Using generative models for handwritten digit recognition

We describe a method of recognizing handwritten digits by fitting generative models that are built from deformable B-splines with Gaussian ``ink generators'' spaced along the length of the spline. The splines are adjusted using a novel elastic matching procedure based on the Expectation Maximization (EM) algorithm that maximizes the likelihood of the model generating the data. This approach has many advantages. (1) After identifying the model most likely to have generated the data, the system not only produces a classification of the digit but also a rich description of the instantiation parameters which can yield information such as the writing style. (2) During the process of explaining the image, generative models can perform recognition driven segmentation. (3) The method involves a relatively small number of parameters and hence training is relatively easy and fast. (4) Unlike many other recognition schemes it does not rely on some form of pre-normalization of input images, but can handle arbitrary scalings, translations and a limited degree of image rotation. We have demonstrated our method of fitting models to images does not get trapped in poor local minima. The main disadvantage of the method is it requires much more computation than more standard OCR techniques.

Employment law:an introduction for HR and business students

The Aston Centre for Human Resources (ACHR) was created at Aston Business School, Aston University, in February 2006. The mission of the Centre is both to inform and influence practice through conducting high quality, challenging research in order to extend the existing theoretical frameworks and to develop new and relevant conceptual models to represent and guide the changing realities facing businesses and the people they employ in the 21st century. * Students studying an Employment Law module on a HR or general business degree, whether undergraduate or postgraduate. * Students taking the Employment Law elective on the CIPD's Professional Development Scheme (PDS). * Students studying Employee Relations or Diversity. This new edition has been thoroughly updated, and includes expanded coverage of the impact of EU Law, and Discrimination Law including ageism, sexual orientation, religious belief, harassment and disability. The text is ideal text for those business students on undergraduate and postgraduate courses who are taking a first module in Employment Law. It covers a comprehensive range of topics enabling students to gain a solid understanding of the key principles of the subject. The engaging, authoritative writing style and range of learning features make this a refreshingly accessible and student-friendly read. Each chapter includes summaries of topical and relevant cases, direction to key sources of legal information and suggestions for further reading whilst covering the CIPD’s standards for the Employment Law elective on the Professional Development Scheme (PDS). This text includes a range of case studies, tasks and examples to consolidate learning and includes a brand new section on Employment Law study skills to help students get to grips with how to access and read law reports, understand the sources of the law, find and use up-to-date legal information (particularly websites) and how to prepare for exams and written assignments.

Textbook on contract law

Jill Poole's immensely popular Textbook on Contract Law has been guiding students through contract law for many years. The accessible writing style and focus on key principles and developments in contract law make this text a favourite with students and lecturers alike. The author places the law of contract clearly within its wider context before proceeding to provide detailed yet accessible treatment of all the key areas encountered when studying contract law. Key features: · Key points, illustrative examples and questions encourage a deeper understanding of the central facts and issues · Each chapter begins with a summary of key issues, providing an overview of key themes and points of law, and concludes with suggestions for further reading, guiding you towards the most relevant texts and articles · An attractive page design highlights headings, case summaries, case extracts and a variety of learning features, making navigation through the text easy Fully supported by an Online Resource Centre, which provides: Student Resources Regular updates on new legislation, cases, and other important developments Guidance on answering questions in contract law Self-test questions and answers linked with Casebook on Contract Law Lecturer Resources A test bank of 300 multiple choice questions with answers and feedback

Textbook on contract law

Now in its 12th edition, Jill Poole's immensely popular Textbook on Contract Law has been guiding students through contract law for many years. The accessible writing style and focus on key principles and developments in contract law make this text a favourite with students and lecturers alike. The author places the law of contract clearly within its wider context before proceeding to provide a detailed yet accessible treatment of all the key areas encountered when studying contract law. Key features: -Each chapter begins with a summary of key issues, providing an overview of key themes and points of law, and concludes with suggestions for further reading, guiding you towards the most relevant texts and articles -Key points, illustrative examples and questions encourage a deeper understanding of the central facts and issues -Headings, case summaries and case extract boxes allow for easy navigation through the text

Non-verbal signalling in digital discourse:the case of letter repetition

This study focuses on the interactional functions of non-standard spelling, in particular letter repetition, used in text-based computer-mediated communication as a means of non-verbal signalling. The aim of this paper is to assess the current state of non-verbal cue research in computer-mediated discourse and demonstrate the need for a more comprehensive and methodologically rigorous exploration of written non-verbal signalling. The study proposes a contextual and usage-centered view of written paralanguage. Through illustrative, close linguistic analyses the study proves that previous approaches to non-standard spelling based on their relation to the spoken word might not account for the complexities of this CMC cue, and in order to further our understanding of their interactional functions it is more fruitful to describe the role they play during the contextualisation of the verbal messages. The interactional sociolinguistic approach taken in the analysis demonstrates the range of interactional functions letter repetition can achieve, including contribution to the inscription of socio-emotional information into writing, to the evoking of auditory cues or to a display of informality through using a relaxed writing style.

Sofia’s story in translation. Leaving Shanghai:translation and commentary

The article analyzes the French short story "Sofia's Story. Leaving Shanghai," by Isabelle Charpentier. The characters and plot are explored. It discusses the author's unique writing style which is the use of long and detailed lists that appear at interval's throughout. It presents the story's translation in English language. Also cited is a list of a different sort towards the end that encapsulates the juxtaposition and contrast that centers on Sofia's experiences.

Sofia’s story in translation. Leaving Shanghai:translation and commentary

The article analyzes the French short story "Sofia's Story. Leaving Shanghai," by Isabelle Charpentier. The characters and plot are explored. It discusses the author's unique writing style which is the use of long and detailed lists that appear at interval's throughout. It presents the story's translation in English language. Also cited is a list of a different sort towards the end that encapsulates the juxtaposition and contrast that centers on Sofia's experiences.

The science of writing an article – or is it art?

Getting your work published is an important aim for anyone undertaking research. This paper described how to prepare your work for peer review. Some recommendations are detailed i.e ensure yourself that your work is of good quality, decide is which journal you want to submit it to, follow the required style and be structured. Finally, a few tips and the reviewer's checklist are reminded.