Category: Data Mining

Solr in Action by Trey Grainger

By Trey Grainger

Solr in motion is a complete consultant to enforcing scalable seek utilizing Apache Solr. This basically written e-book walks you thru well-documented examples starting from simple key-phrase looking to scaling a approach for billions of records and queries. it is going to offer you a deep realizing of ways to enforce middle Solr services. Solr in motion teaches you to enforce scalable seek utilizing Apache Solr. This easy-to-read advisor balances conceptual discussions with functional examples to teach you the way to enforce all of Solr's center services. you will grasp subject matters like textual content research, faceted seek, hit highlighting, end result grouping, question feedback, multilingual seek, complicated geospatial and knowledge operations, and relevancy tuning.

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Post-mining of Association Rules: Techniques for Effective by Yanchang Zhao

By Yanchang Zhao

There's usually plenty of organization ideas came across in information mining perform, making it tricky for clients to spot those who are of specific curiosity to them. consequently, it is very important get rid of insignificant principles and prune redundancy in addition to summarize, visualize, and post-mine the chanced on ideas.

Post-Mining of organization principles: strategies for powerful wisdom Extraction presents a scientific selection of learn at the summarization, presentation, and new sorts of organization ideas for post-mining. This booklet offers researchers, practitioners, and academicians with instruments to extract precious and actionable wisdom after gaining knowledge of plenty of organization principles.

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Data Structures and Algorithms (Software Engineering and by Shi-Kuo Chang

By Shi-Kuo Chang

This can be a good, up to date and easy-to-use textual content on information buildings and algorithms that's meant for undergraduates in desktop technological know-how and data technological know-how. The 13 chapters, written through a world workforce of skilled academics, disguise the basic recommendations of algorithms and lots of the vital facts buildings in addition to the concept that of interface layout. The booklet includes many examples and diagrams. each time acceptable, application codes are incorporated to facilitate studying.

This ebook is supported by way of a world team of authors who're specialists on facts constructions and algorithms, via its web site, so that either lecturers and scholars can take advantage of their services.

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Mining Google Web Services: Building Applications with the by John Paul Mueller, Sybex

By John Paul Mueller, Sybex

Google Brings information Mining to the People!Virtually all people sees Google as, palms down, the easiest on-line seek device. you can now use and increase on Google know-how on your personal applications.Mining Google net prone teaches you dozens of recommendations for tapping the facility of the Google API. Google already delivers fine-grained keep watch over over your seek standards, and this publication exhibits you the way to exert a similar keep an eye on on your personal targeted seek and research functions. With slightly wisdom of JavaScript, VBA, visible Studio 6, visible Studio .NET, personal home page, or Java, you'll get higher (and extra appropriate) seek results--faster and extra simply. here is a little of what you can find coated inside:Improving the rate and accuracy of searchesPerforming information mining around the InternetUsing Google internet companies to look a unmarried websiteBuilding seek purposes for cellular devicesUsing caching ideas to enhance program functionality and reliabilityAnalyzing Google dataCreating searches for clients with unique needsDiscovering new makes use of for GoogleObtaining historic information utilizing cached pagesPerforming spelling assessments on any textReducing the variety of fake seek hitsWhether your target is to enhance your individual searches or proportion really expert seek features with others, this can be the single source that would see you thru the activity from begin to end.

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Data Analysis and Data Mining: An Introduction by Adelchi Azzalini, Bruno Scarpa

By Adelchi Azzalini, Bruno Scarpa

An creation to statistics mining, facts research and knowledge Mining is either textbook source. Assuming just a easy wisdom of statistical reasoning, it provides center techniques in information mining and exploratory statistical versions to scholars statisticians-both these operating in communications and people operating in a technological or clinical capacity-who have a restricted wisdom of knowledge mining.

This booklet offers key statistical recommendations in terms of case stories, giving readers the good thing about studying from actual difficulties and actual info. Aided by way of a various diversity of statistical equipment and strategies, readers will circulate from easy difficulties to complicated difficulties. via those case reviews, authors Adelchi Azzalini and Bruno Scarpa clarify precisely how statistical tools paintings; instead of hoping on the "push the button" philosophy, they show easy methods to use statistical instruments to discover the easiest approach to any given challenge.

Case reports function present subject matters hugely proper to information mining, such web content site visitors; the segmentation of shoppers; number of consumers for unsolicited mail advertisement campaigns; fraud detection; and measurements of purchaser pride. applicable for either complex undergraduate and graduate scholars, this much-needed publication will fill a niche among greater point books, which emphasize technical causes, and decrease point books, which suppose no previous wisdom and don't clarify the method at the back of the statistical operations.

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The Statistical Analysis of Categorical Data by Professor Dr. Erling B. Andersen (auth.)

By Professor Dr. Erling B. Andersen (auth.)

The objective of this booklet is to offer an up-to-the-minute account of the main generally makes use of statisti­ cal types for express facts. The emphasis is at the connection among concept and functions to actual facts units. The publication in simple terms covers versions for specific info. quite a few versions for combined non-stop and specific information are hence excluded. The publication is written as a textbook, even supposing many tools and effects are particularly contemporary. this could indicate, that the e-book can be utilized for a graduate direction in specific facts research. With this goal in brain chapters three to twelve are concluded with a collection of exer­ cises. in lots of instances, the knowledge units are these information units, which have been no longer integrated within the examples of the e-book, even supposing they at one time limit have been considered as capability can­ didates for an instance. a specific amount of normal wisdom of statistical conception is critical to totally enjoy the ebook. A precis of the elemental statistical thoughts deemed worthwhile pre­ necessities is given in bankruptcy 2. The mathematical point is simply reasonably excessive, however the account in bankruptcy three of uncomplicated houses of exponential households and the parametric multinomial distribution is made as mathematical particular as attainable with no going into mathematical information and leaving out so much proofs.

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Linked Data Management by Andreas Harth

By Andreas Harth

Linked facts Management offers thoughts for querying and dealing with associated info that's to be had on today’s net. The booklet indicates how the abundance of associated facts can function fertile floor for learn and advertisement applications.

The textual content makes a speciality of facets of dealing with large-scale collections of associated info. It deals a close creation to associated information and similar criteria, together with the most rules distinguishing associated information from usual database know-how. Chapters additionally describe tips to generate hyperlinks among datasets and clarify the final structure of knowledge integration platforms according to associated info.

A huge a part of the textual content is dedicated to question processing in several setups. After featuring the right way to submit relational facts as associated facts and effective centralized processing, the publication explores lookup-based, disbursed, and parallel options. It then addresses complicated issues, similar to reasoning, and discusses paintings concerning read-write associated information for method interoperation.

Despite the book of many papers given that Tim Berners-Lee constructed the associated facts rules in 2006, the sphere lacks a complete, unified review of the cutting-edge. compatible for either researchers and practitioners, this e-book offers an intensive, consolidated account of the hot facts publishing and information integration paradigm. whereas the booklet covers question processing broadly, the associated info abstraction furnishes greater than a mechanism for accumulating, integrating, and querying facts from the open Web—the associated information know-how stack additionally permits managed, subtle purposes deployed in an firm environment.

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High-Dimensional Covariance Estimation: With by Mohsen Pourahmadi

By Mohsen Pourahmadi

Methods for estimating sparse and big covariance matrices

Covariance and correlation matrices play primary roles in each point of the research of multivariate facts gathered from numerous fields together with company and economics, well-being care, engineering, and environmental and actual sciences. High-Dimensional Covariance Estimation provides obtainable and finished insurance of the classical and smooth ways for estimating covariance matrices in addition to their purposes to the swiftly constructing parts mendacity on the intersection of information and desktop learning.

Recently, the classical pattern covariance methodologies were converted and more advantageous upon to fulfill the wishes of statisticians and researchers facing huge correlated datasets. High-Dimensional Covariance Estimation makes a speciality of the methodologies in accordance with shrinkage, thresholding, and penalized chance with functions to Gaussian graphical types, prediction, and mean-variance portfolio administration. The booklet is based seriously on regression-based principles and interpretations to attach and unify many current equipment and algorithms for the task.

High-Dimensional Covariance Estimation positive factors chapters on:

  • Data, Sparsity, and Regularization
  • Regularizing the Eigenstructure
  • Banding, Tapering, and Thresholding
  • Covariance Matrices
  • Sparse Gaussian Graphical Models
  • Multivariate Regression

The e-book is a perfect source for researchers in information, arithmetic, enterprise and economics, laptop sciences, and engineering, in addition to an invaluable textual content or complement for graduate-level classes in multivariate research, covariance estimation, statistical studying, and high-dimensional facts analysis.

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Web Information Systems Engineering – WISE 2014: 15th by Boualem Benatallah, Azer Bestavros, Yannis Manolopoulos,

By Boualem Benatallah, Azer Bestavros, Yannis Manolopoulos, Athena Vakali, Yanchun Zhang

This ebook constitutes the court cases of the fifteenth foreign convention on internet details structures Engineering, clever 2014, held in Thessaloniki, Greece, in October 2014.
The fifty two complete papers, sixteen brief and 14 poster papers, provided within the two-volume complaints LNCS 8786 and 8787 have been rigorously reviewed and chosen from 196 submissions. they're prepared in topical sections named: internet mining, modeling and category; internet querying and looking; net suggestion and personalization; semantic internet; social on-line networks; software program architectures amd structures; net applied sciences and frameworks; internet innovation and functions; and challenge.

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Recent Advances in Computational Science and Engineering by H. P. Lee

By H. P. Lee

The overseas convention on clinical and Engineering Computation (IC-SEC 2002) served as a discussion board for engineers and scientists curious about using excessive functionality pcs, complex numerical techniques, computational tools and simulation in a number of clinical and engineering disciplines. The convention created a platform for proposing and discussing the newest tendencies and findings concerning the state-of-the-art of their specific field(s) of curiosity. IC-SEC additionally presents a discussion board for the interdisciplinary mixing of computational efforts in a number of diverse components of technological know-how, equivalent to biology, chemistry, physics and fabrics technology, in addition to all branches of engineering. The court cases conceal a vast diversity of themes and an program quarter which includes modelling and simulation paintings utilizing excessive functionality pcs.

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