Category: Data Mining

Download E-books Pro Apache Phoenix: An SQL Driver for HBase PDF

By Shakil Akhtar, Ravi Magham

Leverage Phoenix as an ANSI SQL engine outfitted on most sensible of the hugely allotted and scalable NoSQL framework HBase. examine the fundamentals and top practices which are being followed in Phoenix to permit a excessive write and browse throughput in a tremendous information space. 

This booklet contains real-world instances equivalent to net of items units that ship non-stop streams to Phoenix, and the booklet explains how key beneficial properties equivalent to joins, indexes, transactions, and features assist you comprehend the straightforward, versatile, and robust API that Phoenix offers. Examples are supplied utilizing real-time info and data-driven companies that provide help to acquire, examine, and act in seconds.  

Pro Apache Phoenix covers the nuances of constructing a allotted HBase cluster with Phoenix libraries, working functionality benchmarks, configuring parameters for construction eventualities, and viewing the implications. The e-book additionally exhibits how Phoenix performs good with different key frameworks within the Hadoop surroundings equivalent to Apache Spark, Pig, Flume, and Sqoop.

You will find out how to:

  • Handle a petabyte information shop through utilizing usual SQL techniques
  • Store, examine, and manage facts in a NoSQL Hadoop echo method with HBase
  • Apply most sensible practices whereas operating with a scalable facts shop on Hadoop and HBase
  • Integrate well known frameworks (Apache Spark, Pig, Flume) to simplify sizeable facts analysis
  • Demonstrate real-time use instances and massive info modeling techniques

Who This ebook Is For

Data engineers, titanic info directors, and architects.

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Download E-books Data Mining and Predictive Analytics (Wiley Series on Methods and Applications in Data Mining) PDF

Learn equipment of information research and their software to real-world facts sets

This up to date moment variation serves as an advent to facts mining equipment and types, together with organization ideas, clustering, neural networks, logistic regression, and multivariate research. The authors practice a unified “white field” method of info mining tools and versions. This procedure is designed to stroll readers in the course of the operations and nuances of many of the tools, utilizing small info units, so readers can achieve an perception into the interior workings of the strategy less than evaluate. Chapters offer readers with hands-on research difficulties, representing a chance for readers to use their newly-acquired info mining services to fixing genuine difficulties utilizing huge, real-world facts sets.

Data Mining and Predictive Analytics, moment Edition:

  • Offers finished insurance of organization ideas, clustering, neural networks, logistic regression, multivariate research, and R statistical programming language
  • Features over 750 bankruptcy workouts, permitting readers to evaluate their knowing of the hot material
  • Provides an in depth case learn that brings jointly the teachings realized within the book
  • Includes entry to the significant other web site, www.dataminingconsultant.com, with unique password-protected teacher content

Data Mining and Predictive Analytics, moment Edition will entice computing device technology and statistic scholars, in addition to scholars in MBA courses, and leader executives.

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Download E-books Graph-Theoretic Techniques for Web Content Mining (Machine Perception and Artificial Intelligence) (Series in Machine Perception and Artificial Intelligence) PDF

This ebook describes interesting new possibilities for using strong graph representations of knowledge with universal desktop studying algorithms. Graphs can version more information that is frequently now not found in general information representations, akin to vectors. by using graph distance - a comparatively new process for deciding upon graph similarity - the authors convey how famous algorithms, reminiscent of k-means clustering and k-nearest friends class, may be simply prolonged to paintings with graphs rather than vectors. this permits for the usage of extra details present in graph representations, whereas whilst using famous, confirmed algorithms. to illustrate and examine those novel innovations, the authors have chosen the area of web pages mining, which includes the clustering and class of internet records in keeping with their textual substance. a number of equipment of representing internet rfile content material by means of graphs are brought; a fascinating characteristic of those representations is they permit for a polynomial time distance computation, anything that is generally an NP-complete challenge while utilizing graphs. Experimental effects are suggested for either clustering and type in 3 net record collections, utilizing various graph representations, distance measures, and set of rules parameters. additionally, this booklet describes a number of different comparable themes, a lot of which supply first-class beginning issues for researchers and scholars attracted to exploring this new zone of laptop studying additional. those subject matters contain developing graph-based a number of classifier ensembles via random node choice and visualization of graph-based info utilizing multidimensional scaling.

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Download E-books Social and Political Implications of Data Mining: Knowledge Management in E-Government (Premier Reference Source) PDF

Lately, facts mining has develop into a strong instrument in aiding society with its a number of layers and person components important in acquiring clever details for making a professional judgements. within the realm of information discovery, info mining is turning into essentially the most renowned subject matters in details expertise.

Social and Political Implications of information Mining: wisdom administration in E-Government specializes in the information mining and data administration implications that lie inside of on-line govt. this important reference booklet includes instances on development of governance process, enhancement of protection options, improve of social carrier sectors, and top-rated empowerment of voters and societies a precious further asset to academicians, researchers, and practitioners.

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Download E-books From Curve Fitting to Machine Learning: An Illustrative Guide to Scientific Data Analysis and Computational Intelligence (Intelligent Systems Reference Library) PDF

This winning e-book presents in its moment version an interactive and illustrative consultant from two-dimensional curve becoming to multidimensional clustering and computing device studying with neural networks or aid vector machines. alongside the way in which themes like mathematical optimization or evolutionary algorithms are touched. All innovations and concepts are defined in a transparent minimize demeanour with graphically depicted plausibility arguments and a bit basic mathematics.

The significant issues are broadly defined with exploratory examples and functions. the first target is to be as illustrative as attainable with out hiding difficulties and pitfalls yet to deal with them. the nature of an illustrative cookbook is complemented with particular sections that deal with extra basic questions just like the relation among computer studying and human intelligence.
All issues are thoroughly validated with the computing platform Mathematica and the Computational Intelligence programs (CIP), a high-level functionality library constructed with Mathematica's programming language on most sensible of Mathematica's algorithms. CIP is open-source and the distinct code used during the booklet is freely accessible.
The goal readerships are scholars of (computer) technology and engineering in addition to medical practitioners in and academia who deserve an illustrative advent. Readers with programming talents may possibly simply port or customise the supplied code. "'From curve becoming to desktop studying' is ... an invaluable e-book. ... It comprises the elemental formulation of curve becoming and comparable topics and throws in, what's lacking in such a lot of books, the code to breed the results.
All in all this can be a fascinating and priceless publication either for beginner in addition to professional readers. For the beginner it's a sturdy introductory booklet and the specialist will get pleasure from the various examples and dealing code". Leslie A. Piegl (Review of the 1st variation, 2012).

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Download E-books Data Mining for the Masses, Second Edition: with implementations in RapidMiner and R PDF

We reside in a global that generates super quantities of data—more than ever ahead of. In company, and in our own lives, we use smartphones and drugs, sites and watches; with dozens of apps and interfaces to buy, study, entertain and tell. companies more and more use expertise to engage with shoppers to supply advertising and marketing, customer support, product details and extra. All of this technological job generates data—data that may be priceless in lots of ways.

Data mining might help to spot attention-grabbing styles and messages that exist, frequently hidden underneath the skin. during this glossy age of knowledge platforms, it's more uncomplicated than ever sooner than to extract which means from facts. From category to prediction, info mining can help.

In info Mining for the hundreds, moment version, professor Matt North—a former hazard analyst and software program engineer at eBay—uses easy examples and transparent causes with loose, robust software program instruments to educate you the fundamentals of knowledge mining. during this moment variation, implementations of those examples are provided in either an up to date model of the RapidMiner software program, and within the renowned R Statistical Package.

You’ve obtained extra facts than ever ahead of and also you comprehend it’s received price, if in simple terms you could determine how one can get to it. This e-book can express you ways. Let’s commence digging!

Author's be aware: the 1st variation of this article is still on hand for obtain, at no cost as a PDF dossier, from the GlobalText on-line library.

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Download E-books Research and Trends in Data Mining Technologies and Applications (Advanced Topics in Data Warehousing and Mining) PDF

"Activities in info warehousing and mining are continuously rising. information mining tools, algorithms, on-line analytical strategies, information mart and functional concerns always evolve, supplying a problem for pros within the box. examine and developments in facts Mining applied sciences and purposes specializes in the mixing among the fields of knowledge warehousing and information mining, with an emphasis at the applicability to real-world difficulties. This ebook offers a world viewpoint, highlighting suggestions to a few of researchers hardest demanding situations. advancements within the wisdom discovery approach, info types, buildings, and layout function solutions and options to those rising challenges."

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Download E-books Applied Data Mining: Statistical Methods for Business and Industry PDF

By Paolo Giudici

Information mining could be outlined because the technique of choice, exploration and modelling of huge databases, as a way to notice types and styles. The expanding availability of information within the present info society has resulted in the necessity for legitimate instruments for its modelling and research. info mining and utilized statistical tools are the suitable instruments to extract such wisdom from info. purposes happen in lots of diverse fields, together with facts, machine technology, computer studying, economics, advertising and finance.

This e-book is the 1st to explain utilized info mining equipment in a constant statistical framework, after which exhibit how they are often utilized in perform. all of the tools defined are both computational, or of a statistical modelling nature. advanced probabilistic versions and mathematical instruments are usually not used, so the booklet is offered to a large viewers of scholars and execs. the second one 1/2 the ebook contains 9 case stories, taken from the author's personal paintings in undefined, that show how the equipment defined should be utilized to genuine problems.

  • Provides a superb advent to utilized facts mining equipment in a constant statistical framework
  • Includes insurance of classical, multivariate and Bayesian statistical methodology
  • Includes many contemporary advancements equivalent to net mining, sequential Bayesian research and reminiscence dependent reasoning
  • Each statistical process defined is illustrated with genuine lifestyles applications
  • Features a couple of specific case stories according to utilized tasks inside industry
  • Incorporates dialogue on software program utilized in information mining, with specific emphasis on SAS
  • Supported via an internet site that includes info units, software program and extra material
  • Includes an intensive bibliography and tips to extra studying in the text
  • Author has a long time adventure instructing introductory and multivariate facts and information mining, and dealing on utilized tasks inside of industry

A invaluable source for complex undergraduate and graduate scholars of utilized statistics, information mining, machine technological know-how and economics, in addition to for pros operating in on initiatives regarding huge volumes of knowledge - resembling in advertising or monetary hazard management.

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Download E-books Intelligent Computing Methodologies: 12th International Conference, Icic 2016, Proceedings (Lecture Notes in Computer Science) PDF

This e-book - along side the double quantity set LNCS 9771 and LNCS 9772 - constitutes the refereed complaints of the twelfth overseas convention on clever Computing, ICIC 2016, held in Lanzhou, China, in August 2016. The 221 complete papers and 15 brief papers of the 3 lawsuits volumes have been conscientiously reviewed and chosen from 639 submissions. The papers are prepared in topical sections resembling sign processing and photo processing; info safeguard, wisdom discovery, and knowledge mining; platforms biology and clever computing in computational biology; clever computing in scheduling; details protection; advances in swarm intelligence: algorithms and purposes; desktop studying and knowledge research for scientific and engineering purposes; evolutionary computation and studying; autonomous part research; compressed sensing, sparse coding; social computing; neural networks; nature encouraged computing and optimization; genetic algorithms; sign processing; trend popularity; biometrics attractiveness; picture processing; info safeguard; digital truth and human-computer interplay; healthcare informatics concept and techniques; man made bee colony algorithms; differential evolution; memetic algorithms; swarm intelligence and optimization; delicate computing; protein constitution and serve as prediction; advances in swarm intelligence: algorithms and purposes; optimization, neural community, and sign processing; biomedical informatics and photograph processing; computing device studying; wisdom discovery and typical language processing; nature encouraged computing and optimization; clever regulate and automation; clever info research and prediction; computing device imaginative and prescient; wisdom illustration and specialist method; bioinformatics.

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Download E-books Real World Data Mining Applications (Annals of Information Systems) PDF

By Gary M. Weiss

Data mining functions variety from advertisement to social domain names, with novel functions showing rapidly; for instance, in the context of social networks. The increasing software sphere and social achieve of complicated info mining elevate pertinent problems with privateness and defense. Present-day information mining is a innovative multidisciplinary exercise. This inter- and multidisciplinary strategy is easily mirrored in the box of data platforms. the data structures learn addresses software program and standards for aiding computationally and data-intensive purposes. additionally, it encompasses studying method and knowledge features, and all handbook or automatic actions. In that recognize, study on the interface of knowledge platforms and information mining has major power to supply actionable wisdom important for company decision-making. the purpose of the proposed quantity is to supply a balanced remedy of the newest advances and advancements in information mining; particularly, exploring synergies on the intersection with info platforms. it's going to function a platform for lecturers and practitioners to focus on their fresh achievements and display strength possibilities within the box. because of its multidisciplinary nature, the amount is anticipated to develop into an essential source for a large readership starting from scholars, all through engineers and builders, to researchers and academics. 

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