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Author: Martin J. Wainwright Publisher: Now Publishers Inc ISBN: 1601981767 Category : Business & Economics Languages : en Pages : 94
Book Description
The formalism of probabilistic graphical models provides a unifying framework for capturing complex dependencies among random variables, and building large-scale multivariate statistical models. Graphical models have become a focus of research in many statistical, computational and mathematical fields, including bioinformatics, communication theory, statistical physics, combinatorial optimization, signal and image processing, information retrieval and statistical machine learning. Many problems that arise in specific instances-including the key problems of computing marginals and modes of probability distributions-are best studied in the general setting. Working with exponential family representations, and exploiting the conjugate duality between the cumulant function and the entropy for exponential families, Graphical Models, Exponential Families and Variational Inference develops general variational representations of the problems of computing likelihoods, marginal probabilities and most probable configurations. It describes how a wide variety of algorithms- among them sum-product, cluster variational methods, expectation-propagation, mean field methods, and max-product-can all be understood in terms of exact or approximate forms of these variational representations. The variational approach provides a complementary alternative to Markov chain Monte Carlo as a general source of approximation methods for inference in large-scale statistical models.
Author: Martin J. Wainwright Publisher: Now Publishers Inc ISBN: 1601981767 Category : Business & Economics Languages : en Pages : 94
Book Description
The formalism of probabilistic graphical models provides a unifying framework for capturing complex dependencies among random variables, and building large-scale multivariate statistical models. Graphical models have become a focus of research in many statistical, computational and mathematical fields, including bioinformatics, communication theory, statistical physics, combinatorial optimization, signal and image processing, information retrieval and statistical machine learning. Many problems that arise in specific instances-including the key problems of computing marginals and modes of probability distributions-are best studied in the general setting. Working with exponential family representations, and exploiting the conjugate duality between the cumulant function and the entropy for exponential families, Graphical Models, Exponential Families and Variational Inference develops general variational representations of the problems of computing likelihoods, marginal probabilities and most probable configurations. It describes how a wide variety of algorithms- among them sum-product, cluster variational methods, expectation-propagation, mean field methods, and max-product-can all be understood in terms of exact or approximate forms of these variational representations. The variational approach provides a complementary alternative to Markov chain Monte Carlo as a general source of approximation methods for inference in large-scale statistical models.
Author: Magnus Henrekson Publisher: ISBN: Category : Languages : en Pages : 80
Book Description
High-growth firms (HGFs) are critical for net job creation and economic growth. We analyze HGFs using the theory of competence blocs, linking firm growth to property rights and the interaction of complementary expertise. Specifically, we discuss how the institutional framework affects the prevalence and performance of HGFs. Firm growth is viewed as resulting from the perpetual discovery and use of productive knowledge.A key element in this process is the competence bloc, a nexus of economic actors with complementary competencies that are vital in order to generate and commercialize novel ideas. The institutional framework determines the incentives for these individuals to acquire and utilize knowledge. We identify a number of institutions that foster the emergence of competence blocs and the creation of HGFs. In particular, our analysis points to the pivotal roles played by tax structures, labor market regulation, and the contestability of currently closed service markets. Finally, we characterize institutions beneficial for sclerotic or dynamic capitalism, respectively, depending on whether they provide a favorable environment for the emergence of competence blocs and the creation of HGFs.
Author: OECD Publisher: OECD Publishing ISBN: 926421500X Category : Languages : en Pages : 366
Book Description
This publication highlights new evidence on policies to support job creation, bringing together the latest research on labour market, entrepreneurship and local economic development policy to help governments support job creation in the recovery.
Author: Jean Bonnet Publisher: Edward Elgar Publishing ISBN: 1783472669 Category : Entrepreneurship Languages : en Pages : 288
Book Description
Entrepreneurship is the engine of economic development, which in turn impacts upon the challenges facing future entrepreneurs. This timely book explores institutional, behavioural and policy issues of primary importance to understanding the entrepreneurial society. Topics covered include entrepreneurship in relation to formal and informal institutions; entrepreneurial choice, orientation and success; entrepreneurial behaviours; entrepreneurial finance, growth and economic crises; and entrepreneurship, social dimensions and outcomes.
Author: Ender Demir Publisher: Springer Nature ISBN: 3031300610 Category : Business & Economics Languages : en Pages : 473
Book Description
EBES conferences have been an intellectual hub for academic discussion in economics, finance, and business fields and provide network opportunities for participants to make long-lasting academic cooperation. This is the 26th volume of the Eurasian Studies in Business and Economics (EBES’s official proceeding series), which includes selected papers from the 39th EBES Conference which took place in 2022 in Rome. The conference was organized with the support of the Istanbul Economic Research Association in hybrid mode with both online and in-person presentations at the Faculty of Economics, Sapienza University of Rome in Rome, Italy. At the conference, 205 papers by 436 colleagues from 49 countries were presented. Both theoretical and empirical papers in this volume cover diverse areas of business, economics, and finance from many different regions.
Author: National Academies of Sciences, Engineering, and Medicine Publisher: National Academies Press ISBN: 030937877X Category : Business & Economics Languages : en Pages : 461
Book Description
The Small Business Innovation Research (SBIR) and Small Business Technology Transfer (STTR) programs provide federal research and development funding to small businesses. In 2008, the National Research Council completed a comprehensive assessment of the SBIR and STTR programs. The first-round study found that the programs were "sound in concept and effective in practice." Building on the outcomes from the Phase I study, this second phase examines both topics of general policy interest that emerged during the first phase and topics of specific interest to individual agencies, and provides a second snapshot to measure the program's progress against its legislative goals.
Author: Jay Mitra Publisher: SAGE ISBN: 1473986893 Category : Business & Economics Languages : en Pages : 353
Book Description
Moving beyond the narrow confines of a “how to” of innovation management, The Business of Innovation takes a contemporary approach reflecting on the wider, external contexts in which management decisions are made.
Author: Jerome A. Katz Publisher: Emerald Group Publishing ISBN: 178560046X Category : Business & Economics Languages : en Pages : 320
Book Description
The latest volume of Advances in Entrepreneurship, Firm Emergence and Growth examines many questions regarding growth. What decisions and designs of the entrepreneur lead to growth? Are there differences in what drives high growth entrepreneurship versus slower growth entrepreneurship? Are new firms adopting novel approaches to growth?
Author: Rui Baptista Publisher: Springer ISBN: 331912871X Category : Business & Economics Languages : en Pages : 399
Book Description
This book makes original contributions to the literature on clusters, human capital, and regional development by focusing on the link between entrepreneurship and economic growth, aiming for a better understanding of the dynamics of growth determined by the entrepreneur’s action in the regional space. The focus is therefore on critical reflection and rethinking the articulation between three levels of analysis of economic systems, namely entrepreneurship, human capital and regional development, which have not so far been perfectly articulated in the literature of reference on endogenous growth. Although there has been significant research so far into the success and failure of clusters, the implications of these multiple research efforts fail to provide political decision-makers and company managers with critical information about which mechanisms lie behind cluster success and also about how clusters survive and prosper. The innovative approaches presented in this book on entrepreneurship, human capital mobility and regional development have considerable potential to create new and original implications for decision-makers and managers. In terms of value added, this book contributes to the literature by seeking answers to the following questions: (i) Is the growth and success of clusters over time due to concentration and transmission of business competences through spin-offs located in a given regional space? (ii) Does increased density of job options outside the workplace contribute to increased mobility of human capital between firms located within clusters, and so improve coordination in the local labor market? (iii) Do spin-offs benefit from hiring workers from successful incumbents, inasmuch as those workers are expected to perform better than other workers from different origins? Integrating theoretical frameworks, empirical research, and regional case studies (from Portugal, Spain, Norway and Turkey), the editors and contributors demonstrate that the regional dynamics of industry growth are strongly influenced by the mobility of employees towards new firms.
Author: Niklas Elert Publisher: Springer ISBN: 3319550926 Category : Business & Economics Languages : en Pages : 102
Book Description
This book is open access under a CC BY 4.0 license. The authors of this book advise the economies of the European Union to become more entrepreneurial in promoting innovation and economic growth. The authors propose a reform strategy with respect to several aspects to achieve this goal. Starting with the rule of law and the protection of property rights; the tax system; the authors deal with regulations governing savings, capital and finance, and the organization of labor markets and social insurance systems. Framework strategies related to the regulations governing goods and service markets, bankruptcy and insolvency are also put forward. A core understanding and future path is also provided towards R&D, commercialization and knowledge spillovers; human capital investments; and informal institutions.