Neural networks: A principled perspective

Introductory accounts of artificial neural networks often rely for motivation on analogies with models of information processing in biological networks. One limitation of such an approach is that it offers little guidance on how to find optimal algorithms, or how to verify the correct performance of neural network systems. A central goal of this paper is to draw attention to a quite different viewpoint in which neural networks are seen as algorithms for statistical pattern recognition based on a principled, i.e. theoretically well-founded, framework. We illustrate the concept of a principled viewpoint by considering a specific issue concerned with the interpretation of the outputs of a trained network. Finally, we discuss the relevance of such an approach to the issue of the validation and verification of neural network systems.

Bayesian methods for neural networks

Bayesian techniques have been developed over many years in a range of different fields, but have only recently been applied to the problem of learning in neural networks. As well as providing a consistent framework for statistical pattern recognition, the Bayesian approach offers a number of practical advantages including a potential solution to the problem of over-fitting. This chapter aims to provide an introductory overview of the application of Bayesian methods to neural networks. It assumes the reader is familiar with standard feed-forward network models and how to train them using conventional techniques.

Bayesian methods for neural networks

Bayesian techniques have been developed over many years in a range of different fields, but have only recently been applied to the problem of learning in neural networks. As well as providing a consistent framework for statistical pattern recognition, the Bayesian approach offers a number of practical advantages including a potential solution to the problem of over-fitting. This chapter aims to provide an introductory overview of the application of Bayesian methods to neural networks. It assumes the reader is familiar with standard feed-forward network models and how to train them using conventional techniques.

Introduction to organisational behaviour

Introduction to Organisational Behaviour is the first truly integrated multimedia package for introductory OB modules. It provides a rigorous critique of the essential organisational behaviour topics in a creative, interactive and visual way. Key features include: - Practitioner case studies presenting real organisational dilemmas accompanied by video interviews online where the practitioners talk about approaches and solutions - Tailored tutor resources online, recognising that you have different needs - one area is designed for new OB lecturers; the other contains materials for more experienced OB lecturers - An underpinning focus on employability skills, with tips in the book on how each topic could be linked to different skills and professionally produced video demonstrations online - A global perspective reflecting today's market-place, integrated through global examples and theories including those from developing countries - Innovative learning features including ethical dilemmas, best and worst practice examples, taking your learning further, review and discussion questions, applying theory to practice and a glossary - Written by a team of experts at prestigious UK-based and international institutions - A foreword by Richard Atfield of the Higher Education Academy. Online resources For tutors: - Interviews with practitioners - Demonstrations of employability skills - Additional short and long case study per chapter with questions - Additional discussion and assignment questions - Tutorial activities - PowerPoint slides - Guidance notes - Figures and tables from the book For students: - Web links including YouTube links and links to seminal articles

Principles of marketing

Principles of Marketing takes a practical, managerial approach to marketing. Continuing with tradition, it is rich in topical examples and applications that show the major decisions that marketing managers face in their efforts to balance an organisation’s objectives and resources against needs and opportunities in the global marketplace. The Fourth Edition has changed to reflect marketing’s ever changing challenges. All preview cases, marketing insights and end of chapter cases are revised or completely changed to embrace the growth in e-commerce. In addition, recognising Europe’s internationalism and the growth of globalisation, examples and cases are drawn, not from Europe alone, but from the US, Japan, South-East Asia and Africa. This is suitable for any undergraduate or postgraduate undertaking an introductory course in marketing.

Neural networks: A principled perspective

Introductory accounts of artificial neural networks often rely for motivation on analogies with models of information processing in biological networks. One limitation of such an approach is that it offers little guidance on how to find optimal algorithms, or how to verify the correct performance of neural network systems. A central goal of this paper is to draw attention to a quite different viewpoint in which neural networks are seen as algorithms for statistical pattern recognition based on a principled, i.e. theoretically well-founded, framework. We illustrate the concept of a principled viewpoint by considering a specific issue concerned with the interpretation of the outputs of a trained network. Finally, we discuss the relevance of such an approach to the issue of the validation and verification of neural network systems.

Epiphanien unter eiskaltem Himmel. Zum Prosawerk von Klaus Böldl:for prose work of Klaus Böldl

This essay undertakes the first critical assessment of Klaus Böldl's prose works and discusses the position his three published books hold within the context of contemporary German literature. After an introductory examination of Böldl's contribution to the literary portrayal of the peripheral, in this instance the North European/Scandinavian hemisphere, a contrastive analysis of the plots identifies recurring patterns and motifs. In the main part of the essay, the two focal characteristics of Böldl's writings are explored in depth: the narrative destruction of the threshold between natural history and civilisation, as well as the function of transcendental experiences reminiscent of epiphanies. With reference to theoretical writings by Walter Benjamin and George Steiner these literary epiphanies are interpreted as moments of transcendancy's 'profane presence'. © Springer 2005.

Casebook on Landlord and Tenant Law

This book provides a comprehensive coverage of the law of landlord and tenant, including the leading cases in the main subject areas. In addition to extracts from leading judgments, each chapter has a section of introductory text, as well as detailed discussive commentary linking the extracts.

Financial accounting:a practical introduction

Discussing the theory and the application of accounting methods in isolation does not enable the learner to fully understand the material and the key techniques, and get the practice required. This text is an effort to “put a face” on this problem. Learning financial accounting is like learning a different language and as such, lots of practice is required. Financial accounting is not particularly a popular subject among first year students. Students usually find the first year introductory financial accounting module quite challenging and demanding. Many lecturers are consistently asked to provide more questions and exercises. Attempting a large number of accounting questions provides students with the necessary self-assurance and familiarity required to deal with more difficult aspects of financial accounting.

Elements of molecular neurobiology:instruction manual to 2r.e

Extensively updated, revised and illustrated this unique introductory text presents a molecular account of the structure, function and development of the brain and nervous systems. This book describes the latest research in neurobiology made possible by modern molecular biology techniques. The author synthesizes this new knowledge and demonstrates how an understanding at the molecular level can contribute towards a theory of the brain in health and disease.

Modelling of induction motors for system faults and transient stability studies

The research carried out in this thesis was mainly concerned with the effects of large induction motors and their transient performance in power systems. Computer packages using the three phase co-ordinate frame of reference were developed to simulate the induction motor transient performance. A technique using matrix algebra was developed to allow extension of the three phase co-ordinate method to analyse asymmetrical and symmetrical faults on both sides of the three phase delta-star transformer which is usually required when connecting large induction motors to the supply system. System simulation, applying these two techniques, was used to study the transient stability of a power system. The response of a typical system, loaded with a group of large induction motors, two three-phase delta-star transformers, a synchronous generator and an infinite system was analysed. The computer software developed to study this system has the advantage that different types of fault at different locations can be studied by simple changes in input data. The research also involved investigating the possibility of using different integrating routines such as Runge-Kutta-Gill, RungeKutta-Fehlberg and the Predictor-Corrector methods. The investigation enables the reduction of computation time, which is necessary when solving the induction motor equations expressed in terms of the three phase variables. The outcome of this investigation was utilised in analysing an introductory model (containing only minimal control action) of an isolated system having a significant induction motor load compared to the size of the generator energising the system.

Elements of molecular neurobiology

Extensively updated, revised and illustrated this unique introductory text presents a molecular account of the structure, function and development of the brain and nervous systems. This book describes the latest research in neurobiology made possible by modern molecular biology techniques. The author synthesizes this new knowledge and demonstrates how an understanding at the molecular level can contribute towards a theory of the brain in health and disease.

Studies on the thermal decomposition behaviour, kinetics and electrical conductivity of the non-isothermal decomposition of pyridine mono carboxylic acids and some of their transition metal complexes

The thesis is divided into four chapters. They are: introduction, experimental, results and discussion about the free ligands and results and discussion about the complexes. The First Chapter, the introductory chapter, is a general introduction to the study of solid state reactions. The Second Chapter is devoted to the materials and experimental methods that have been used for carrying out tile experiments. TIle Third Chapter is concerned with the characterisations of free ligands (Picolinic acid, nicotinic acid, and isonicotinic acid) by using elemental analysis, IR spectra, X-ray diffraction, and mass spectra. Additionally, the thermal behaviour of free ligands in air has been studied by means of thermogravimetry (TG), derivative thermogravimetry (DTG), and differential scanning calorimetry (DSC) measurements. The behaviour of thermal decomposition of the three free ligands was not identical Finally, a computer program has been used for kinetic evaluation of non-isothermal differential scanning calorimetry data according to a composite and single heating rate methods in comparison with the methods due to Ozawa and Kissinger methods. The most probable reaction mechanism for the free ligands was the Avrami-Erofeev equation (A) that described the solid-state nucleation-growth mechanism. The activation parameters of the decomposition reaction for free ligands were calculated and the results of different methods of data analysis were compared and discussed. The Fourth Chapter, the final chapter, deals with the preparation of cobalt, nickel, and copper with mono-pyridine carboxylic acids in aqueous solution. The prepared complexes have been characterised by analyses, IR spectra, X-ray diffraction, magnetic moments, and electronic spectra. The stoichiometry of these compounds was ML2x(H20), (where M = metal ion, L = organic ligand and x = water molecule). The environments of cobalt, nickel, and copper nicotinates and the environments of cobalt and nickel picolinates were octahedral, whereas the environment of copper picolinate [Cu(PA)2] was tetragonal. However, the environments of cobalt, nickel, and copper isonicotinates were polymeric octahedral structures. The morphological changes that occurred throughout the decomposition were followed by SEM observation. TG, DTG, and DSC measurements have studied the thermal behaviour of the prepared complexes in air. During the degradation processes of the hydrated complexes, the crystallisation water molecules were lost in one or two steps. This was also followed by loss of organic ligands and the metal oxides remained. Comparison between the DTG temperatures of the first and second steps of the dehydration suggested that the water of crystallisation was more strongly bonded with anion in Ni(II) complexes than in the complexes of Co(II) and Cu(II). The intermediate products of decomposition were not identified. The most probable reaction mechanism for the prepared complexes was also Avrami-Erofeev equation (A) characteristic of solid-state nucleation-growth mechanism. The tempemture dependence of conductivity using direct current was determined for cobalt, nickel, Cl.nd copper isonicotinates. An activation energy (ΔΕ), the activation energy (ΔΕ ) were calculated.The ternperature and frequency dependence of conductivity, the frequency dependence of dielectric constant, and the dielectric loss for nickel isonicotinate were determined by using altemating current. The value of s paralneter and the value of'density of state [N(Ef)] were calculated. Keyword Thermal decomposition, kinetic, electrical conduclion, pyridine rnono~ carboxylic acid, cOlnplex, transition metal compJex.

An investigation into formal and functional characteristics of qualifications in legislative writing and its application to English for academic legal purposes.

The present investigation is based on a linguistic analysis of the 'Housing Act 1980' and attempts to examine the role of qualifications in the structuring of the legislative statement. The introductory chapter isolates legislative writing as a "sub-variety “of legal language and provides an overview of the controversies surrounding the way it is written and the problems it poses to its readers. Chapter two emphasizes the limitations of the available work on the description of language-varieties for the analysis of legislative writing and outlines the approach adopted for the present analysis. This chapter also gives some idea of the information-structuring of legislative provisions and establishes qualification as a key element in their textualisation. The next three chapters offer a detailed account of the ten major qualification-types identified in the corpus, concentrating on the surface form they take, the features of legislative statements they textualize and the syntactic positions to which they are generally assigned in the statement of legislative provisions. The emerging hypotheses in these chapters have often been verified through a specialist reaction from a Parliamentary Counsel, largely responsible for the writing of the ‘Housing Act 1980’• The findings suggest useful correlations between a number of qualificational initiators and the various aspects of the legislative statement. They also reveal that many of these qualifications typically occur in those clause-medial syntactic positions which are sparingly used in other specialist discourse, thus creating syntactic discontinuity in the legislative sentence. Such syntactic discontinuities, on the evidence from psycholinguistic experiments reported in chapter six, create special problems in the processing and comprehension of legislative statements. The final chapter converts the main linguistic findings into a series of pedagogical generalizations, offers indications of how this may be applied in EALP situations and concludes with other considerations of possible applications.

Aspects of the learner's dictionary with special reference to advanced Pakistani learners of English

The present work is an empirical investigation into the lq`reference skills' of Pakistani learners and their language needs on semantic, phonetic, lexical and pragmatic levels in the dictionary. The introductory chapter discusses the relatively problematic nature of lexis in comparison with the other aspects in EFL learning and spells out the aim of this study. Chapter two provides an analytical survey of the various types of research undertaken in different contexts of the dictionary and explains the eclectic approach adopted in the present work. Chapter three studies the `reference skills' of this category of learners in the background of highly sophisticated information structure of learners' dictionaries under evaluation and suggests some measures for improvement in this context. Chapter four considers various criteria, eg. pedagogic, linguistic and sociolinguistic for determining the macro-structure of learner's dictionary with a focus on specific Ll speakers. Chapter five is concerned with various aspects of the semantic information provided in the dictionaries matched against the needs of Pakistani learners with regard to both comprehension and production. The type, scale and presentation of grammatical information in the dictionary is analysed in chapter six with the object of discovering their role and utility for the learner. Chapter seven explores the rationale for providing phonological information, the extent to which this guidance is vital and the problems of phonetic symbols employed in the dictionaries. Chapter eight brings into perspective the historical background of English-Urdu bilingual lexicography and evalutes the currently popular bilingual dictionaries among the student community, with the aim of discovering the extent to which they have taken account of the modern tents of lexicography and investigating their validity as a useful reference tool in the learning of English language. The final chapter concludes the findings of individual aspects in a coherent fashion to assess the viability of the original hypothesis that learners' dictionaries if compiled with a specific set of users in mind would be more useful.