Java Structures Data Structures in Java for the Principled by Duane Bailey

By Duane Bailey

The second one version of Duane Bailey's Java Structures considers the layout, implementation, and use of knowledge constructions utilizing Java 2. The constitution package deal, a suite of approximately a hundred assorted sessions enforcing a large choice of information buildings, has been the root of Java buildings for greater than 5 years. hundreds of thousands of school, scholars, researchers, commercial and leisure programmers have investigated this lean and good proven method of information constitution layout.

In this variation, the textual content develops a seriously confirmed package deal that's autonomous of yet in line with the gathering package deal provided by way of sunlight. in lots of circumstances, the diversity of implementations presents the programmer offerings of knowledge constitution that aren't to be had with the gathering approach. For these curricula that utilize the gathering package deal, the constitution package deal may be simply built-in into present purposes. All sessions are absolutely documented and make constant use of pre- and post-conditioning, and contain help for statement trying out.

The moment variation additionally brings a wealth of recent assets, together with quite a few new and unique routines and drill difficulties. through the textual content, workouts seem within the working textual content to direct a deeper attention of sophisticated matters through scholars. might be the main leading edge characteristic (first present in Bailey's Java Elements) is the inclusion of greater than a dozen unique lab workouts that concentrate on fascinating and infrequently vintage difficulties of laptop technology.

All code for the book's examples, documentation, and the constitution package deal is published at the book's site at www.mhhe.com/javastructures.

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Multi-Label Dimensionality Reduction by Liang Sun, Shuiwang Ji, Jieping Ye

By Liang Sun, Shuiwang Ji, Jieping Ye

Similar to different info mining and computing device studying initiatives, multi-label studying suffers from dimensionality. a great way to mitigate this challenge is thru dimensionality aid, which extracts a small variety of good points by means of removal inappropriate, redundant, and noisy details. the knowledge mining and desktop studying literature at present lacks a unified remedy of multi-label dimensionality relief that comes with either algorithmic advancements and functions.

Addressing this shortfall, Multi-Label Dimensionality Reduction covers the methodological advancements, theoretical homes, computational features, and functions of many multi-label dimensionality aid algorithms. It explores various study questions, together with:

  • How to totally take advantage of label correlations for powerful dimensionality reduction
  • How to scale dimensionality aid algorithms to large-scale problems
  • How to successfully mix dimensionality aid with classification
  • How to derive sparse dimensionality aid algorithms to reinforce version interpretability
  • How to accomplish multi-label dimensionality aid successfully in functional applications

The authors emphasize their wide paintings on dimensionality aid for multi-label studying. utilizing a case research of Drosophila gene expression development photograph annotation, they display the best way to follow multi-label dimensionality aid algorithms to resolve real-world difficulties. A supplementary web site presents a MATLAB® package deal for enforcing renowned dimensionality relief algorithms.

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Microsoft® Excel Data Analysis and Business Modeling by Wayne Winston

By Wayne Winston

Grasp the options that enterprise analysts at top businesses use to remodel facts into bottom-line effects. For greater than a decade, recognized advisor and company professor Wayne Winston has been educating company consumers and MBA scholars the simplest how you can use Microsoft Excel for information research, modeling, and determination making. Now this award-winning educator stocks the simplest of his lecture room adventure during this sensible, business-focused advisor. each one bankruptcy advances your information research and modeling services utilizing real-world examples and learn-by-doing workouts. you furthermore mght get the entire book's problem-and-solution records on CD-for the entire perform you must resolve advanced difficulties and paintings smarter with Excel.Learn how you can resolve actual enterprise issues of Excel!•Create most sensible, worst, and most-likely situations for sales•Calculate how lengthy it'll take to recoup a project's startup costs•Plan own funds, akin to computing personal loan phrases or saving for retirement•Estimate a product's call for curve•Simulate inventory functionality over a year•Determine which product combine will yield the best profits•Interpret the results of cost and ads on sales•Assign a buck price to patron loyalty•Manage stock and order amounts with precision•Create customer support queues with brief wait times•Estimate the chances of apparatus failure•Model enterprise uncertainties•Get new views on info with PivotTable dynamic views•Help expect quarterly profit, results of sporting activities, presidential elections, and extra!

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OLAP Solutions: Building Multidimensional Information by Erik Thomsen

By Erik Thomsen

I had excessive hopes for this publication for the reason that i'm an information miner who senses the necessity for possible choices to the gradual instruments widely used to collect huge info units for research. regrettably, i discovered this publication to be overlong and that i didn't emerge with a transparent photograph of what distinct OLAP instruments from the alternatives.....

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Databases DeMYSTiFieD, 2nd Edition by Andy Oppel

By Andy Oppel

Studying DATABASE basics simply acquired an awful lot more uncomplicated! you can now layout, construct, and deal with an absolutely sensible database conveniently. completely up to date to hide the newest applied sciences and methods, Databases Demystified, moment variation delivers the hands-on assist you have to start. Written in a step by step layout, this sensible advisor covers equipment that may be used with any database, together with Microsoft entry, MySQL, Microsoft SQL Server, and Oracle. you will find out about relational database elements, database queries, SQL, the database existence cycle, logical database layout utilizing normalization, and actual database layout. info and technique modeling, database safety, on-line Analytical Processing (OLAP), and XML also are coated. distinctive examples and concise causes make it effortless to appreciate the cloth, and end-of-chapter quizzes and a last examination support strengthen studying. it is a no-brainer! you will discover out the right way to: Create and run database queries utilizing the forms-based question software in Microsoft entry Write SQL statements and queries Use entity courting diagrams (ERDs) for facts modeling layout actual tables attach databases to clients, computers, and functions safe database facts deal with cursor processing, transaction administration, and function tuning combine XML records and gadgets into databases easy sufficient for a newbie, yet not easy sufficient for a complicated pupil, Databases Demystified, moment variation is your self-paced consultant to studying common database ideas.

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R Recipes: A Problem-Solution Approach by Larry Pace

By Larry Pace

R Recipes is your convenient problem-solution reference for studying and utilizing the preferred R programming language for records and different numerical research. choked with hundreds of thousands of code and visible recipes, this ebook permits you to fast examine the basics and discover the frontiers of programming, studying and utilizing R.

R Recipes provides textual and visible recipes for simple and effective templates to be used and re-use on your day by day R programming and knowledge research perform. even if you are in finance, cloud computing, gigantic or small information analytics, or different utilized computational and knowledge technology - R Recipes could be a staple to your code reference library.

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Pentaho Kettle Solutions: Building Open Source ETL Solutions by Matt Casters, Roland Bouman, Jos van Dongen

By Matt Casters, Roland Bouman, Jos van Dongen

An entire consultant to Pentaho Kettle, the Pentaho facts lntegration toolset for ETLThis sensible booklet is a whole consultant to fitting, configuring, and handling Pentaho Kettle. If you’re a database administrator or developer, you’ll first wake up to hurry on Kettle fundamentals and the way to use Kettle to create ETL solutions—before progressing to really expert strategies reminiscent of clustering, extensibility, and knowledge vault types. how to layout and construct each section of an ETL solution.Shows builders and database directors the way to use the open-source Pentaho Kettle for enterprise-level ETL approaches (Extracting, reworking, and Loading data)Assumes no previous wisdom of Kettle or ETL, and brings novices completely in control at their very own paceExplains easy methods to get Kettle options up and operating, then follows the 34 ETL subsystems version, as created by means of the Kimball workforce, to discover the whole ETL lifecycle, together with all facets of knowledge warehousing with KettleGoes past regimen projects to discover tips on how to expand Kettle and scale Kettle options utilizing a allotted “cloud”Get the main out of Pentaho Kettle and your info warehousing with this designated guide—from easy unmarried desk information migration to complicated multisystem clustered facts integration initiatives.

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Ubiquitous and Pervasive Knowledge and Learning Management: by Miltiadis D. Lytras

By Miltiadis D. Lytras

The significance of semantics has been famous in numerous parts of knowledge and data administration, together with larger entry, alternate, interoperability, integration, and research of information. Semantics of information is ready associating intending to facts, figuring out what facts represents, and bettering the price of information. Ubiquitous and Pervasive wisdom and studying administration: Semantics, Social Networking and New Media to Their complete capability offers another view to ubiquitous and pervasive wisdom, architectural frameworks, and methodological matters, and introduces a few of the significant strategies and instruments constructed within the area of ontology construction, research, and semantic internet. Ubiquitous and Pervasive wisdom and studying administration: Semantics, Social Networking and New Media to Their complete strength contributes to the innovative area of semantic net and data structures within the following points: imaginative and prescient, methodologies, instruments, and functions.

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