Advances in Knowledge Discovery and Data Mining brings together the latest research—in statistics, databases, machine learning, and artificial intelligence —that are part of the exciting and rapidly growing field of Knowledge Discovery and Data Mining. Topics covered include fundamental issues, classification and clustering, trend and deviation analysis, dependency modeling, integrated discovery systems, next generation database systems, and application case studies. The contributors include leading researchers and practitioners from academia, government laboratories, and private industry.
The last decade has seen an explosive growth in the generation and collection of data. Advances in data collection, widespread use of bar codes for most commercial products, and the computerization of many business and government transactions have flooded us with data and generated an urgent need for new techniques and tools that can intelligently and automatically assist in transforming this data into useful knowledge. This book is a timely and comprehensive overview of the new generation of techniques and tools for knowledge discovery in data.
With 10,000 entries, this dictionary is the most complete of its kind. It is a major contribution to more accurate sharing of scientific and technological information.
The dictionary is unique in providing a romanized transcription for each of the 10,000 Japanese terms. It promotes clear oral communication, whether one is using purely Japanese words or terms that have been borrowed from English but are pronounced somewhat differently by the Japanese.
Professional translators of Japanese, English-speaking engineers and computer and dataprocessing professionals dealing with Japanese products or companies, marketing executives, and journalists are among those who will find this dictionary indispensable for such uses as translating an instruction manual, composing a telex message, ordering materials and parts, looking up a word during a face to face conversation, or interviewing executives in a technical field.
The Japanese English section lists the romanized Japanese words (Romaji) according to the Roman rather than the Japanese alphabet, thus simplifying reference by Western speakers of Japanese as well as by native speakers of Japanese who are familiar with both Roman script and alphabetical order.
The dictionary also aids Western recognition and reproduction of katakana characters (Japanese characters used to represent the sounds of borrowed foreign words) by providing the exact romanized transcriptions of words borrowed from English and expressed in katakana form instead of keeping such words in their original forms. The word "computer" for instance, may be translated indigenously as "keisanki," but the borrowed English "konpyuta" is also widely used. The dictionary gives the romanizations of both, to facilitate verbal communication; it also gives, for readers of Japanese, the ideogrammic representations of both words.
Advanced Database Techniques combines advanced techniques with practical advice and many new ideas, methods, and examples for database management students, system specialists, and programmers. It provides a wealth of technical information on database methods and an encyclopedic coverage of advanced techniques that other current database books lack.
An overview covers important definitions in the area of database management and describes such classical notions as file structures, conceptual, physical, and external schemas, and relational, network, hierarchical, and entity-relationship models. Remaining chapters offer advanced techniques, methods, and practical advice for functional specification and system design of a database-oriented interactive application; database architecture with qualitative and quantitative optimizations; the prediction of loads and response times; data representation, packing, and protection; selection of data elements and structures in a database; practical extensions of the relational theory to include dynamic relations and schemas, existence and processing constraints and coroutines; software architectures (functional interface and decision machine); and open databases for robotics, image processing, CAD, and artificial intelligence.
Extended definitions are provided for conceptual schema, view, soft constraints and selection, relation, and dynamic schema. And an entire chapter is devoted to MSD, a new relational approach to specification and design. New software architectures for database applications are also covered. Advanced Database Techniques describes the fifteen functions of a database management system and its internal mechanisms and provides a complete product review of the DBMS ORACLE as well as advice on DBMS purchasing and database administration.