C2090-013 exam Dumps Source : IBM SPSS Data Mining for industry Partners v2
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a common analogy announces that facts is "the brand unique oil," so admiration of facts mining as drilling for and refining oil: facts mining is the skill through which companies extract value from their facts.
in more functional phrases, records mining comprises examining records to witness for patterns, correlations, traits and anomalies that can subsist huge for a particular enterprise. As such, it's intently regarding substantial records, a bigger time age that encompasses the various makes employ of of facts to retract into account developments.
as an example, facts mining can assist agencies identify their premier purchasers. organizations can employ facts mining recommendations to research a particular consumer's faded buy and forecast what a client may subsist likely to purchase sooner or later. it could furthermore spotlight purchases which are out of the regular for a customer and may point out fraud.
businesses can employ to locate inefficiencies in manufacturing approaches, competencies defects in products or weaknesses in the provide chain. a powerful master information management approach contains information mining.https://o1.qnsr.com/log/p.gif?;n=203;c=204651744;s=9478;x=7936;f=201802271700250;u=j;z=TIMESTAMP;a=20403940;e=i
commonly, data mining recommendations are used to resolve structured statistics that resides in information warehouses. youngsters, agencies furthermore employ statistics mining to aid extract insights from their outlets of unstructured facts that may dwell in Hadoop or a further category of information repository.
today, statistics mining on any types of information has become Part of a certainly not-ending quest to profit aggressive expertise.
leap to:historical past of statistics Mining
some of the first articles to employ the phrase "statistics mining" changed into published with the aid of Michael C. Lovell in 1983. at the time, Lovell and a lot of other economists took a fairly unpleasant view of the follow, believing that data may lead to incorrect conclusions when now not advised by using talents of the discipline remember.
however by passage of the Nineteen Nineties, the theory of extracting cost from facts by passage of picking out patterns had eddy into plenty more frequent. Database and facts warehouse providers any started using the buzzword to market their software. And groups any started to develop into awake about the edge benefits of the follow.
In 1996, a group of corporations that included Teradata and NCR led a challenge to standardize and formalize information mining methodologies. Their labor resulted within the go-business household technique for statistics Mining (CRISP-DM). This open common breaks the information mining technique down into six phases:
agencies enjoy IBM continue to promote the CRISP-DM model to today, and in 2015, IBM released an up to date version that improved the primary mannequin.
within the early 2000s, internet agencies begun to peer the vigour of information mining, and the apply really took off. while the phrase "information mining" has on the grounds that been eclipsed by passage of different buzzwords enjoy "facts analytics," "huge records" and "machine gaining lore of," the manner remains an essential component of company practices. basically, it's impartial to pretension that data mining has eddy into a de facto a Part of operating a latest enterprise.types of records Mining
records scientists and analysts employ a variety of facts mining strategies to achieve their desires. one of the crucial most typical embrace prerogative here:
statistics Mining method
instance employ Case
finding corporations and subgroups within statistics
Sorting records into classes
making a option on related items of statistics
discovering records that does not felicitous the common patterns
Predicting the surely sequel from given variables
Predictive analytics and forecasting
analyzing written words
Condensing information so that it is less demanding to retract note
Graphingconcepts related to statistics Mining
records mining overlaps with several linked terms, and americans on occasion employ these terms in reference to equivalent ideas. probably the most most common linked concepts embrace the following:facts mining vs. KDD
within the late Eighties and early Nineteen Nineties, academics frequently mentioned potential discovery in databases (KDD). The formal definition of the KDD manner protected five levels:
beneath this framework, information mining is the equivalent of records analysis and is a subcomponent of KDD. In practice, however, people regularly used statistics mining and KDD interchangeably. Over time, statistics mining grew to become the favourite time age for each procedures, and nowadays, most individuals employ "statistics mining" and "knowledge discovery" to count the equal thing.statistics mining vs. machine discovering
desktop studying is the fork of profound discovering and synthetic intelligence that seeks to provide computers the aptitude to study with out being programmed. a few of the ideas used in statistics mining — primarily clustering, classification and regression — are additionally utilized in machine studying. for that reason, some americans disagree with computing device learning to subsist a subset of statistics mining.
however, other individuals squabble that there are subtle changes between the two. they are saw that records mining finds the patterns within the records, after which machine getting to know makes employ of the effects of information mining to subsist taught whatever unique in regards to the statistics.
Whichever point of view you select, the two ideas naturally overlap one yet another.statistics mining vs. huge data analytics
people commonly employ the terms "data mining" and "huge records analytics" or "facts analytics" to hint the equal factor. Some americans cavil that records mining will furthermore subsist accomplished on minuscule data sets in addition to "large records." And others allege that information analytics can embrace thoughts other than information mining, so records mining is a subset of analytics.
In follow, these terms are nearly interchangeable. or not it's simply that "data mining" was a common buzzword in the Nineties and early 2000s, whereas "analytics" has develop into the more habitual buzzword these days.records Mining Examples
well-nigh each enterprise on this planet makes employ of information mining, so the examples are just about limitless. One very common passage that retailers employ information mining is to resolve customer purchases after which ship shoppers coupons for items that they may wish to purchase sooner or later.
company's more and more refined employ of records mining has made many buyers uncomfortable. within the U.S., Congress and the Federal alternate fee (FTC) Have convened hearings on records privacy, besides the fact that children these efforts haven't yet resulted in complete law.
Europe has been ought to faster to act on data privateness considerations. final might also, the everyday facts coverage legislation (GDPR) went into effect, and it affects each solid with any information regarding european citizens.
among different things, the legislations requires businesses to reap consent to manner facts, to delete a subject's statistics in the event that they request it, to position ample protection measures in situation to give protection to records, and to notify individuals straight away if their data has been worried in a data breach.
Failing to comply might influence in fines of up to four% of an organization's total international earnings. industry watchers forecast that GDPR and other legislations may Have an incredible Have an sequel on on records mining, and the european has already fined Google €50 million for inadequate compliance with the legislations.statistics Mining equipment
businesses Have a wide selection of proprietary and open supply statistics mining apparatus available to them. These tools encompass facts warehouses, ELT tools, information cleansing equipment, dashboards, analytics equipment, textual content evaluation equipment, company intelligence apparatus and others.
(Tribune word provider) -- IBM on Tuesday brought its first cloud-primarily based facts-mining and -evaluation services that Have arisen out of its unique partnership with Twitter.
the U.S. know-how stupendous is providing to trawl via Tweets posted on the micro-running a blog web site, evaluate and resolve them for the edge of its industry clients.
A half one billion Tweets seem every day on Twitter and, with the assist of shrewd analytical equipment, tendencies can subsist identified and customer requests can furthermore subsist fished out of that bank of information, Alistair Rennie, manager of IBM's analytics unit, said at CeBIT, the realm's largest suggestions expertise fair, which is taking region this week within the northern German city of Hanover.
IBM plans to investigate Tweets in precise time via cloud know-how and its Watson supercomputer, which has been trained to subsist awake Tweets. purchasers in such areas as telecommunications, retail sales and fitness pervade may then find your hands on information that interests them.
such a aspect has not been feasible earlier than and may essentially exchange the rules of the video game for businesses, Rennie talked about.
The initiative was announced after IBM and Twitter started their partnership at the conclusion of October.
IBM Analytics' Bob Picciano stated cloud computing has elementally altered the dynamic of the information technology transformation.
The company become an early investor in the so-referred to as massive information enviornment of the business, the evaluation of giant masses of records.
"now they Have invested 24 billion greenbacks in the locality in fresh years," Picciano observed.
©2015 Deutsche Presse-Agentur GmbH (Hamburg, Germany) dispensed by using Tribune content agency, LLC
PMML recasts the statistics warehouse as a turnkey platform for real-time statistics mining.
It’s been eight years in the making, however the predictive modeling mark-up language (PMML) is on the verge of going mainstream.
PMML is an XML mark-up language that’s used to represent statistical and facts-mining fashions. Its principal selling factor is that it gives PMML-compliant applications a simple technique to partake information fashions with different PMML-mindful equipment. It’s stewarded by using the statistics Mining neighborhood, an industry consortium that comprises a Who’s Who of data mining and relational database providers, including lots of widely wide-spread faces—reminiscent of IBM Corp., Microsoft Corp., Oracle Corp., SAP AG, SAS Institute Inc., SPSS Inc., and NCR Corp. subsidiary Teradata.
One advantage, proponents say, is that PMML easily brings information mining down from the mountain—i.e., the rarefied realm of the SAS or SPSS guru—and democratizes it. “facts mining can subsist checked out as two fundamental methods. The pile of the model nevertheless must subsist achieved by means of the SAS or SPSS experts, but PMML helps with the deployment, taking that statistics model and executing it,” says Arlene Zaima, advanced analytic program manager with Teradata.
in consequence, Zaima says, users who aren’t close with the intricacies of SAS or SPSS can labor with no calamity with pre-built PMML records models. “The deployment [by users] is done an dreadful lot greater generally—day by day and even as much as the minute—and that’s what PMML addresses: the execution for the mannequin.”
Like yet another lengthy-gestating general, the XML query language (XQuery), PMML has been within the works for some time. however unlike XQuery, PMML has continuously advanced over time, starting with the PMML 1.1 unlock five years in the past. these days, PMML is in version three.0 and groups such as Teradata, IBM, Oracle, and Microsoft present various levels of steer for the technology.
PMML in follow
Dan Friedman, a essential with utility marketing consultancy DHF Consulting, says he’s labored with several application companies which Have included uphold for PMML into their items. The explanations, he says, are many, but a common driver is a need to maneuver the very different necessities of facts-mannequin pile and records-model execution—the selfsame division highlighted through Teradata’s Zaima.
“which you could believe of predictive information as coming in two items—runtime and design time,” he says. “Design time is performed offline, where americans are likely to employ contingent statistical programs enjoy SPSS, SAS, and so forth. this may retract weeks or months to achieve and is completed by totally really expedient analysts.”
The expertise of PMML, says Friedman, is that it will possibly uphold accelerate statistics mannequin runtime execution. “Runtime is the passage you integrate this model into an operational device, enjoy a CRM or monetary system. typically, you set up the model to the run-time and employ it to give a ranking that is then acted upon with industry rules or another company logic. This scoring is achieved in existent time and takes [less than] one 2nd,” he explains.
Friedman, youngsters, facets to noiseless an additional division—between stats geeks and company-domain consultants. PMML can assist bridge this chasm, too. “The issue is, the talents essential to achieve the runtime piece are a expedient deal different than the capabilities to achieve the modeling piece. In practice, the runtime is built via domain specialists that truly subsist awake the company method. They don't seem to subsist leading edge ‘laptop discovering specialists’ or stats jockeys. The stats guys subsist awake of the mathematics, but not the industry manner,” he says. “So, the runtime people would enjoy to (1) employ other businesses’ modeling tools, [and] (2) gain positive they … can leverage the top-quality that the modeling apparatus can provide. because the run-time guys aren't specialists, they seem to sequel in coerce requirements to gain certain they're lined for many of the fashions that americans need to build these days and tomorrow.”
in this admire, says Toby Dunn, a SAS skilled with the department of training in a in demand Southwestern state, PMML may subsist the most pragmatic option for fixing many vexing company problems. Dunn may noiseless know: in a former career, he worked for a corporation that developed a string of statistics fashions for banks and credit card groups. “These fashions covered credit score scoring, salary prediction, and find in touch with-core queuing. The models Have been developed the usage of SAS and deployed in a proprietary Java program at the customer’s web site,” he explains.
One problem with this approach became that the company’s Java application mandatory to subsist in a position to sprint the statistics models developed via Dunn and his colleagues as well as the present and future records models developed with the aid of consumers.
“PMML solved this difficulty,” he says. “PMML changed into used for 2 explanations. First, it became a commonly used and sturdy ordinary tag set, which anyone could lag and witness up on the internet. So regardless of who turned into constructing the model to subsist deployed, any they necessary to achieve became give that mannequin within the particular version of PMML to the customer and that they could at once and simply implement it into the device. Secondly, it will achieve the calculations required in order for the proprietary Java software to achieve its job and document lower back to the consumer.”
PMML and the Primacy of the records Warehouse
Teradata’s Zaima identifies nevertheless a different division (and simmering supply of misunderstanding) in the information-mining area.
“There’s always … a division between the analytic modelers and the SQL jockeys” who manage the facts warehouse, she observes, because of the fairly inelegant passage (from the perspective of analytic modelers, anyway) through which statistics mining is historically achieved.
“The data warehouse has at any times been a crucial Part of analysis, because that’s where the information is sort of reconciled and pulled together,” she notes. in lots of instances, besides the fact that children, information mining isn’t achieved within the records warehouse; as a substitute, information is extracted from the warehouse and loaded into an external repository.
This approach has obvious prices, notwithstanding, when it comes to both performance and timeliness. “These problems can furthermore subsist solved with SQL models, actually, Teradata’s first fashion was to boost SQL models for Teradata Warehouse Miner, however as you comprehend, loads of organizations Have contingent standards around SAS or SPSS,” Zaima says. “They’ve invested so plenty in this competencies, and these analysts aren’t affordable. They need to subsist capable of leverage their investment in application and materials, but they wish to leverage the vigour of in-database [mining].”
PMML permits them to achieve that. “It just eliminates that want of pulling the data out into yet another server, so it reduces the time to market and speeds time to deployment. Now [the analytic modelers] can just say, ‘Take my PMML model and just sprint it in the database.’ There doesn’t ought to subsist any recoding [to SQL].”
standard for Sharing information Mining models Falls Shorthttp://www.esj.com/business_intelligence/article.aspx?EditorialsID=7059
Stephen Swoyer is a Nashville, TN-primarily based freelance journalist who writes about expertise.
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Often used in combination with synthetic intelligence and profound learning, machine learning uses sophisticated statistical modeling. These involved systems may reside in private cloud or public cloud. In any case, the passage of time boosts machine learning: as more data is added to a assignment and analyzed over time, ML produces more accurate the results.
The global machine learning market totaled $1.4 billion in 2017, according to BCC Research. It is estimated to top $8.8 billion by 2022, a jaw-dropping compound annual growth rate (CAGR) of 43.6 percent.
When considering which machine learning vendor to select, weigh these factors:
The machine learning landscape is changing rapidly. Machine learning start-ups are constantly jumping into the space. Established vendors are introducing a variety of offerings that employ machine learning in one contour or another. Sorting through the choices and options can prove confusing. We’ve identified eight top vendors in the machine learning space, based on the features they offer, analyst reviews, customer testimonials and independent research.
Alteryx offers a unified platform that addresses data, analytics and machine learning. The vendor strives to minimize the need for data scientists by creating unique and improved partnerships among IT, analytics experts and lines of industry through a collaborative approach.
The product is available in both a code-free and code-friendly format. It uses a drag-and-drop workflow interface and ties into third party demographic, firmographic and spatial data. The company is rated as a “Leader” on the Gartner Magic Quadrant (MQ). Alteryx is stirring toward powerful automation and rule-based recommendations, Gartner noted.
Alteryx offers integration with numerous major partners, including Tableau, AWS, Teradata, Microsoft, DataRobot, Salesforce, Oracle, Cloudera and Qlik. Machine learning functions feature parallel model analysis with predictive analytics, along with the aptitude to automate workflows and various processes.
Read their in-depth review of AlteryxSee user reviews of AlteryxAWS SageMaker
The fully managed machine learning service allows data scientists and developers to build and train machine learning models and insert them into applications. This makes it practicable to sprint parallel models, conduct springy distributed training, and tackle A-B testing along with other tasks.
SageMaker is a fully managed AWS service that includes an integrated Jupyter authoring notebook instance. This aids in exploration and analysis by offering profound visibility into data sources. SageMaker offers a set of algorithms optimized for the environment and it supports proprietary algorithms and custom training scripts.
Sagemaker furthermore features integration with Docker containers and Apache Spark. Together with AWS, it’s practicable to employ the integrated SageMaker console to launch and scale projects quickly. The platform supports HIPAA and other compliance standards.
Read their in-depth review of SageMakerSee user reviews of SageMakerGoogle Machine Learning Engine
Google Cloud Machine Learning (ML) Engine is a fully managed platform designed for developers and data scientists. The product allows users to construct elevated quality models using multiple machine learning frameworks, including scikit-learn, XGBoost, Keras, and TensorFlow.
The latter is a sophisticated profound learning framework that powers many Google products, from Google Photos to Google Cloud Speech. It allows users to deploy machine learning into production without the need for Docker containers. The highly scalable environment—which accommodates training on managed clusters, delivers a framework for automatically designing and evaluating model architectures. It is designed to accommodate existing workflows, and it scales to maneuver batch prediction and online prediction requirements.
Other key features include: automatic resource provisioning, the employ of portable models, server-side processing and integrated cloud data storage.
Read their in-depth review of Google Machine Learning EngineSee user reviews of Google Machine Learning EngineIBM Watson Studio
IBM was a pioneer in the synthetic intelligence (AI) and machine learning spaces. Today, Forrester ranks the company as a “Leader” among multimodal predictive analytics and machine learning solutions providers.
IBM Watson Studio is designed to accommodate a variety of independent platforms and various types of power users. This includes data engineers, app developers and data scientists. The result is tough collaboration capabilities. Among its top features: a robust architecture, tough algorithms and a powerful aptitude to execute machine learning.
The Watson Studio is Part of an extensive collection of technologies and solutions that are available under the IBM Watson umbrella. It is designed to accommodate IBM’s SPSS modeling workflows but furthermore plug in open source machine learning libraries and notebook-based interfaces. The solution is available in the cloud on or on the desktop. It incorporates visual drag-and-drop tools.
Read their in-depth review of IBM Watson StudioSee user reviews of IBM Watson StudioMicrosoft Azure Machine Learning Studio
Azure Machine Learning Studio has emerged as a leading solution in the managed cloud space. It delivers a visual instrument that aids developers, data scientists and non-data scientists in designing machine learning pipelines and solutions that address a wide variety of tasks. The platform offers a browser-based, visual drag-and-drop authoring environment that requires no coding. Gartner ranks Microsoft a “Visionary” in its MQ. The solution offers a elevated smooth of flexibly, extensibility and openness.
Azure ML Studio furthermore delivers comprehensive capabilities across the replete orbit of descriptive, diagnostic, predictive and prescriptive analytic types. Microsoft is continuing to expand the features and capabilities within Azure Machine Learning. This includes promoting profound learning through the Microsoft Cognitive Toolkit (formerly CNTK) as well as the joint ONNX open touchstone for neural networks. Microsoft furthermore plans to automate a growing number of functions within the Azure Machine Learning platform.
Read their in-depth review of Microsoft Azure Machine Learning StudioSee user reviews of Microsoft Azure Machine Learning StudioRapidMiner
RapidMiner offers data prep, machine learning and model deployment tools that deliver profound insight into data. It delivers a platform that is designed to tackle a variety of substantial data and analytics requirements.
In the machine learning space, the company has established itself as a heavyweight. It delivers a simple-to-use visual environment that incorporates automated model creation along with suggestions, guides and information about what approach might labor best for a given situation. RapidMiner’s features and elevated smooth of flexibility Have established it as a common option among machine learning solutions.
Data scientists and non-data scientists alike can easily inspect and customize projects and build on results. RapidMiner is ranked as a “Leader” in both the Gartner MQ and the Forrester Wave. It is among the highest rated data and machine learning solutions at Gartner Peer Insights.
Read their in-depth review of RapidMinerSee user reviews of RapidMinerSAP Leonardo
Leonardo serves as an umbrella for a variety of SAP data products and services. It incorporates AI and machine learning through a cloud platform. This includes a machine learning foundation that allows developers, data scientists and others to create, sprint and deploy algorithms and machine learning apps.
The technology extracts data from text, images, natural language and other media to generate computer-based predictions. The highly scalable platform includes predefined and pretrained machine learning services, but it furthermore incorporates TensorFlow models. This allows users to adopt a springy framework to training and tuning machine learning. Forrester ranks SAP as a “strong performer” in the overall predictive analytics and machine learning category and cites the breadth and depth of service as a tough point.
However, Gartner rates the company a “Niche Player” in its MQ. It notable that SAP has made considerable strides in the data and machine learning spaces but noiseless lags behind others in terms of features and capabilities.
Read their in-depth review of SAP LeonardoSee user reviews of SAP LeonardoSAS Visual Data Mining and Machine Learning
A pioneer in the data mining and analytics spaces, SAS has established itself as a top option among machine learning vendors. It offers Visual Data Mining and Machine Learning (VDMML), which ranked at the standout “Leader” in the Forrester Wave and as a top “Leader” in the Gartner MQ, though the research solid notes that the overall platform has lost some ground in terms of vision and aptitude to execute.
VDMML connects to numerous other products and data sources. Forrester notable that SAS has emerged as the first truly multimodal PAML solution. It uses a wizard to automatically train a model, transfigure it to code and plug in integrated features for automated machine learning. The unified environment furthermore includes robust visual tools for creating models as well as profound neural networks.
In addition, data scientists can embed snippets of code directly into SAS programs to further enhance capabilities, including machine learning and profound learning output.
Read their in-depth review of SAS Visual Data Mining and Machine LearningSee user reviews of SAS Visual Data Mining and Machine LearningData Science and Machine Learning Vendors at a Glance:
Vendor and features
Google Machine Learning Engine
IBM Watson Studio
Microsoft Azure Machine Learning
SAS Visual Data Mining and Machine Learning
Analytics and ML platform that allows users to build models in a separate workflow
Hosted platform that supports supervised and unsupervised ML and profound learning.
Hosted platform that runs ML training jobs and predictions at scale.
Broad data science focus with cloud and desktop ML platforms.
Automated ML platform running on hosted Azure Cloud.
Highly automated ML platform suited for firms aiming to employ machine learning broadly.
Broad and profound data science and ML platforms.
Multimodal PAML solution with powerful wizards to uphold data mining and ML. tough automation.
Key Features and capabilities
Offers more than 250 code free pre-built tools and supports open source tools and scripting.
Zero-setup integrated Jupyter authoring notebook instance. Access to rich array of open source frameworks and tools.
Automatic resource provisioning and monitoring for CPUs, GPUs and TPUs. tough open source uphold for tools and scripting languages.
Strong visual recognition and natural classification tools. springy approach that incorporates open source tools. Connects to IBM SPSS Modeler.
Strong descriptive, diagnostic, predictive and prescriptive analytics tools and capabilities. tough uphold for open source ML tools and scripting.
Offers more than 1,500 machine learning and data prep functions, and it supports more than 40 files types. Connects to Amazon S3 and Dropbox.
Fully supports a BYOM approach. tough open source integration. Runs in SAP’s HANA public cloud.
Includes best exercise templates and in-memory processing that supports supervised and unsupervised learning.
High ratings for simplicity and usability. Complaints about the lack of robust reporting and visualization features.
High marks for the interface, configurability and usability. However, some allege that the familiarity with AWS is crucial.
High ratings for functionality and integration.
Highly rated for features and capabilities. Some complaints revolving around using notebooks.
High ratings at Gartner Peer Review. Some complaints about support.
Among the highest rated data science and ML solutions. Users represent it as powerful and “revolutionary” though there are complaints about the lack of GPU support.
Customers give SAP elevated marks for usability and performance. Some complain about the lack of visualization tools for external data.
High ratings. Users enjoy the powerful features and capabilities built into the platform, though some remark that there is a substantial learning curve associated with the product.
Pricing and licensing
Tiered system based on products used. Ranges from $5,195 to $33,800 per seat annually.
Complex tiered pricing model based on ML notebook instances and cloud resources consumed.
Based on resources and training hours used. Ranges from 1 cent per hour to $31 per hour for various services.
Tiered model from $99 per month per user to $6,000 per month per user or more at enterprise level.
Tiered pricing based on users and usage. Ranges from near zero to tens of thousands per user annually.
Tiered pricing ranging from $2,500 per user per year to upwards of $10,000 per user per year.
Tiered model based on node hours consumed in the cloud. Billing blocks are pervade in increments of €7.25.
December 3 2007
SPSS has announced an agreement with recently acquired industry intelligence (BI) solutions industry Objects, which will present customers the employ of SPSS predictive analytics data mining technology as Part of its BusinessObjects XI platform.
The partners allege the deal will enable customers to gain 'more informed decisions that can befriend generate revenue, control expenses, and mitigate risk'. Patrick McCue, SPSS' VP of Global Alliances, says the partnership is 'truly a market-shaping agreement, validating the increased interest - enterprise-wide - in the value of predictive analytics technology.'
Chicago-based SPSS explains predictive analytics as 'technology which helps individuals explore past and present industry scenarios, as well as uncover trends and identify outliers, to project future outcomes'.
Business Objects, whose stock is traded on both the Nasdaq and Euronext Paris stock exchanges, has dual headquarters in San Jose, California, and Paris, France. The company was bought by industry software giant SAP less than two months ago (www.mrweb.com/drno/news7413.htm ) and has since seen its major emulate Cognos snapped up by IBM (www.mrweb.com/drno/news7571.htm ).
Web sites are at www.businessobjects.com and www.spss.com.
All articles 2006-18 written and edited by Mel Crowther and/or Nick Thomas.
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