Download Community Detection and Mining in Social Media by Lei Tang,Huan Liu PDF

By Lei Tang,Huan Liu

The prior decade has witnessed the emergence of participatory net and social media, bringing humans jointly in lots of artistic methods. hundreds of thousands of clients are enjoying, tagging, operating, and socializing on-line, demonstrating new kinds of collaboration, conversation, and intelligence that have been rarely that you can imagine only a couple of minutes in the past. Social media additionally is helping reshape enterprise types, sway reviews and feelings, and opens up a variety of chances to review human interplay and collective habit in an unheard of scale. This lecture, from an information mining viewpoint, introduces features of social media, experiences consultant projects of computing with social media, and illustrates linked demanding situations. It introduces simple suggestions, provides state of the art algorithms with easy-to-understand examples, and recommends potent evaluate tools. particularly, we speak about graph-based neighborhood detection ideas and plenty of vital extensions that deal with dynamic, heterogeneous networks in social media. We additionally exhibit how came upon styles of groups can be utilized for social media mining. The strategies, algorithms, and strategies awarded during this lecture might help harness the ability of social media and aid development socially-intelligent structures. This ebook is an available advent to the research of emph{community detection and mining in social media}. it really is a vital interpreting for college students, researchers, and practitioners in disciplines and functions the place social media is a key resource of information that piques our interest to appreciate, deal with, innovate, and excel.

This publication is supported via extra fabrics, together with lecture slides, the entire set of figures, key references, a few toy information units utilized in the ebook, and the resource code of consultant algorithms. The readers are inspired to go to the publication web site for the most recent information.

Table of Contents: Social Media and Social Computing / Nodes, Ties, and impression / neighborhood Detection and review / groups in Heterogeneous Networks / Social Media Mining

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Download Pocket Data Mining: Big Data on Small Devices: 2 (Studies in by Mohamed Medhat Gaber,Frederic Stahl,João Bártolo Gomes PDF

By Mohamed Medhat Gaber,Frederic Stahl,João Bártolo Gomes

Owing to non-stop advances within the computational energy of hand held units like smartphones and pill pcs, it has turn into attainable to accomplish Big Data operations together with sleek information mining approaches onboard those small units. A decade of study has proved the feasibility of what has been termed as Mobile information Mining, with a spotlight on one cellular equipment working info mining approaches. even though, it's not ahead of 2010 until eventually the authors of this booklet initiated the Pocket facts Mining (PDM) undertaking exploiting the seamless communique between hand held units acting info research initiatives that have been infeasible until eventually lately. PDM is the method of collaboratively extracting wisdom from disbursed information streams in a cellular computing atmosphere. This e-book offers the reader with an in-depth therapy in this rising zone of analysis. information of options used and thorough experimental stories are given. extra importantly and particular to this e-book, the authors supply designated useful advisor at the deployment of PDM within the cellular atmosphere. a huge extension to the elemental implementation of PDM dealing with idea go with the flow is additionally said. within the period of Big Data, strength purposes of paramount value provided by way of PDM in various domain names together with safety, enterprise and telemedicine are discussed.

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Download Information Filtering and Retrieval: DART 2014: Revised and by Cristian Lai,Alessandro Giuliani,Giovanni Semeraro PDF

By Cristian Lai,Alessandro Giuliani,Giovanni Semeraro

This ebook specializes in new learn demanding situations in clever info filtering and retrieval. It collects invited chapters and prolonged learn contributions from DART 2014 (the eighth foreign Workshop on details Filtering and Retrieval), held in Pisa (Italy), on December 10, 2014, and co-hosted with the XIII AI*IA Symposium on man made Intelligence. the focus of DART was once to debate and examine compatible novel suggestions in response to clever thoughts and utilized to real-world contexts. The chapters of this ebook current a complete overview of comparable works and the present state-of-the-art. The contributions from either practitioners and researchers were rigorously reviewed via specialists within the sector, who additionally gave necessary feedback to enhance the standard of the book.

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Download SQL Server 2017 Integration Services Cookbook by Christian Cote,Matija Lah,Dejan Sarka PDF

By Christian Cote,Matija Lah,Dejan Sarka

Harness the ability of SQL Server 2017 Integration providers to construct your information integration options with ease

About This Book

  • Acquaint your self with all of the newly brought positive aspects in SQL Server 2017 Integration Services
  • Program and expand your programs to reinforce their functionality
  • This unique, step by step advisor covers every thing you must enhance effective information integration and knowledge transformation ideas to your organization

Who This booklet Is For

This booklet is perfect for software program engineers, DW/ETL architects, and ETL builders who have to create a brand new, or improve an present, ETL implementation with SQL Server 2017 Integration providers. This publication may even be sturdy for those who advance ETL strategies that use SSIS and are prepared to benefit the hot beneficial properties and functions in SSIS 2017.

What you are going to Learn

  • Understand the most important elements of an ETL answer utilizing SQL Server 2016-2017 Integration Services
  • Design the structure of a contemporary ETL solution
  • Have a great wisdom of the hot services and lines additional to Integration Services
  • Implement ETL suggestions utilizing Integration providers for either on-premises and Azure data
  • Improve the functionality and scalability of an ETL solution
  • Enhance the ETL resolution utilizing a customized framework
  • Be capable of paintings at the ETL answer with many different builders and feature universal layout paradigms or techniques
  • Effectively use scripting to unravel advanced facts issues

In Detail

SQL Server Integration companies is a device that allows facts extraction, consolidation, and loading suggestions (ETL), SQL Server coding improvements, info warehousing, and customizations. With assistance from the recipes during this e-book, you are going to achieve entire hands-on event of SSIS 2017 in addition to the 2016 new gains, layout and improvement advancements together with SCD, Tuning, and Customizations.

At the beginning, you will discover ways to set up and organize SSIS besides different SQL Server assets to make optimum use of this company Intelligence instruments. we will commence via taking you thru the recent positive aspects in SSIS 2016/2017 and enforcing the required gains to get a contemporary scalable ETL resolution that matches the trendy information warehouse.

Through the process chapters, you are going to the best way to layout and construct SSIS facts warehouses applications utilizing SQL Server information instruments. also, you will discover ways to boost SSIS programs designed to keep up an information warehouse utilizing the knowledge move and different keep an eye on circulation projects. you are going to even be established many recipes on detoxing facts and the way to get the outcome after utilizing diverse alterations. a few real-world eventualities that you simply may perhaps face also are coated and the way to address a number of matters that you just could face whilst designing your packages.

At the top of this publication, you will get to grasp the entire key techniques to accomplish info integration and transformation. you should have explored on-premises significant info integration techniques to create a vintage info warehouse, and may understand how to increase the toolbox with customized initiatives and transforms.

Style and approach

This cookbook follows a problem-solution procedure and tackles all types of information integration situations by utilizing the functions of SQL Server 2016 Integration providers. This booklet is definitely supplemented with screenshots, assistance, and tips. every one recipe makes a speciality of a selected activity and is written in a truly easy-to-follow manner.

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Download Accumulo: Application Development, Table Design, and Best by Aaron Cordova,Billie Rinaldi,Michael Wall PDF

By Aaron Cordova,Billie Rinaldi,Michael Wall

Get in control on Apache Accumulo, the versatile, high-performance key/value shop created via the nationwide defense corporation (NSA) and in line with Google’s BigTable info garage approach. Written by means of former NSA staff participants, this finished educational and reference covers Accumulo structure, program improvement, desk layout, and cell-level security.

With transparent details on approach management, functionality tuning, and most sensible practices, this ebook is perfect for builders looking to write Accumulo functions, directors charged with fitting and holding Accumulo, and different pros drawn to what Accumulo has to supply. you can find every little thing you can use the program fully.

  • Get a high-level advent to Accumulo’s structure and information model
  • Take a swift travel via unmarried- and multiple-node installations, facts ingest, and query
  • Learn how you can write Accumulo purposes for a number of use circumstances, in line with examples
  • Dive into Accumulo internals, together with info no longer to be had within the documentation
  • Get certain info for fitting, administering, tuning, and measuring performance
  • Learn top practices in line with profitable implementations within the field
  • Find solutions to universal questions that each new Accumulo person asks

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Download Visualizing the Data City: Social Media as a Source of by Paolo Ciuccarelli,Giorgia Lupi,Luca Simeone PDF

By Paolo Ciuccarelli,Giorgia Lupi,Luca Simeone

This e-book investigates novel tools and applied sciences for the gathering, research and illustration of real-time user-generated information on the city scale as a way to discover power eventualities for extra participatory layout, making plans and administration procedures. For this goal, the authors current a collection of experiments performed in collaboration with city stakeholders at a variety of degrees (including electorate, urban directors, city planners, neighborhood industries and NGOs) in Milan and big apple in 2012. it really is tested even if geo-tagged and user-generated content material may be of worth within the construction of significant, real-time signs of city caliber, because it is perceived and communicated through the voters. The meanings that folks connect to locations also are explored to find what such an city semantic layer seems like and the way it unfolds through the years. As a end, techniques are proposed for the exploitation of user-generated content material which will solution hitherto unsolved city questions. Readers will locate during this booklet a desirable exploration of recommendations for mining the social net that may be utilized to acquire user-generated content material as a way of investigating city dynamics.

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Download Data Mining For Dummies by Meta S. Brown PDF

By Meta S. Brown

Delve into your facts for the main to success

Data mining is readily changing into quintessential to making price and enterprise momentum. the power to become aware of unseen styles hidden within the numbers exhaustively generated by way of daily operations permits savvy decision-makers to use each device at their disposal within the pursuit of higher company. via growing types and trying out no matter if styles delay, it truly is attainable to find new intelligence which can switch your business's complete paradigm for a extra profitable outcome.

Data Mining for Dummies indicates you why it does not take an information scientist to realize this virtue, and empowers normal enterprise humans to begin shaping a technique proper to their business's wishes. during this publication, you will research the hows and whys of mining to the depths of your information, and the way to make the case for heavier funding into facts mining functions. The e-book explains the main points of the data discovery method including:

  • Model construction, validity checking out, and interpretation
  • Effective conversation of findings
  • Available instruments, either paid and open-source
  • Data choice, transformation, and evaluation

Data Mining for Dummies takes you step by step via a real-world data-mining undertaking utilizing open-source instruments that let you get speedy hands-on adventure operating with quite a lot of information. you will achieve the arrogance you want to commence making info mining practices a regimen a part of your profitable enterprise. if you are occupied with doing every little thing you could to push your organization to the head, Data Mining for Dummies is your price tag to potent information mining.

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Download Boosted Statistical Relational Learners: From Benchmarks to by Sriraam Natarajan,Kristian Kersting,Tushar Khot,Jude Shavlik PDF

By Sriraam Natarajan,Kristian Kersting,Tushar Khot,Jude Shavlik

This SpringerBrief addresses the demanding situations of examining multi-relational and noisy info by means of offering a number of Statistical Relational studying (SRL) equipment. those equipment mix the expressiveness of first-order good judgment and the power of likelihood conception to deal with uncertainty. It presents an summary of the tools and the main assumptions that let for edition to diverse versions and actual global applications.
The versions are hugely beautiful because of their compactness and comprehensibility yet studying their constitution is computationally in depth. To strive against this challenge, the authors assessment using practical gradients for reinforcing the constitution and the parameters of statistical relational types. The algorithms were utilized effectively in numerous SRL settings and feature been tailored to a number of genuine difficulties from details extraction in textual content to clinical difficulties.
Including either context and well-tested functions, Boosting Statistical Relational studying from Benchmarks to Data-Driven medication is designed for researchers and execs in computing device studying and knowledge mining. laptop engineers or scholars drawn to data, information administration, or future health informatics also will locate this short a precious resource.

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Download Apache Solr for Indexing Data by Sachin Handiekar,Anshul Johri PDF

By Sachin Handiekar,Anshul Johri

Enhance your Solr indexing adventure with complicated options and the integrated functionalities on hand in Apache Solr

About This Book

  • Learn approximately dispensed indexing and real-time optimization to alter index facts on fly
  • Index facts from numerous resources and internet crawlers utilizing integrated analyzers and tokenizers
  • This step by step advisor is choked with real-life examples on indexing data

Who This booklet Is For

This publication is for builders who are looking to elevate their event of indexing in Solr by way of studying concerning the numerous index handlers, analyzers, and strategies on hand in Solr. newbie point Solr improvement abilities are expected.

What you are going to Learn

  • Get to understand the fundamental positive aspects of Solr indexing and the analyzers/tokenizers available
  • Index XML/JSON facts in Solr utilizing the HTTP submit device and CURL command
  • Work with information Import Handler to index facts from a database
  • Use Apache Tika with Solr to index note files, PDFs, and masses more
  • Utilize Apache Nutch and Solr integration to index crawled facts from net pages
  • Update indexes in real-time info feeds
  • Discover options to index multi-language and disbursed facts in Solr
  • Combine many of the indexing strategies right into a real-life case in point of an internet procuring internet application

In Detail

Apache Solr is a familiar, open resource firm seek server that promises robust indexing and looking good points. those positive factors support fetch appropriate info from quite a few assets and documentation. Solr additionally combines with different open resource instruments resembling Apache Tika and Apache Nutch to supply extra strong features.

This fast moving advisor starts off through supporting you place up Solr and get accustomed to its uncomplicated construction blocks, to provide you a greater knowing of Solr indexing. you will quick flow directly to indexing textual content and boosting the indexing time. subsequent, you are going to specialise in easy indexing strategies, numerous index handlers designed to change files, and indexing a established information resource via info Import Handler.

Moving on, you'll examine suggestions to accomplish real-time indexing and atomic updates, in addition to extra complicated indexing concepts reminiscent of de-duplication. in a while, we are going to assist you manage a cluster of Solr servers that mix fault tolerance and excessive availability. additionally, you will achieve insights into operating eventualities of other elements of Solr and the way to take advantage of Solr with e-commerce data.

By the top of the booklet, you can be useful and assured operating with indexing and may have a great wisdom base to successfully software elements.

Style and approach

This fast moving advisor is jam-packed with examples which are written in an easy-to-follow type, and are observed by means of special rationalization. operating examples are incorporated that can assist you get well effects to your applications.

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Download Statistics, Data Mining, and Machine Learning in Astronomy: by Željko Ivezi?,Andrew J. Connolly,Jacob T. PDF

By Željko Ivezi?,Andrew J. Connolly,Jacob T. VanderPlas,Alexander Gray

As telescopes, detectors, and desktops develop ever extra robust, the quantity of knowledge on the disposal of astronomers and astrophysicists will input the petabyte area, delivering exact measurements for billions of celestial items. This e-book presents a accomplished and obtainable creation to the state-of-the-art statistical tools had to successfully examine advanced facts units from astronomical surveys equivalent to the Panoramic Survey Telescope and speedy reaction method, the darkish power Survey, and the impending huge Synoptic Survey Telescope. It serves as a realistic guide for graduate scholars and complex undergraduates in physics and astronomy, and as an fundamental reference for researchers.

Statistics, info Mining, and desktop studying in Astronomy provides a wealth of functional research difficulties, evaluates thoughts for fixing them, and explains the right way to use a number of ways for various kinds and sizes of information units. For all purposes defined within the publication, Python code and instance information units are supplied. The assisting info units were rigorously chosen from modern astronomical surveys (for instance, the Sloan electronic Sky Survey) and are effortless to obtain and use. The accompanying Python code is publicly to be had, good documented, and follows uniform coding criteria. jointly, the knowledge units and code allow readers to breed all of the figures and examples, review the tools, and adapt them to their very own fields of interest.

  • Describes the main necessary statistical and data-mining tools for extracting wisdom from large and intricate astronomical info sets
  • Features real-world facts units from modern astronomical surveys
  • Uses a freely on hand Python codebase throughout
  • Ideal for college kids and dealing astronomers

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