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Compression Schemes for Mining Large Datasets: A Machine Learning Perspective

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This book addresses the challenges of data abstraction generation using a least number of database scans, compressing data through novel lossy and non-lossy schemes, and carrying out clustering and classification directly in the compressed domain. Schemes are presented which are shown to be efficient both in terms of space and time, while simultaneously providing the same or better classification accuracy. Features: describes a non-lossy compression scheme based on run-length encoding of patterns with binary valued features; proposes a lossy compression scheme that recognizes a pattern as a sequence of features and identifying subsequences; examines whether the identification of prototypes and features can be achieved simultaneously through lossy compression and efficient clustering; discusses ways to make use of domain knowledge in generating abstraction; reviews optimal prototype selection using genetic algorithms; suggests possible ways of dealing with big data problems using multiagent systems.

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Lean Enterprise: How High Performance Organizations Innovate at Scale (Lean (O'Reilly))
Lean Enterprise: How High Performance Organizations Innovate at Scale (Lean (O'Reilly))

How well does your organization respond to changing market conditions, customer needs, and emerging technologies when building software-based products? This practical guide presents Lean and Agile principles and patterns to help you move fast at scale—and demonstrates why and how to apply these methodologies throughout your...

The Chimes
The Chimes
Anon, it comes up stealthily, and creeps along the walls, seeming to read, in whispers, the Inscriptions sacred to the Dead. At some of these, it breaks out shrilly, as with laughter; and at others, moans and cries as if it were lamenting. It has a ghostly sound too, lingering within the altar; where it seems to chaunt, in its wild way, of Wrong...
Knowledge, Possibility, and Consciousness (Jean Nicod Lectures)
Knowledge, Possibility, and Consciousness (Jean Nicod Lectures)
Physicalism is the idea that if everything that goes on in the universe is physical, our consciousness and feelings must also be physical. Ever since Descartes formulated the mind-body problem, a long line of philosophers has found the physicalist view to be preposterous. According to John Perry, the history of the mind-body problem is, in part,...

SOA and Web Services Interface Design: Principles, Techniques, and Standards (The MK/OMG Press)
SOA and Web Services Interface Design: Principles, Techniques, and Standards (The MK/OMG Press)
With the introduction of increasingly complex Web services over the last decade, there has been an explosion of interest in service-oriented architecture (SOA), a structural style whose goal is to achieve a coupling of interacting services - functionalities such as filling out an online application for an account, viewing an online bank statement,...
Learn Robotics Programming: Build and control autonomous robots using Raspberry Pi 3 and Python
Learn Robotics Programming: Build and control autonomous robots using Raspberry Pi 3 and Python

Gain experience of building a next-generation collaboration robot

Key Features

  • Get up and running with the fundamentals of robotic programming
  • Program a robot using Python and the Raspberry Pi 3
  • Learn to build a smart robot with interactive and AI-enabled...
Programming Microsoft Access 2000 (Microsoft Programming Series)
Programming Microsoft Access 2000 (Microsoft Programming Series)

This book is for database developers who want to use Microsoft Access 2000 to build custom applications. It covers the features that make Access a perennial favorite with developers, as well as the innovations in Access 2000 that you are most likely to use in your programming projects. Numerous programming samples demonstrate the core...

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