الصفحة 46
الصفحة 46
Instrumaster
Experiments with different neural network structures and algorithms in order to achieve musical note recognition as well as musical instrument recognition, all bundled in a mobile application. It also aims to create the most effective music-learning application that works completely offline, which is hard to find in modern music applications. The paper also explores why the instrument identifying AI is solely based on Multi-Layer Perceptron (MLP) and why the note-identifying AI system was chosen to be a ML system over CNN or other deep-learning trained AI. The paper presents feature extraction methods for audio signals and files and dives deep into the process, such as FFT, MFCCs, Wavelengths, sampling rates, etc. It also touches on Logistic Regression Algorithms, their limitations, and their performance with the different use cases in the application. All these techniques are then compared side by side for maximally added value, making this research paper a good reference for any future developers looking to find optimal neural networks techniques when it comes to audio processing and analysis.
Instructional Scaffolding in STEM Education : Strategies and Efficacy Evidence
This book uses meta-analysis to synthesize research on scaffolding and scaffolding-related interventions in STEM (science, technology, engineering, and mathematics) education. Specifically, the volume examines the extent to which study quality, assessment type, and scaffolding characteristics (strategy, intended outcome, fading schedule, scaffolding intervention, and paired intervention) influence cognitive student outcomes. It includes detailed descriptions of the theoretical foundations of scaffolding, scaffolding strategies that have been proposed to meet different intended learning outcomes in STEM, and associated efficacy information. Furthermore, the book describes assessment strategies and study designs which can be used to evaluate the influence of scaffolding, and suggests new fields in which scaffolding strategies that have proven efficacious may be used.
Institutions, Sustainability, and Natural Resources : Institutions for Sustainable Forest Management
A new economic theory, rather than a new public policy based on old theory, is needed to guide humanity toward sustainability. Institutions are a critical dimension of sustainability and sustainable forest management, and economic analysis of institutional dimension requires an inclusionist rather than an exclusionist approach. This book provides a systematic critique of neoclassical economic approaches and their limitations with respect to sustainability. Leading institutional economists discuss theoretical perspectives about appropriate institutions for sustainable forest management, markets for environmental services, deforestation and specialization, and some country experiences about Kyoto Protocol, international trade, biodiversity conservation, and sustainable forest management in general. The book includes the ideas from old as well as new institutional economics and discusses the main features of Post-Newtonian economics.This book follows a companion book, Economics, Sustainability, and Natural Resources: Economics of Sustainable Forest Management, volume 1 of the series.
Institution-independent Model Theory
A model theory that is independent of any concrete logical system allows a general handling of a large variety of logics. This generality can be achieved by applying the theory of institutions that provides a precise mathematical formulation for the intuitive concept of a logical system. Especially in computer science, where the development of a huge number of specification logics is observable, institution-independent model theory simplifies and sometimes even enables a concise model-theoretic analysis of the system. Besides incorporating important methods and concepts from conventional model theory, the proposed top-down methodology allows for a structurally clean understanding of model-theoretic phenomena. As a consequence, results from conventional concrete model theory can be understood more easily, and sometimes even new results are obtained.
Institutional Reform for Innovation and Entrepreneurship : An Agenda for Europe
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.
Institutional Context of Education Systems in Europe : A Cross-Country Comparison on Quality and Equity
In this volume, the authors take up the challenge of considering what a European ‘settlement’ might look like. In doing so, they take into account worldwide trends and the increasing evidence of convergence across educational systems. The outcomes of comparative analyses seem to suggest that strong education systems in terms of finance, governance and choice could be preferable. To a greater or lesser extent, therefore, all the systems of education currently in use in Europe face some common challenges. The way in which these challenges are addressed will determine the future of these systems.
Instability in Models Connected with Fluid Flows I
Instability in Models Connected with Fluid Flows I presents chapters from world renowned specialists. The stability of mathematical models simulating physical processes is discussed in topics on control theory, first order linear and nonlinear equations, water waves, free boundary problems, large time asymptotics of solutions, stochastic equations, Euler equations, Navier-Stokes equations, and other PDEs of fluid mechanics. Fields covered include: controllability and accessibility properties of the Navier- Stokes and Euler systems, nonlinear dynamics of particle-like wavepackets, attractors of nonautonomous Navier-Stokes systems, large amplitude monophase nonlinear geometric optics, existence results for 3D Navier-Stokes equations and smoothness results for 2D Boussinesq equations, instability of incompressible Euler equations, increased stability in the Cauchy problem for elliptic equations.
Insights into the pharmaceutical and clinical applications of nanoparticles in cancer therapy
Healthcare has long been on a quest for a ‘magic bullet’ to cure the dreaded disease cancer. As this book shows, nanoparticles perfectly fit the bill with their promising characteristics. Meticulously engineered nanostructures, with a useful drug or molecule, target a specific cancer in unique ways. However, as with many targeted systems, the effectiveness of the system needs to be weighed against the adverse effects. The toxicity of nanoparticles has been a worldwide concern, and evidence-based medicine analyses nanostructures for proof of safety and their efficacy in killing cancer cells. This book gives a fresh perspective on a wealth of diverse nanotechnological advances for various cancers.
Insights into Receptor Function and New Drug Development Targets
G-Protein Coupled receptors (GPCRs) and other receptors are significant targets for drug discovery, due to their roles in fundamental physiological processes. Among these roles are: regulation of growth, food intake, reproduction, water balance, sensory perception, blood pressure and heart rate. GPCR-directed drugs account for approximately $40 billion in sales and, of drugs at market, approximately 70% target GPCR function. The availability of combinatorial chemistry coupled with high throughput screening techniques have facilitated discovery of peptidic and non-peptidic ligands of membrane receptors. Mutant receptor models have revealed their role in health and disease and provided insight to new therapeutic approaches, based on control of protein trafficking. Understanding receptor-receptor interactions has provided one mechanism for receptor cross-talk and revealed unexpected interactions.
Insider attack and cyber security : Beyond the hacker
This book sets an agenda for an ongoing research initiative to solve one of the most vexing problems encountered in computer security, and includes the following topics: critical IT infrastructure protection, insider threats, awareness and dealing with nefarious human activities in a manner that respects individual liberties and privacy policies of organizations while providing the best protection of critical resources and services. In some sense, the insider problem is the ultimate security problem. This volume concludes with technical and legal challenges facing researchers who study and propose solutions to mitigate insider attacks.
Inside asylum bureaucracy : Organizing refugee status determination in Austria
Provides sociological insight into governmental action on the administration of asylum in the European context. It offers an in-depth understanding of how decision-making officials encounter and respond to structural contradictions in the asylum procedure produced by diverging legal, political, and administrative objectives.The study focuses on structural aspects on the one hand, such as legal and organisational elements, and aspects of agency on the other hand, examining the social practices and processes going on at the frontside and the backside of the administrative asylum system.
Insects and Ecosystem Function
In the past two decades, an increasing number of ecologists have started to investigate the importance of biodiversity for ecological processes such as energy flow and nutrient cycling, often referred to as 'ecosystem functioning'. Insects are a dominant component of biodiversity in terrestrial ecosystems and play a key role in mediating the relationship between plants and ecosystem processes. This volume is the first to summarize their effects on ecosystem functioning, focusing mainly, but not exclusively, on herbivorous insects. Renowned authors with extensive experience in the field of plant-insect interactions, contribute to the volume using examples from their own work. In addition to providing concise reviews of the field, this volume discusses in detail the advantages and disadvantages of various techniques of manipulating insect herbivory. Thus, the text provides both a theoretical basis as well as practical advice for future manipulative studies of biodiversity-ecosystem functioning.
Inquiry-Based Learning – Undergraduate Research : The German Multidisciplinary Experience
This book provides a systematic overview of experiences with Inquiry-Based Learning (IBL) and undergraduate research (UR) in German universities, covering both research universities (Universitäten) and universities of applied sciences (Fachhochschulen). Divided into three parts, the book starts with the principles and common practices of IBL/UR at all universities. Part Two discusses the implementation of IBL/UR for twenty-one individual disciplines, ranging from architecture to theology. Part Three discusses the potential of IBL/UR in relation to several topics including diversity, digitalisation, different forms of universities, and the national job market. The book summarises the project of the German network of UR,
Inorganic Scintillators for Detector Systems : Physical Principles and Crystal Engineering
The development of new scintillators as components of modern detector systems is increasingly defined by the end user's needs. This book provides an introduction to this emerging topic at the interface of physics and materials sciences, with emphasis on bulk inorganic scintillators. After surveying the end user's needs in a vast range of applications, ranging from astrophysics to industrial R & D, the authors move on to review scintillating mechanisms and the properties of the most important materials used. A chapter on crystal engineering and examples of recent developments in the field of high-energy physics and medical imaging introduce the reader to the practical aspects. This book will benefit researchers and scientists working in academic and industrial R & D related to the development of scintillators.
Innovative trends in international business and sustainable management
Describes multidimensional trends, challenges, and opportunities for the development of international business and sustainable management in the context of a global pandemic. This book uniquely highlights new priorities of scientific and practical research in the field of international business and sustainable management that require a systematic knowledge of the ongoing transformations of trends, challenges, and opportunities for the development.
Innovative Tools and methods using BIM for an efficient renovation in buildings
This book describes a BIM-based toolkit that has been developed according to the latest research activities on building information modelling and semantic interoperability to optimize the building process. It highlights the impacts of using such new tools to fast renovation activities starting from the decision-making and design stages to the construction site management with the possibility to monitor occupants' and owners’ feedback during the realization process. In this process, a framework has been developed and implemented to allow stakeholders involved in a renovation project to efficiently compile, maintain, and add data about (i) building elements, (ii) building services systems, (iii) tenants, operators, and owners of the building, and (iv) current and predicted performance of the building from the various data sources available. The framework applies and specializes the existing practices in the Semantic Web, Linked Data, and ontology domain to the management of renovation projects. It has been designed to be open so that any system which implements the required functions and uses the specified conventions will be able to achieve semantic interoperability with other framework-compliant systems in the renovation domain. Finally, this book represents the validation process of the toolkit that has been held in three demo sites: a social housing building in Italy and two private residential buildings in Poland and Finland. The outcome shows that the toolkit facilitates the renovation process with relevant reductions of time, costs, and energy consumption and that the inhabitants can take advantage of the increase in building performances, quality, and comfort.
Innovative techniques in instruction technology, e-learning, e-assessment, and education
Innovative Techniques in Instruction Technology, E-Learning, E-Assessment and Education is a collection of world-class paper articles addressing the following topics:E-Learning including development of courses and systems for technical and liberal studies programs; online laboratories; intelligent testing using fuzzy logic; evaluation of on line courses in comparison to traditional courses; mediation in virtual environments; and methods for speaker verification.
Innovative Models for Sustainable Development in Emerging African Countries
Explores key issues and presents recent case studies in areas of importance for the transition to a circular model of development in emerging African countries that will minimize resource consumption and waste production.
Innovative Medicine : Basic Research and Development
Devoted to innovative medicine, comprising the proceedings of the Uehara Memorial Foundation Symposium 2014. It remains extremely rare for the findings of basic research to be developed into clinical applications, and it takes a long time for the process to be achieved. The task of advancing the development of basic research into clinical reality lies with translational science, yet the field seems to struggle to find a way to move forward. To create innovative medical technology, many steps need to be taken: development and analysis of optimal animal models of human diseases, elucidation of genomic and epidemiological data, and establishment of “proof of concept”.
Innovative Learning Environments in STEM Higher Education : Opportunities, Challenges, and Looking Forward
As explored in this book, higher education in STEM fields is influenced by many factors, including education research, government and school policies, financial considerations, technology limitations, and acceptance of innovations by faculty and students.
