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Books > Business & Economics > Economics > Econometrics > General
This book offers a practical guide to Agent Based economic modeling, adopting a "learning by doing" approach to help the reader master the fundamental tools needed to create and analyze Agent Based models. After providing them with a basic "toolkit" for Agent Based modeling, it present and discusses didactic models of real financial and economic systems in detail. While stressing the main features and advantages of the bottom-up perspective inherent to this approach, the book also highlights the logic and practical steps that characterize the model building procedure. A detailed description of the underlying codes, developed using R and C, is also provided. In addition, each didactic model is accompanied by exercises and applications designed to promote active learning on the part of the reader. Following the same approach, the book also presents several complementary tools required for the analysis and validation of the models, such as sensitivity experiments, calibration exercises, economic network and statistical distributions analysis. By the end of the book, the reader will have gained a deeper understanding of the Agent Based methodology and be prepared to use the fundamental techniques required to start developing their own economic models. Accordingly, "Economics with Heterogeneous Interacting Agents" will be of particular interest to graduate and postgraduate students, as well as to academic institutions and lecturers interested in including an overview of the AB approach to economic modeling in their courses.
The book details the innovative TERM (The Enormous Regional Model) approach to regional and national economic modeling, and explains the conversion from a comparative-static to a dynamic model. It moves on to an adaptation of TERM to water policy, including the additional theoretical and database requirements of the dynamic TERM-H2O model. In particular, it examines the contrasting economic impacts of water buyback policy and recurring droughts in the Murray-Darling Basin. South-east Queensland, where climate uncertainty has been borne out by record-breaking drought and the worst floods in living memory, provides a chapter-length case study. The exploration of the policy background and implications of TERM's dynamic modeling will provide food for thought in policy making circles worldwide, where there is a pressing need for solutions to similarly intractable problems in water management.
"A Companion to Theoretical Econometrics" provides a comprehensive
reference to the basics of econometrics. It focuses on the
foundations of the field and at the same time integrates popular
topics often encountered by practitioners. The chapters are written
by international experts and provide up-to-date research in areas
not usually covered by standard econometric texts.
This book is an exceptional reference for readers who require
quick access to the foundation theories in this field. Chapters are
organized to provide clear information and to point to further
readings on the subject. Important topics covered include:
This book covers the econometric methodsnecessary for a practicing applied economist or data analyst. This requiresboth an understanding of statistical theory and how it is used in actual applications. Chapters 1 to 9 present the material concerned with basic statistical theory. Chapters 10 to 13 introduce a number of topics which form the basis of more advanced option modules, such as time series methods in applied econometrics. To get the most out of these topics, companion files include Excel datasets and 4-color figures. It includes pull down menus to graph the data, calculate sample statistics and estimate regression equations. FEATURES: Integration of econometrics methods with statistical foundations Worked examples of all models considered in the text Includes Excel datasheets to facilitate estimation and application of models Features instructor ancillaries for use as atextbook
As conceived by the founders of the Econometric Society,
econometrics is a field that uses economic theory and statistical
methods to address empirical problems in economics. It is a tool
for empirical discovery and policy analysis. The chapters in this
volume embody this vision and either implement it directly or
provide the tools for doing so. This vision is not shared by those
who view econometrics as a branch of statistics rather than as a
distinct field of knowledge that designs methods of inference from
data based on models of human choice behavior and social
interactions. All of the essays in this volume and its companion
volume 6B offer guidance to the practitioner on how to apply the
methods they discuss to interpret economic data. The authors of the
chapters are all leading scholars in the fields they survey and
extend.
This book is written in the light of the latest developments in the field of multidimensional poverty measurement. It includes clear presentations of more than a dozen different quantitative techniques based respectively on information or fuzzy sets theory, the Rasch model, Factor, Cluster and Multiple Correspondence Analysis, MIMIC and structural equations models, efficiency analysis, axiomatic, subjective and ordinal approaches to the topic. The book provides empirical illustrations based on data sources from developed or developing countries.
An empirical econometric study that tests an earlier worldwide survey showing that advertising has had little impact on total alcohol consumption or adverse outcomes associated with drinking. The advertising executives, also trained as sociologists and statisticians, offer a conceptual model for advertising effects. They define and describe both predictor and outcome variables and how they are operationalized and measured. Statistical data are summarized and trends in predictor variables and alcohol consumption from 1950 to 1990 are identified. Data are analyzed in a regression context to isolate factors that significantly affect demand for alcohol and time series relationships are explored. In addition they focus on mortality rates over the 40 year study period of three diseases clearly related to the consumption of alcohol. Fisher and Cook simulate how rates and numbers of deaths might be affected if advertising or prices changed, and then they collect all their findings and draw conclusions. For academic and professional audiences of economists and sociologists, businessmen and women, policymakers, and communicators.
Research on forecasting methods has made important progress over
recent years and these developments are brought together in the
Handbook of Economic Forecasting. The handbook covers developments
in how forecasts are constructed based on multivariate time-series
models, dynamic factor models, nonlinear models and combination
methods. The handbook also includes chapters on forecast
evaluation, including evaluation of point forecasts and probability
forecasts and contains chapters on survey forecasts and volatility
forecasts. Areas of applications of forecasts covered in the
handbook include economics, finance and marketing.
The explosive growth in computational power over the past several
decades offers new tools and opportunities for economists. This
handbook volume surveys recent research on Agent-based
Computational Economics (ACE), the computational study of economic
processes modeled as dynamic systems of interacting agents.
Empirical referents for "agents" in ACE models can range from
individuals or social groups with learning capabilities to physical
world features with no cognitive function. Topics covered include:
learning; empirical validation; network economics; social dynamics;
financial markets; innovation and technological change;
organizations; market design; automated markets and trading agents;
political economy; social-ecological systems; computational
laboratory development; and general methodological issues.
This is a practical guide to solutions for forecasting demand for services and products in international markets - and much more than just a listing of dry theoretical methods. Leading experts present studies on improving methods for forecasting numbers of incoming patent filings at the European Patent Office. These are reviewed by practitioners of the existing methods, revealing that it may not always be wise to trust established regression approaches.
The contributors present theoretical and empirical advances on business cycles analysis with particular attention to Euro-zone characteristics. The book also identifies applications of sophisticated tools by private and public institutions involved in the analysis of economic fluctuations.
Income Elasticity and Economic Development: Methods and Applications is mainly concerned with methods of estimating income elasticity. This field is connected with economic development that can be achieved by reducing income inequality. This is highly relevant in today's world, where the gap between rich and poor is widening with the growth of economic development. Income Elasticity and Economic Development: Methods and Applications provides a good example in showing how to calculate income elasticity, using a number of methods from widely available grouped data. Some of the techniques presented here can be used in a wide range of policy areas in all developed, developing and under-developed countries. Policy analysts, economists, business analysts and market researchers will find this book very useful.
This volume addresses important issues in economic theory and international trade with contributions from internationally renowned researchers - including some of Murray C. Kemp's many colleagues and former students.Economic Theory and International Trade begins with an examination of classical trade theory and welfare economics. It goes on to discuss international trade policy, including international trading agreements, taxation, tariffs and quotas. Attention then turns to the role of market structure in joint ventures, innovation, tariff policy and political economy. The final section is devoted to economic dynamics and international economics, with an emphasis on learning mechanisms, sustainable growth and immigration. This book will be indispensable to academics and graduate students in the area of international trade. Economic theorists and international trade specialists such as research units and researchers in government will also find this book of great interest.
Up-to-date coverage of most micro-econometric topics; first half parametric, second half semi- (non-) parametric Many empirical examples and tips in applying econometric theories to data Essential ideas and steps shown for most estimators and tests; well-suited for both applied and theoretical readers
This book presents an empirical investigation into the relationship between companies' short-term response to capital and labor market frictions and performance. Two different kinds of performance measures are considered, namely innovation performance and firm performance. The author focuses on two major topics: first, on the relation between innovation performance and the use of trade credit. Second, on the relation between firm performance and the use of temporary employment. The use of in-depth firm-level data and state-of-the-art microeconometric methods provide the scientific rigor to this important investigation to answer the questions currently being confronted by many companies in different economies.
This volume discusses the latest techniques and their economic
applications for modern industries like computer, pharmaceutical,
banking and other manaufacturing. These industries are most
important for a growing economy. Both econometric and mathematical
programming techniques are analyzed so as to develop a synthetic
approach. The industrial applications not only emphasize the
various aspects of R&D spending, advertisement expenditure and
imperfect market structures, but also assess the economic benefits
of measuring some specific performance paremers in the light of
policy reforms adopted in a growing economy.
To derive rational and convincible solutions to practical decision making problems in complex and hierarchical human organizations, the decision making problems are formulated as relevant mathematical programming problems which are solved by developing optimization techniques so as to exploit characteristics or structural features of the formulated problems. In particular, for resolving con?ict in decision making in hierarchical managerial or public organizations, the multi level formula tion of the mathematical programming problems has been often employed together with the solution concept of Stackelberg equilibrium. However, weconceivethatapairoftheconventionalformulationandthesolution concept is not always suf?cient to cope with a large variety of decision making situations in actual hierarchical organizations. The following issues should be taken into consideration in expression and formulation of decision making problems. Informulationofmathematicalprogrammingproblems, itistacitlysupposedthat decisions are made by a single person while game theory deals with economic be havior of multiple decision makers with fully rational judgment. Because two level mathematical programming problems are interpreted as static Stackelberg games, multi level mathematical programming is relevant to noncooperative game theory; in conventional multi level mathematical programming models employing the so lution concept of Stackelberg equilibrium, it is assumed that there is no communi cation among decision makers, or they do not make any binding agreement even if there exists such communication. However, for decision making problems in such as decentralized large ?rms with divisional independence, it is quite natural to sup pose that there exists communication and some cooperative relationship among the decision maker
A host of internationally recognized experts have been brought together to examine one of the most important sectors in today's world economy, the information sector. The study utilizes the most recent quantitative and econometric research on the media and information sectors and their markets. Most of the work presented is from two international conferences and other invited conferences.
The estimation of the effects of treatments ??? endogenous
variables representing everything from individual participation in
a training program to national participation in a World Bank loan
program ??? has occupied much of the theoretical and applied
econometric research literatures in recent years. This volume
brings together a diverse collection of papers on this important
topic by leaders in the field from around the world. Some of the
papers offer new theoretical contributions on various estimation
techniques and others provide timely empirical applications
illustrating the benefits of these and other methods. All of the
papers share two common themes. First, as different estimators
estimate different treatment effect parameters, it is vital to know
what you are estimating and to know to whom the estimate applies.
Second, as different estimators require different identification
assumptions, it is crucial to understand the assumptions underlying
each estimator. In empirical applications, the researcher must also
make the case that the assumptions hold based on the available data
and the institutional context. The theoretical contributions range
over a variety of different estimators drawn from both statistics
and econometrics, including matching and other non-parametric
methods, panel methods, instrumental variables, methods based on
hazard rate models and principal stratification, and they draw upon
both the Bayesian and classical statistical traditions. The
empirical contributions focus mainly on the evaluation of active
labor market programs in Europe and the United States, but also
examine of the effect of parenthood on wages and of the number of
children on child health.
Scenario planning is the principles, methods, and techniques for looking forward into the future and trying to anticipate and influence what is to come next. This book provides students and line managers in organizations with the means to create better scenarios and to use them to create winning business strategies. The purpose is to shed new light on scenarios and scenario-like thinking in organizations for managers at every level within a company. The book covers scenarios such as: economic outlooks; political environments; acquisitions; downsizing, and more.
This revised edition of Ryuzo Sato's seminal work illustrates the timeless nature of his contribution to economics. It is as pertinent today as when it was originally conceived, over twenty years ago. This book deals with a variety of topics in economic theory, ranging from the analysis of production functions to the general recoverability problem of optimal dynamic behavior. They are unified in the theme of 'transformation and invariance'. This book demonstrates the first application of the Lie theory to modern economics and provides a revealing analysis of market behavior and economic invariance. This book will be of interest to scholars of industrial economics, innovation, econometrics and microeconomics.
This book investigates several competing forecasting models for interest rates, financial returns, and realized volatility, addresses the usefulness of nonlinear models for hedging purposes, and proposes new computational techniques to estimate financial processes.
Info-metrics is the science of modeling, reasoning, and drawing inferences under conditions of noisy and insufficient information. It is at the intersection of information theory, statistical inference, and decision-making under uncertainty. It plays an important role in helping make informed decisions even when there is inadequate or incomplete information because it provides a framework to process available information with minimal reliance on assumptions that cannot be validated. In this pioneering book, Amos Golan, a leader in info-metrics, focuses on unifying information processing, modeling and inference within a single constrained optimization framework. Foundations of Info-Metrics provides an overview of modeling and inference, rather than a problem specific model, and progresses from the simple premise that information is often insufficient to provide a unique answer for decisions we wish to make. Each decision, or solution, is derived from the available input information along with a choice of inferential procedure. The book contains numerous multidisciplinary applications and case studies, which demonstrate the simplicity and generality of the framework in real world settings. Examples include initial diagnosis at an emergency room, optimal dose decisions, election forecasting, network and information aggregation, weather pattern analyses, portfolio allocation, strategy inference for interacting entities, incorporation of prior information, option pricing, and modeling an interacting social system. Graphical representations illustrate how results can be visualized while exercises and problem sets facilitate extensions. This book is this designed to be accessible for researchers, graduate students, and practitioners across the disciplines.
Econometric theory, as presented in textbooks and the econometric literature generally, is a somewhat disparate collection of findings. Its essential nature is to be a set of demonstrated results that increase over time, each logically based on a specific set of axioms or assumptions, yet at every moment, rather than a finished work, these inevitably form an incomplete body of knowledge. The practice of econometric theory consists of selecting from, applying, and evaluating this literature, so as to test its applicability and range. The creation, development, and use of computer software has led applied economic research into a new age. This book describes the history of econometric computation from 1950 to the present day, based upon an interactive survey involving the collaboration of the many econometricians who have designed and developed this software. It identifies each of the econometric software packages that are made available to and used by economists and econometricians worldwide. |
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