A hands-on approach to tasks and techniques in data stream mining and real-time analytics, with examples in MOA, a popular freely available open-source software framework.

Today many information sources—including sensor networks, financial markets, social networks, and healthcare monitoring—are so-called data streams, arriving sequentially and at high speed. Analysis must take place in real time, with partial data and without the capacity to store the entire data set. This book presents algorithms and techniques used in data stream mining and real-time analytics. Taking a hands-on approach, the book demonstrates the techniques using MOA (Massive Online Analysis), a popular, freely available open-source software framework, allowing readers to try out the techniques after reading the explanations.

The book first offers a brief introduction to the topic, covering big data mining, basic methodologies for mining data streams, and a simple example of MOA. More detailed discussions follow, with chapters on sketching techniques, change, classification, ensemble methods, regression, clustering, and frequent pattern mining. Most of these chapters include exercises, an MOA-based lab session, or both. Finally, the book discusses the MOA software, covering the MOA graphical user interface, the command line, use of its API, and the development of new methods within MOA. The book will be an essential reference for readers who want to use data stream mining as a tool, researchers in innovation or data stream mining, and programmers who want to create new algorithms for MOA.

Interpreting Company Reports and Accounts guides the reader through the conventions and complexities of company accounts, explaining how to assess the financial and trading position of a company from year to year, how to spot undue risk taking and ‘‘cosmetic accounting’’ and where to look for clues on the quality of management. 

Packed with interesting real world examples, this is a highly practical book which shows readers how to analyse company reports and accounts, both qualitatively and quantitatively. The analysis is illustrated with over 200 extracts/examples from published accounts

First published in 1982, Augustan England provides ample substance to reinforce the thesis that the years from 1680 to 1730 mark the most decisive stage in the rise of the English professional classes before the 19th century, and that this had profound consequences in maintaining the relative ‘openness’ of 18th century society until the advent of industrialization.

This book provides the first ever authoritative study of the professions, as a whole, before the Victorian age. The spectacular growth and prosperity of the professional sector of English society at a time when population growth was minimal is seen by Professor Holmes as a mirror of the transformation of England herself in these same years. The Augustan age was one of high English achievement in many fields, from the flowering of literary genius to the acquisition of a sophisticated financial system and the attainment of Great Power status through two consuming wars. It witnessed a ‘commercial revolution’ and important aesthetic, cultural and scientific advances, many of them centered on the growth of London and on a rejuvenation of provincial urban life. From all these developments the professions derived stimuli; on all of them they left their distinctive stamp. In this study, therefore, they are presented not merely as institutions but as an integral part of the very texture of Augustan England. This is a must read for students and scholars of British history.

First published in 1982, Augustan England provides ample substance to reinforce the thesis that the years from 1680 to 1730 mark the most decisive stage in the rise of the English professional classes before the 19th century, and that this had profound consequences in maintaining the relative ‘openness’ of 18th century society until the advent of industrialization.

This book provides the first ever authoritative study of the professions, as a whole, before the Victorian age. The spectacular growth and prosperity of the professional sector of English society at a time when population growth was minimal is seen by Professor Holmes as a mirror of the transformation of England herself in these same years. The Augustan age was one of high English achievement in many fields, from the flowering of literary genius to the acquisition of a sophisticated financial system and the attainment of Great Power status through two consuming wars. It witnessed a ‘commercial revolution’ and important aesthetic, cultural and scientific advances, many of them centered on the growth of London and on a rejuvenation of provincial urban life. From all these developments the professions derived stimuli; on all of them they left their distinctive stamp. In this study, therefore, they are presented not merely as institutions but as an integral part of the very texture of Augustan England. This is a must read for students and scholars of British history.

A hands-on approach to tasks and techniques in data stream mining and real-time analytics, with examples in MOA, a popular freely available open-source software framework.

Today many information sources—including sensor networks, financial markets, social networks, and healthcare monitoring—are so-called data streams, arriving sequentially and at high speed. Analysis must take place in real time, with partial data and without the capacity to store the entire data set. This book presents algorithms and techniques used in data stream mining and real-time analytics. Taking a hands-on approach, the book demonstrates the techniques using MOA (Massive Online Analysis), a popular, freely available open-source software framework, allowing readers to try out the techniques after reading the explanations.

The book first offers a brief introduction to the topic, covering big data mining, basic methodologies for mining data streams, and a simple example of MOA. More detailed discussions follow, with chapters on sketching techniques, change, classification, ensemble methods, regression, clustering, and frequent pattern mining. Most of these chapters include exercises, an MOA-based lab session, or both. Finally, the book discusses the MOA software, covering the MOA graphical user interface, the command line, use of its API, and the development of new methods within MOA. The book will be an essential reference for readers who want to use data stream mining as a tool, researchers in innovation or data stream mining, and programmers who want to create new algorithms for MOA.

Interpreting Company Reports and Accounts guides the reader through the conventions and complexities of company accounts, explaining how to assess the financial and trading position of a company from year to year, how to spot undue risk taking and ‘‘cosmetic accounting’’ and where to look for clues on the quality of management. 

Packed with interesting real world examples, this is a highly practical book which shows readers how to analyse company reports and accounts, both qualitatively and quantitatively. The analysis is illustrated with over 200 extracts/examples from published accounts

First published in 1982, Augustan England provides ample substance to reinforce the thesis that the years from 1680 to 1730 mark the most decisive stage in the rise of the English professional classes before the 19th century, and that this had profound consequences in maintaining the relative ‘openness’ of 18th century society until the advent of industrialization.

This book provides the first ever authoritative study of the professions, as a whole, before the Victorian age. The spectacular growth and prosperity of the professional sector of English society at a time when population growth was minimal is seen by Professor Holmes as a mirror of the transformation of England herself in these same years. The Augustan age was one of high English achievement in many fields, from the flowering of literary genius to the acquisition of a sophisticated financial system and the attainment of Great Power status through two consuming wars. It witnessed a ‘commercial revolution’ and important aesthetic, cultural and scientific advances, many of them centered on the growth of London and on a rejuvenation of provincial urban life. From all these developments the professions derived stimuli; on all of them they left their distinctive stamp. In this study, therefore, they are presented not merely as institutions but as an integral part of the very texture of Augustan England. This is a must read for students and scholars of British history.

First published in 1982, Augustan England provides ample substance to reinforce the thesis that the years from 1680 to 1730 mark the most decisive stage in the rise of the English professional classes before the 19th century, and that this had profound consequences in maintaining the relative ‘openness’ of 18th century society until the advent of industrialization.

This book provides the first ever authoritative study of the professions, as a whole, before the Victorian age. The spectacular growth and prosperity of the professional sector of English society at a time when population growth was minimal is seen by Professor Holmes as a mirror of the transformation of England herself in these same years. The Augustan age was one of high English achievement in many fields, from the flowering of literary genius to the acquisition of a sophisticated financial system and the attainment of Great Power status through two consuming wars. It witnessed a ‘commercial revolution’ and important aesthetic, cultural and scientific advances, many of them centered on the growth of London and on a rejuvenation of provincial urban life. From all these developments the professions derived stimuli; on all of them they left their distinctive stamp. In this study, therefore, they are presented not merely as institutions but as an integral part of the very texture of Augustan England. This is a must read for students and scholars of British history.