Data Mining

Using Open Data to Detect Organized Crime Threats: Factors by Henrik Legind Larsen,José María Blanco,Raquel Pastor PDF

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By Henrik Legind Larsen,José María Blanco,Raquel Pastor Pastor,Ronald R. Yager

This paintings offers an cutting edge examine using open info for extracting details to realize and forestall crime, and likewise explores the hyperlink among terrorism and arranged crime. In counter-terrorism and different kinds of crime prevention, foresight approximately strength threats is extremely important and this data is more and more to be had through digital info resources comparable to social media communications. even though, the volume and caliber of those resources is different, and researchers and legislations enforcement desire counsel approximately whilst and the way to extract necessary details from them.

The emergence of those crime threats, reminiscent of communique among equipped crime networks and radicalization in the direction of terrorism, is pushed by means of a mixture of political, financial, social, technological, criminal and environmental elements. The contributions to this quantity symbolize a huge step by means of researchers to systematically acquire, clear out, interpret, and use the data to be had. For the needs of this e-book, the one info assets used are publicly to be had assets which are accessed legally and ethically.

This paintings should be of curiosity to researchers in criminology and felony justice, rather in police technology, geared up crime, counter-terrorism and crime technological know-how. it is going to even be of curiosity to these in comparable fields equivalent to functions of desktop technology and knowledge mining, public coverage, and enterprise intelligence.

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Understanding MySQL Internals: Discovering and Improving a - download pdf or read online

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By Sasha Pachev

Although MySQL's resource code is open within the feel of being publicly on hand, it is primarily closed to you should you do not are aware of it. during this publication, Sasha Pachev -- a former member of the MySQL improvement crew -- offers a entire travel of MySQL five that indicates you ways to determine the internal workings of this robust database. you will move correct to middle of the database to profit how info constructions and comfort services function, how you can upload new garage engines and configuration recommendations, and masses more.

The middle of Understanding MySQL Internals starts with an structure assessment that gives a short advent of ways different parts of MySQL interact. then you study the stairs for establishing a operating compilable reproduction of the code that you should switch and try at your excitement. different sections of the publication cover:

  • Core server sessions, buildings, and API
  • The conversation protocol among the customer and the server
  • Configuration variables, the controls of the server; incorporates a instructional on tips on how to upload your own
  • Thread-based request dealing with -- knowing threads and the way they're utilized in MySQL
  • An evaluation of MySQL garage engines
  • The garage engine interface for integrating third-party garage engines
  • The desk lock manager
  • The parser and optimizer for making improvements to MySQL's performance
  • Integrating a transactional garage engine into MySQL
  • The internals of replication

Understanding MySQL Internals offers unheard of possibilities for builders, DBAs, database software programmers, IT departments, software program proprietors, and desktop technology scholars to benefit in regards to the internal workings of this enterprise-proven database. With this e-book, you'll soon achieve a brand new point of comprehension relating to database improvement that may provide help to accomplish your objectives. it is your consultant to getting to know and enhancing a good database.

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New PDF release: Business Analytics for Decision Making

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By Steven Orla Kimbrough,Hoong Chuin Lau

Business Analytics for determination Making, the 1st entire textual content appropriate to be used in introductory company Analytics classes, establishes a countrywide syllabus for an rising first path at an MBA or higher undergraduate point. This well timed textual content is principally approximately version analytics, really analytics for restricted optimization. It makes use of implementations that let scholars to discover versions and knowledge for the sake of discovery, realizing, and selection making.

Business analytics is ready utilizing info and types to resolve several types of selection difficulties. There are 3 features if you intend to make the main in their analytics: encoding, resolution layout, and post-solution research. This textbook addresses all 3. Emphasizing using limited optimization versions for determination making, the publication concentrates on post-solution research of versions.

The textual content specializes in computationally hard difficulties that mostly come up in company environments. designated between company analytics texts, it emphasizes utilizing heuristics for fixing tricky optimization difficulties vital in enterprise perform by way of making top use of equipment from laptop technology and Operations examine. additionally, case stories and examples illustrate the real-world functions of those tools.

The authors provide examples in Excel®, GAMS, MATLAB®, and OPL. The metaheuristics code is additionally made to be had on the book's web site in a documented library of Python modules, in addition to info and fabric for homework workouts. From the start, the authors emphasize analytics and de-emphasize illustration and encoding so scholars can have lots to sink their the teeth into despite their laptop programming experience.

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Sophia Ananiadou,John McNaught's Text Mining for Biology And Biomedicine PDF

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By Sophia Ananiadou,John McNaught

With the quantity of biomedical learn starting to be exponentially all over the world, the call for for info retrieval services within the box hasn't ever been better. this is the 1st consultant for bioinformatics practitioners that places the whole diversity of organic textual content mining instruments and strategies at their fingertips in one committed quantity. It describes the tools of average language processing (NLP) and their purposes within the organic area, and spells out a few of the lexical, terminological, and ontological assets at their disposal - and the way top to make use of them. Readers see how terminology administration instruments like time period extraction and time period structuring facilitate potent mining, and examine how you can effortlessly establish biomedical named entities and abbreviations. The booklet explains the right way to set up a number of details extraction tools for organic purposes. It is helping execs review and optimize text-mining structures, and comprises ideas for integrating textual content mining and knowledge mining efforts to additional facilitate organic analyses.

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Practical Business Analytics Using SAS: A Hands-on Guide - download pdf or read online

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By Venkat Reddy Konasani,Shailendra Kadre

Practical company Analytics utilizing SAS: A Hands-on Guide indicates SAS clients and businesspeople the best way to learn info successfully in real-life enterprise eventualities.

The e-book starts with an creation to analytics, analytical instruments, and SAS programming. The authors—both SAS, statistics, analytics, and large information experts—first convey how SAS is utilized in enterprise, after which tips to start programming in SAS through uploading information and studying how one can control it. in addition to illustrating SAS easy services, you can find how each one functionality can be utilized to get the knowledge you want to enhance company functionality. each one bankruptcy deals hands-on workouts drawn from actual enterprise occasions.

The ebook then presents an summary of facts, in addition to guide on exploring facts, getting ready it for research, and trying out hypotheses. you'll methods to use SAS to accomplish analytics and version utilizing either easy and complicated recommendations like a number of regression, logistic regression, and time sequence research, between different subject matters. The ebook concludes with a bankruptcy on interpreting vast info. Illustrations from banking and different industries make the foundations and strategies come to life.

Readers will locate simply enough conception to appreciate the sensible examples and case stories, which disguise all industries. Written for a company IT and programming viewers that wishes to improve abilities or input the analytics box, this ebook includes:

  • More than 2 hundred examples and workouts, together with code and datasets for perform.
  • Relevant examples for all industries.
  • Case reviews that express easy methods to use SAS analytics to spot possibilities, resolve complex difficulties, and chart a course.

Practical company Analytics utilizing SAS: A Hands-on consultant gives you the instruments you must achieve perception into the knowledge at your fingertips, expect company stipulations for greater making plans, and make first-class judgements. even if you're in retail, finance, healthcare, production, executive, or the other undefined, this publication may also help your company raise profit, force down expenses, enhance advertising, and fulfill consumers higher than ever sooner than.

What you’ll learn

  • Which are crucial instruments for appearing analytics
  • How to application in SAS
  • How to discover, validate, and fresh data
  • How to appreciate and use simple statistical tools and techniques
  • How to forecast destiny price utilizing SAS
  • How to construct predictive models
  • Fundamentals of huge data

Who this booklet is for

This ebook is for IT pros who are looking to develop into enterprise or facts analysts, predictive modelers, facts scientists, social media analysts, substantial info analysts, or BI analysts. it is also for someone who desires to holiday into information analytics or pros who are looking to extend their skills.

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Download e-book for iPad: A Practical Guide to Analytics for Governments: Using Big by Marie Lowman

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By Marie Lowman

Analytics could make govt paintings better—this ebook exhibits you how

A functional advisor to Analytics for Governments offers demonstrations of real-world analytics functions for legislators, policy-makers, and aid employees on the federal, kingdom, and native degrees. giant information and analytics are reworking industries around the board, and executive can gain lots of those self same merits through utilising analytics to tactics and courses already in position. From healthcare supply and baby wellbeing and fitness, to crime and application fraud, analytics can—in truth, already does—transform the way in which govt works. This booklet indicates you ways analytics could be applied on your personal milieu: what's the downstream effect of latest laws? How will we make courses extra effective? Is it attainable to foretell coverage results without analytics? How do i am getting all started construction analytics into my executive association? The solutions are all right here, with obtainable causes and worthy recommendation from knowledgeable within the box.

Analytics lets you mine your facts to create a holistic photo of your elements; this version is helping you tailor courses, fine-tune laws, and serve the population extra successfully. This publication walks you thru analytics as utilized to govt, and exhibits you the way to harvest massive data's merits at no matter what point beneficial.

  • Learn how analytics is already reworking executive carrier delivery
  • Delve into the electronic healthcare revolution
  • Use analytics to enhance schooling, juvenile justice, and different child-focused areas
  • Apply analytics to transportation, felony justice, fraud, and lots more and plenty more

Legislators and coverage makers have lots of nice ideas—but how do they positioned these principles into play? Analytics can play a very important position in getting the activity performed good. A functional advisor to Analytics for Governments presents recommendation, point of view, and real-world tips for public servants everywhere.

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Michael Zabarankin,Stanislav Uryasev's Statistical Decision Problems: Selected Concepts and PDF

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By Michael Zabarankin,Stanislav Uryasev

Statistical selection Problems offers a brief and concise creation into the speculation of hazard, deviation and blunder measures that play a key function in statistical selection difficulties. It introduces state of the art useful choice making via twenty-one case reports from real-life purposes. The case stories hide a extensive sector of subject matters and the authors comprise hyperlinks with resource code and knowledge, a really beneficial device for the reader. In its center, the textual content demonstrates the right way to use various factors to formulate statistical choice difficulties bobbing up in quite a few hazard administration functions, reminiscent of optimum hedging, portfolio optimization, money circulation matching, class, and extra.

 

The presentation is prepared into 3 elements: chosen suggestions of statistical choice concept, statistical choice difficulties, and case stories with portfolio protect. The textual content is basically aimed toward practitioners within the parts of danger administration, determination making, and facts. even if, the inclusion of a good little bit of mathematical rigor renders this monograph a very good creation to the speculation of basic mistakes, deviation, and possibility measures for graduate scholars. it may be used as supplementary studying for graduate classes together with statistical research, information mining, stochastic programming, monetary engineering, to call a number of. The excessive point of aspect may perhaps serve worthy to utilized mathematicians, engineers, and statisticians attracted to modeling and handling possibility in numerous functions.

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Download PDF by Zubair Nabi: Pro Spark Streaming: The Zen of Real-Time Analytics Using

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By Zubair Nabi

Learn the best state-of-the-art abilities and information to leverage Spark Streaming to enforce a big selection of real-time, streaming functions. This book walks you thru end-to-end real-time program improvement utilizing real-world purposes, info, and code. Taking an application-first process, each one bankruptcy introduces use situations from a selected and makes use of publicly to be had datasets from that area to resolve the intricacies of production-grade layout and implementation. The domain names coated in Pro Spark Streaming include social media, the sharing economic system, finance, web advertising, telecommunication, and IoT.

In the previous couple of years, Spark has turn into synonymous with sizeable information processing. DStreams improve the underlying Spark processing engine to help streaming research with a singular micro-batch processing version. Pro Spark Streaming by Zubair Nabi will assist you develop into a consultant of latency delicate functions by way of leveraging the foremost good points of DStreams, micro-batch processing, and practical programming. To this finish, the publication comprises ready-to-deploy examples and real code. Pro Spark Streaming will act because the bible of Spark Streaming.

What you are going to Learn

  • Discover Spark Streaming software improvement and most sensible practices
  • Work with the low-level info of discretized streams
  • Optimize production-grade deployments of Spark Streaming through configuration recipes and instrumentation utilizing Graphite, collectd, and Nagios
  • Ingest facts from disparate resources together with MQTT, Flume, Kafka, Twitter, and a customized HTTP receiver
  • Integrate and couple with HBase, Cassandra, and Redis
  • Take benefit of layout styles for side-effects and retaining country around the Spark Streaming micro-batch model
  • Implement real-time and scalable ETL utilizing info frames, SparkSQL, Hive, and SparkR
  • Use streaming desktop studying, predictive analytics, and recommendations
  • Mesh batch processing with circulation processing through the Lambda architecture

Who This ebook Is For

Data scientists, enormous information specialists, BI analysts, and knowledge architects.

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Get Ensemble Methods in Data Mining: Improving Accuracy Through PDF

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By Giovanni Seni,John F. Elder

Ensemble equipment were known as the main influential improvement in facts Mining and computing device studying long ago decade. They mix a number of types into one frequently extra actual than the simplest of its elements. Ensembles offers a severe advance to business demanding situations -- from funding timing to drug discovery, and fraud detection to advice platforms -- the place predictive accuracy is extra important than version interpretability. Ensembles are worthy with all modeling algorithms, yet this publication specializes in selection bushes to give an explanation for them so much truly. After describing bushes and their strengths and weaknesses, the authors supply an summary of regularization -- at the present time understood to be a key cause of the very best functionality of contemporary ensembling algorithms. The ebook keeps with a transparent description of 2 fresh advancements: value Sampling (IS) and Rule Ensembles (RE). IS finds vintage ensemble equipment -- bagging, random forests, and boosting -- to be unique instances of a unmarried set of rules, thereby exhibiting how one can increase their accuracy and pace. REs are linear rule types derived from selection tree ensembles. they're the main interpretable model of ensembles, that's necessary to functions similar to credits scoring and fault prognosis. finally, the authors clarify the anomaly of the way ensembles in attaining larger accuracy on new information regardless of their (apparently a lot higher) complexity.

This publication is aimed toward amateur and complicated analytic researchers and practitioners -- specially in Engineering, information, and laptop technological know-how. people with little publicity to ensembles will research why and the way to hire this leap forward strategy, and complex practitioners will achieve perception into development much more robust versions. all through, snippets of code in R are supplied to demonstrate the algorithms defined and to inspire the reader to aim the techniques.

The authors are specialists in info mining and desktop studying who're additionally adjunct professors and well known audio system. even if early pioneers in getting to know and utilizing ensembles, they the following distill and make clear the new groundbreaking paintings of top lecturers (such as Jerome Friedman) to deliver some great benefits of ensembles to practitioners.

Table of Contents: Ensembles found / Predictive studying and determination bushes / version Complexity, version choice and Regularization / significance Sampling and the vintage Ensemble tools / Rule Ensembles and Interpretation statistics / Ensemble Complexity

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Get Intelligent Agents in Data-intensive Computing (Studies in PDF

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By Joanna Kolodziej,Luís Correia,José Manuel Molina

This ebook provides new techniques that boost examine in all elements of agent-based types, applied sciences, simulations and implementations for info in depth purposes. The 9 chapters include a evaluate of modern cross-disciplinary methods in cloud environments and multi-agent platforms, and critical formulations of knowledge extensive difficulties in disbursed computational environments including the presentation of latest agent-based instruments to address these difficulties and large info in general.

This quantity can function a reference for college students, researchers and practitioners operating in or attracted to becoming a member of interdisciplinary paintings within the parts of information extensive computing and large facts platforms utilizing emergent large-scale disbursed computing paradigms. it's going to additionally permit rookies to understand key recommendations and capability ideas on complicated subject matters of idea, versions, applied sciences, process architectures and implementation of purposes in Multi-Agent structures and information extensive computing.

 

 

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