis Next-Generation Applied Intelligence by : Been-Chian Chien
Download or read book Next-Generation Applied Intelligence written by Been-Chian Chien and published by Springer. This book was released on 2009-06-26 with total page 857 pages. Available in PDF, EPUB and Kindle. Book excerpt: The International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems (IEA/AIE), always sponsored by the International So- ety of Applied Intelligence (ISAI), emphasizes applications of applied intelligent systems to solve real-life problems in all areas. It is held every year and has become one of the biggest and most important academic activities concerning the theory and applications of intelligent systems in the world. The IEA/AIE 2009 conference was hosted by the National University of Tainan and National University of Kaohsiung in Taiwan. This was the first time that the IEA/AIE conference was held in Taiwan. We received 286 papers from all parts of the world. Only 84 papers were selected for publication in this volume of LNAI proceedings. Each paper was reviewed by at least two anonymous referees to assure the high quality. We would like to express our sincere thanks to the Program Committee members and all the reviewers for their hard work, which helped us to select the highest quality papers for the conference. These papers highlight opportunities and challenges for the next generation of applied int- ligence and reveal technological innovations in real applications.
Book Synopsis Nonlinear Time Series Analysis of Economic and Financial Data by : Philip Rothman
Download or read book Nonlinear Time Series Analysis of Economic and Financial Data written by Philip Rothman and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 379 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nonlinear Time Series Analysis of Economic and Financial Data provides an examination of the flourishing interest that has developed in this area over the past decade. The constant theme throughout this work is that standard linear time series tools leave unexamined and unexploited economically significant features in frequently used data sets. The book comprises original contributions written by specialists in the field, and offers a combination of both applied and methodological papers. It will be useful to both seasoned veterans of nonlinear time series analysis and those searching for an informative panoramic look at front-line developments in the area.
Book Synopsis Intelligent Computing Theories and Application by : De-Shuang Huang
Download or read book Intelligent Computing Theories and Application written by De-Shuang Huang and published by Springer. This book was released on 2016-07-11 with total page 924 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set LNCS 9771 and LNCS 9772 constitutes - in conjunction with the volume LNAI 9773 - the refereed proceedings of the 12th International Conference on Intelligent Computing, ICIC 2016, held in Lanzhou, China, in August 2016. The 221 full papers and 15 short papers of the three proceedings volumes were carefully reviewed and selected from 639 submissions. The papers are organized in topical sections such as signal processing and image processing; information security, knowledge discovery, and data mining; systems biology and intelligent computing in computational biology; intelligent computing in scheduling; information security; advances in swarm intelligence: algorithms and applications; machine learning and data analysis for medical and engineering applications; evolutionary computation and learning; independent component analysis; compressed sensing, sparse coding; social computing; neural networks; nature inspired computing and optimization; genetic algorithms; signal processing; pattern recognition; biometrics recognition; image processing; information security; virtual reality and human-computer interaction; healthcare informatics theory and methods; artificial bee colony algorithms; differential evolution; memetic algorithms; swarm intelligence and optimization; soft computing; protein structure and function prediction; advances in swarm intelligence: algorithms and applications; optimization, neural network, and signal processing; biomedical informatics and image processing; machine learning; knowledge discovery and natural language processing; nature inspired computing and optimization; intelligent control and automation; intelligent data analysis and prediction; computer vision; knowledge representation and expert system; bioinformatics.
Book Synopsis Trading on the Edge by : Guido J. Deboeck
Download or read book Trading on the Edge written by Guido J. Deboeck and published by John Wiley & Sons. This book was released on 1994-04-18 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experts from the world's major financial institutions contributed to this work and have already used the newest technologies. Gives proven strategies for using neural networks, algorithms, fuzzy logic and nonlinear data analysis techniques to enhance profitability. The latest analytical breakthroughs, the impact on modern finance theory and practice, including the best ways for profitably applying them to any trading and portfolio management system, are all covered.
Book Synopsis Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models by : Mr. Jorge A Chan-Lau
Download or read book Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models written by Mr. Jorge A Chan-Lau and published by International Monetary Fund. This book was released on 2023-02-24 with total page 31 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning models are becoming increasingly important in the prediction of economic crises. The models, however, use datasets comprising a large number of predictors (features) which impairs model interpretability and their ability to provide adequate guidance in the design of crisis prevention and mitigation policies. This paper introduces surrogate data models as dimensionality reduction tools in large-scale crisis prediction models. The appropriateness of this approach is assessed by their application to large-scale crisis prediction models developed at the IMF. The results are consistent with economic intuition and validate the use of surrogates as interpretability tools.
Book Synopsis Advanced Technologies for Planning and Operation of Prosumer Energy Systems, Volume II by : Bin Zhou
Download or read book Advanced Technologies for Planning and Operation of Prosumer Energy Systems, Volume II written by Bin Zhou and published by Frontiers Media SA. This book was released on 2023-10-18 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Advances in Noise Reduction and Feature Extraction of Acoustic Signal by : Govind Vashishtha
Download or read book Advances in Noise Reduction and Feature Extraction of Acoustic Signal written by Govind Vashishtha and published by Frontiers Media SA. This book was released on 2023-10-11 with total page 134 pages. Available in PDF, EPUB and Kindle. Book excerpt: Acoustic signal is one of the hot topics of research in physics and has been studied by many engineers and scientists in various real-world fields, including underwater acoustics, architectural acoustics, engineering acoustics, physical acoustics, environmental acoustics, psychological acoustics, and so on. Noise reduction is the foundation of acoustic signal pre-processing, and the feature extraction for noise reduction signals can obtain useful information from the acoustic signal, which is the linchpin for pattern recognition, target detection, tracking, and localization.
Book Synopsis Economic Complexity: Chaos, Sunspots, Bubbles, and Nonlinearity by : William A. Barnett
Download or read book Economic Complexity: Chaos, Sunspots, Bubbles, and Nonlinearity written by William A. Barnett and published by Cambridge University Press. This book was released on 1989-07-28 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: The contents of this volume comprise the proceedings of the International Symposia in Economic Theory and Econometrics conference held in 1987 at the IC^T2 (Innovation, Creativity, and Capital) Institute at the University of Texas at Austin. The essays present fundamental new research on the analysis of complicated outcomes in relatively simple macroeconomic models. The book covers econometric modelling and time series analysis techniques in five parts. Part I focuses on sunspot equilibria, the study of uncertainty generated by nonstochastic economic models. Part II examines the more traditional examples of deterministic chaos: bubbles, instability, and hyperinflation. Part III contains the most current literature dealing with empirical tests for chaos and strange attractors. Part IV deals with chaos and informational complexity. Part V, Nonlinear Econometric Modelling, includes tests for and applications of nonlinearity.
Book Synopsis Complex and Chaotic Nonlinear Dynamics by : Thierry Vialar
Download or read book Complex and Chaotic Nonlinear Dynamics written by Thierry Vialar and published by Springer Science & Business Media. This book was released on 2009-04-26 with total page 752 pages. Available in PDF, EPUB and Kindle. Book excerpt: Complex dynamics constitute a growing and increasingly important area as they offer a strong potential to explain and formalize natural, physical, financial and economic phenomena. This book pursues the ambitious goal to bring together an extensive body of knowledge regarding complex dynamics from various academic disciplines. Beyond its focus on economics and finance, including for instance the evolution of macroeconomic growth models towards nonlinear structures as well as signal processing applications to stock markets, fundamental parts of the book are devoted to the use of nonlinear dynamics in mathematics, statistics, signal theory and processing. Numerous examples and applications, almost 700 illustrations and numerical simulations based on the use of Matlab make the book an essential reference for researchers and students from many different disciplines who are interested in the nonlinear field. An appendix recapitulates the basic mathematical concepts required to use the book.
Book Synopsis Artificial Intelligence and Mobile Services – AIMS 2018 by : Marco Aiello
Download or read book Artificial Intelligence and Mobile Services – AIMS 2018 written by Marco Aiello and published by Springer. This book was released on 2018-06-20 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the International Conference on Artificial Intelligence and Mobile Services, AIMS 2018, held as part of SCF 2018, in Seattle, WA, USA, in June 2018. The 20 papers presented in this volume were carefully reviewed and selected from numerous submissions. The papers cover different aspects of mobile services from business management to computing systems, algorithms and applications. They promote technological technological innovations in research and development of mobile services, including, but not limited to, wireless and sensor networks, mobile and wearable computing, mobile enterprise and eCommerce, ubiquitous collaborative and social services, machine-to-machine and Internet-of-things, clouds, cyber-physical integration, and big data analytics for mobility-enabled services
Book Synopsis Neural Advances in Processing Nonlinear Dynamic Signals by : Anna Esposito
Download or read book Neural Advances in Processing Nonlinear Dynamic Signals written by Anna Esposito and published by Springer. This book was released on 2019-08-16 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt:
