NetView 360 Product Description

Save this PDF as:
 WORD  PNG  TXT  JPG

Size: px
Start display at page:

Download "NetView 360 Product Description"

Transcription

1 NetView 360 Product Description Heterogeneous network (HetNet) planning is a specialized process that should not be thought of as adaptation of the traditional macro cell planning process. The new approach must accurately identify issues in existing macro cell networks and seamlessly predict how problem areas can be resolved by deploying new components such as indoor small cells, outdoor pico cells and Wi-Fi access points. Vedicsoft in partnership with ClearSky Technologies supports and markets ClearSky s NetView 360 solution. NetView360 is a new generation, proprietary software tool and planning service that combines big data sources for advanced traffic analytics, high-resolution propagation modeling and business case analysis to deliver a HetNet design with unprecedented detail and accuracy. NetView 360 is a unique, scalable service that can be used to cost-effectively plan entire cities at ultra-high resolution within weeks. Industry experience has revealed that small cells are critical to solving complex network capacity and coverage issues, yet the challenge lies in designing an optimal plan for peak performance. Today s HetNets are a combination of macro cells, indoor small cells, outdoor small cells, and potentially, Wi-Fi access points. A complete solution may require hundreds, if not thousands, of small cells, and the successful design must be completed quickly and cost-effectively while addressing issues related to precision, granularity, and resolution. Plus, operators must be able to model and design all solutions on a single platform that can accurately assess the impact on the entire HetNet. Many operators today still rely on RF design technology that uses low-resolution inputs and assumptions. While this approach has worked well for macro cell network design, it is not applicable to small cell planning. Incorporating small cells into a macro network requires careful attention to a variety of challenges, including building size and construction, interference, backhaul options, and unprecedented mapping precision. Achieving the objectives is highly unlikely if these factors are not considered. So how does NetView 360 work, and what differentiates it from traditional design tools? First, in addition to using operator network data to identify optimal locations for small cells, NetView 360 incorporates big data sources and advanced analytical engines, plus actual smart phone use, to generate indoor and outdoor traffic maps with 4-meter resolution. The NetView 360 platform accomplishes this without placing any actual equipment within an operator s network. The result includes not only data demand, but also other crucial information such as user locations, user density, and even the type of device used. 1

2 After examining traffic in the network, NetView 360 analyzes existing network parameters such as coverage, capacity, and quality of service. After characterizing the baseline network, NetView 360 analyzes all available options and recommends the best solution, whether it is indoor small cells, outdoor small cells, Wi-Fi, or a combination thereof. NetView 360 then evaluates all possible backhaul and real estate attachment locations. Using a powerful proprietary combinatorial analysis, NetView 360 determines which backhaul and attachment points (or street furniture) will provide the best time-to-market, performance, and total cost of ownership. In addition, the platform can be programmed to include custom attributes such as cost/time to install fiber, zoning, permitting, installation and deployment. The output is a comprehensive technical and business analysis for each attachment point that outlines the tradeoffs between the different options. Traditional macro planning includes a significant leeway for error that is typically resolved after the fact through drive-testing and optimization. With small cells, there is really no opportunity for optimization either the small cells meet the coverage or capacity objective, or they don t. Therefore, the reliance on radio planning for small cells is much more critical than with traditional macro planning. Once the backhaul solution is complete, NetView 360 performs detailed RF design and planning, and analyzes the impact of the proposed deployments. In order to perform very precise indoor and outdoor modeling, NetView 360 uses a proprietary GIS database and propagation model engineered to address specific issues that are unique to HetNet design. Typically, high-resolution datasets such as 3D building models and 5-meter RF modeling clutter/land use sets are purchased from third-party GIS vendors. NetView 360 does away with the high cost and delay of acquiring these sets by internally generating a full 1-meter 3D building model and a sub meter (0.3m) clutter dataset. The creation of these datasets is accomplished in coordination with the proprietary NetView 360 indoor/outdoor 1-meter propagation model. This critical step ensures that the resulting RF propagation analysis is extremely accurate and capable of modeling not only macro cells, but also indoor and outdoor small cells, on the same platform. The NetView 360 design process does not require additional external tools such as specific indoor only or outdoor only components. Not only does NetView 360 create the propagation analysis, but it also performs detailed capacity offload/onload simulations to quantify the small cell impact. In addition, the platform creates a detailed indoor assessment and analysis to determine the radio conditions and traffic demand in every building within the design footprint. Finally, NetView 360 ties everything together with a business and tradeoff analysis. The tradeoff analysis quantifies any attribute of a potential solution (e.g., coverage, capacity, time to market, capital 2

3 expenditure, or operational costs), and shows advantages and disadvantages of one potential solution compared with another. This arms operators with the information they need to make informed decisions about which option will best fulfill their objectives. In conclusion, NetView 360 is the first platform developed exclusively to design and plan a true heterogeneous network. Its revolutionary design is characterized by a unique combination of technical and business analytics, imbedded data tools, advanced RF modeling and intelligent algorithms. The platform provides a quick, cost-effective way to design and organize entire networks with extreme accuracy and scalability, enabling operators to fully realize the promise of small cells. 3

4 Vedicsoft, in partnership with Ensatus, offers Insta PAT solution to maximize revenue for Wireless Operators (Telco) 1

5 Big Data Solution Framework Solution offered by Vedicsoft Zinnia Systems partnership Big data sources Conventionally, data set which cannot be conveniently handled using RDBMS software are thought of Big Data. Big data arises obviously from transaction based systems like e- commerce operations, social networks, telephone calls, news item storing systems, gaming sites etc. Big data also arises where reference data are searched but reference data itself is very big. As for example, public photo storage sites search over very large data. Big data is also encountered simply where services are provided to millions of users like Skype etc. Since, every data bit gleaned from web / transaction has become valuable as it means something based on context and data usage is set to explode exponentially, it seems that even mid-size companies will be grappling with big data in near future. 1. Risk of changes in critical systems and associated cost 2. Lack of availability of in-house resources on big data 3. Change over from RDBMS to big data infrastructure is not simple and mechanical 4. Faith on big data infrastructure since benchmarks have just started coming Big data adoption speed Big data adoption speed is very encouraging. Though it has not become main stream, IT teams in banks, telecom operators, e- commerce operators, social networks have started working with big data for their non-critical systems. As for example, customer experience solution vendors for telecom operators have started coming out with products based on big data. Gaming & search companies are already using these for long time. Enterprise customers in BFSI, manufacturing, travel etc. are still at experimentation stage. Big data adoption challenges It is noticed that, with some inconvenience, big data can still be handled by having multiple instances of RDBMS. However, as we know, these increases cost and typically thought of as a temporary solution until big data methods get mature. As for example, billions of telephone records (per day) are still maintained in RDBMS. Typically, big data implementation impediments are as follows: Our big data offerings Our big data offerings are three-fold: 1. Big data infrastructure products 2. Big data solutions 3. Big data training In addition, we are traditionally strong in integration with social network data. Infrastructure products are part of an integrated suite, named Nectar, to cover big data processing requirements endto-end. Products automate data collection, storage, 1

6 Big Data Solution Framework Solution offered by Vedicsoft Zinnia Systems partnership treatment, aggregation and analytics for insight extraction. Nectar also includes a visualization product to enable interactive analysis and drill- down on big data in real-time. A brief of Nectar components are provided below for reference. Data Stream Orchestrator (DSO) is an aggregation of software components to collect, validate, transform, enrich, and store information from multiple sources in real-time. Through a designer based UI framework, it drives data preparation and ensures that required information elements are made available in time and in appropriate format. Hadoop Query Planner (HQP) provides a web based software environment where queries and scripts can easily be created and maintained. It encapsulates query execution complexities within itself and simply provides an intuitive UI based environment much like the tools common RDBMS provides, including Hive query creation and scheduling, Pig script creation and scheduling, and Job status tracking. Holistic Predictive Modeler (HPM) provides an environment for performing data treatment, modelling, training, validation & scoring to solve advanced algorithm based forecasting & classification problems. HPM supports many off- the-shelf machine learning algorithms including Clustering: K-means; classification: Logistic Regression, Naive Bayes; Forecasting: Multiple Linear Regression; Dimensionality Reduction: Principal Component Analysis; Recommendation: Collaborative Filtering. Business Operations Center (BOC) is an interactive analysis and dashboard generation tool. It provides many statistical visualizations off-the-shelf including Andrews curve, parallel co-ordinates plot, histograms, tree map, hi-lo plot etc. Big data solutions typically use any or all of the infrastructure products to solve customer specific problems with specific UI flow. Solutions provide additional visualizations, adaptations to the generic algorithms, integration with customer specific data sources and work flows suited to the problem at hand. In essence, solution offering is suitable for you if you want a business problem to be solved end-to-end while leaving modeling, integration and UI flow to us. End result is a complete solution. List below provides some of the areas where we have worked with customers to provide end-toend solution. 1. Telecom a. Call centre data analysis for FCR, abandon call analysis, average talk time etc. for telecom operators b. CDR analysis for an internet data compression service provider 2. Retail a. Customer segmentation for retail b. Customer selection for catalog delivery for retail c. Product recommendation for retail 3. Bank a. Customer perception analysis using text mining for banks b. Property price prediction for banks 4. Social a. Twitter feed analysis for sentiment extraction b. LinkedIn data integration for a data mining vendor 5. Miscellaneous a. Movie recommendation for DVD rental companies b. Topic search across past Journals for news aggregation companies c. Geo-location analysis for a cab service provider 2

7 Big Data Solution Framework Solution offered by Vedicsoft Zinnia Systems partnership Training is meant to equip your team with knowledge about tools used in big data handling, development of parallelized algorithms, distributed storage handling, cluster creation and maintenance, performance of queries on big data etc. Depending on your need you can opt for trainings as mentioned below. We are one of the very early adopters of big data and hence come with very strong back ground on big data knowledge base, especially implementation of machine learning algorithms on big data. Teams in majority of the software services companies in India are trained by us. 1. Big data overview 1 day 2. Hadoop or Spark developer training 3 days 3. Advanced Hadoop or Spark developer training 5 days 4. Advanced training on statistical methods using big data 5 days Trainings are class room based and majorly hands-on. 3

8 Big Data Solution Framework Solution offered by Vedicsoft Zinnia Systems partnership Advantages of Nectar based solution Nectar provides a simple to use and technologically sophisticated environment to enable your business analysts to model machine learning problems and brings following business benefits: Lowest total cost of ownership compared to traditional offerings from data mining vendors Statistical and mathematical details are encapsulated within the tool itself. Allows business analysts with very little analytics background to model required business problems and receive domain specific recommendations. Once made, models can be reused for different problems and with different dataset Allows analysts to choose from among a number of prediction algorithms based on model fit statistics Data treatment rules are user configurable and can be switched on/off depending on requirements in hand Solution backed up by knowledgeable team at every step of engagement with you Intelligent enough to adopt memory based processing or distributed storage based processing depending upon the dataset volume. Uses distributed computing and distributed storage based on Hadoop and Spark ecosystem for massive scalability and simple growth. To increase capacity, you need to add only additional commodity grade computers. 4

Advanced Big Data Analytics with R and Hadoop

Advanced Big Data Analytics with R and Hadoop REVOLUTION ANALYTICS WHITE PAPER Advanced Big Data Analytics with R and Hadoop 'Big Data' Analytics as a Competitive Advantage Big Analytics delivers competitive advantage in two ways compared to the traditional

More information

ANALYTICS CENTER LEARNING PROGRAM

ANALYTICS CENTER LEARNING PROGRAM Overview of Curriculum ANALYTICS CENTER LEARNING PROGRAM The following courses are offered by Analytics Center as part of its learning program: Course Duration Prerequisites 1- Math and Theory 101 - Fundamentals

More information

SAP Solution Brief SAP HANA. Transform Your Future with Better Business Insight Using Predictive Analytics

SAP Solution Brief SAP HANA. Transform Your Future with Better Business Insight Using Predictive Analytics SAP Brief SAP HANA Objectives Transform Your Future with Better Business Insight Using Predictive Analytics Dealing with the new reality Dealing with the new reality Organizations like yours can identify

More information

Name: Srinivasan Govindaraj Title: Big Data Predictive Analytics

Name: Srinivasan Govindaraj Title: Big Data Predictive Analytics Name: Srinivasan Govindaraj Title: Big Data Predictive Analytics Please note the following IBM s statements regarding its plans, directions, and intent are subject to change or withdrawal without notice

More information

Hadoop Beyond Hype: Complex Adaptive Systems Conference Nov 16, 2012. Viswa Sharma Solutions Architect Tata Consultancy Services

Hadoop Beyond Hype: Complex Adaptive Systems Conference Nov 16, 2012. Viswa Sharma Solutions Architect Tata Consultancy Services Hadoop Beyond Hype: Complex Adaptive Systems Conference Nov 16, 2012 Viswa Sharma Solutions Architect Tata Consultancy Services 1 Agenda What is Hadoop Why Hadoop? The Net Generation is here Sizing the

More information

Data Analytics. SPAN White Paper. Turning information into insights

Data Analytics. SPAN White Paper. Turning information into insights SPAN White Paper Analytics Turning information into insights In today s business scenario, is defining a whole lot of organizational operations; it is not only a tool to assist a business strategy, but

More information

Hadoop for Enterprises:

Hadoop for Enterprises: Hadoop for Enterprises: Overcoming the Major Challenges Introduction to Big Data Big Data are information assets that are high volume, velocity, and variety. Big Data demands cost-effective, innovative

More information

III Big Data Technologies

III Big Data Technologies III Big Data Technologies Today, new technologies make it possible to realize value from Big Data. Big data technologies can replace highly customized, expensive legacy systems with a standard solution

More information

Maximierung des Geschäftserfolgs durch SAP Predictive Analytics. Andreas Forster, May 2014

Maximierung des Geschäftserfolgs durch SAP Predictive Analytics. Andreas Forster, May 2014 Maximierung des Geschäftserfolgs durch SAP Predictive Analytics Andreas Forster, May 2014 Legal Disclaimer The information in this presentation is confidential and proprietary to SAP and may not be disclosed

More information

W H I T E P A P E R. Deriving Intelligence from Large Data Using Hadoop and Applying Analytics. Abstract

W H I T E P A P E R. Deriving Intelligence from Large Data Using Hadoop and Applying Analytics. Abstract W H I T E P A P E R Deriving Intelligence from Large Data Using Hadoop and Applying Analytics Abstract This white paper is focused on discussing the challenges facing large scale data processing and the

More information

WROX Certified Big Data Analyst Program by AnalytixLabs and Wiley

WROX Certified Big Data Analyst Program by AnalytixLabs and Wiley WROX Certified Big Data Analyst Program by AnalytixLabs and Wiley Disclaimer: This material is protected under copyright act AnalytixLabs, 2011. Unauthorized use and/ or duplication of this material or

More information

Business Intelligence and Big Data Analytics: Speeding the Cycle from Insights to Action Four Steps to More Profitable Customer Engagement

Business Intelligence and Big Data Analytics: Speeding the Cycle from Insights to Action Four Steps to More Profitable Customer Engagement white paper Business Intelligence and Big Data Analytics: Speeding the Cycle from Insights to Action Four Steps to More Profitable Customer Engagement»» Summary For business intelligence analysts the era

More information

Rethinking the Small Cell Business Model

Rethinking the Small Cell Business Model CASE STUDY Intelligent Small Cell Trial Intel Architecture Rethinking the Small Cell Business Model In 2011 mobile data traffic experienced a 2.3 fold increase, reaching over 597 petabytes per month. 1

More information

Business Analytics. Gaining the Advantage

Business Analytics. Gaining the Advantage Business Analytics Gaining the Advantage Clients Collective Intelligence is one of 100 partners Nationally Surfacing Previously Siloed Data Allow Users Direct Access to Data Streamline Business Practices

More information

Machina Research Viewpoint. The critical role of connectivity platforms in M2M and IoT application enablement

Machina Research Viewpoint. The critical role of connectivity platforms in M2M and IoT application enablement Machina Research Viewpoint The critical role of connectivity platforms in M2M and IoT application enablement June 2014 Connected devices (billion) 2 Introduction The growth of connected devices in M2M

More information

Databricks. A Primer

Databricks. A Primer Databricks A Primer Who is Databricks? Databricks vision is to empower anyone to easily build and deploy advanced analytics solutions. The company was founded by the team who created Apache Spark, a powerful

More information

Databricks. A Primer

Databricks. A Primer Databricks A Primer Who is Databricks? Databricks was founded by the team behind Apache Spark, the most active open source project in the big data ecosystem today. Our mission at Databricks is to dramatically

More information

Is backhaul the weak link in your LTE network? Network assurance strategies for LTE backhaul infrastructure

Is backhaul the weak link in your LTE network? Network assurance strategies for LTE backhaul infrastructure Is backhaul the weak link in your LTE network? Network assurance strategies for LTE backhaul infrastructure The LTE backhaul challenge Communication Service Providers (CSPs) are adopting LTE in rapid succession.

More information

Using Tableau Software with Hortonworks Data Platform

Using Tableau Software with Hortonworks Data Platform Using Tableau Software with Hortonworks Data Platform September 2013 2013 Hortonworks Inc. http:// Modern businesses need to manage vast amounts of data, and in many cases they have accumulated this data

More information

Navigating Big Data business analytics

Navigating Big Data business analytics mwd a d v i s o r s Navigating Big Data business analytics Helena Schwenk A special report prepared for Actuate May 2013 This report is the third in a series and focuses principally on explaining what

More information

Next-Generation Predictive Analytics. Research Report Executive Summary. Using Forward-Looking Insights to Gain Competitive Advantage.

Next-Generation Predictive Analytics. Research Report Executive Summary. Using Forward-Looking Insights to Gain Competitive Advantage. Next-Generation Predictive Analytics Using Forward-Looking Insights to Gain Competitive Advantage Research Report Executive Summary Sponsored by Copyright Ventana Research 2013 Do Not Redistribute Without

More information

App coverage. ericsson White paper Uen 284 23-3212 Rev B August 2015

App coverage. ericsson White paper Uen 284 23-3212 Rev B August 2015 ericsson White paper Uen 284 23-3212 Rev B August 2015 App coverage effectively relating network performance to user experience Mobile broadband networks, smart devices and apps bring significant benefits

More information

WHITE PAPER ON. Operational Analytics. HTC Global Services Inc. Do not copy or distribute. www.htcinc.com

WHITE PAPER ON. Operational Analytics. HTC Global Services Inc. Do not copy or distribute. www.htcinc.com WHITE PAPER ON Operational Analytics www.htcinc.com Contents Introduction... 2 Industry 4.0 Standard... 3 Data Streams... 3 Big Data Age... 4 Analytics... 5 Operational Analytics... 6 IT Operations Analytics...

More information

Smart Ingest Solution for Telecommunications

Smart Ingest Solution for Telecommunications Smart Ingest Solution for Telecommunications White Paper Author: Ben Woo Neuralytix, Inc. Doc#: 194292 Published: 2/24/2014 Last Update: 2014 Neuralytix, Inc. and/or its affiliates. All rights reserved

More information

Model, Analyze and Optimize the Supply Chain

Model, Analyze and Optimize the Supply Chain Model, Analyze and Optimize the Supply Chain Optimize networks Improve product flow Right-size inventory Simulate service Balance production Optimize routes The Leading Supply Chain Design and Analysis

More information

Continuous Research Service. NFV for Carrier WiFi Brings in a Managed WiFi Service Revolution May 19, 2014

Continuous Research Service. NFV for Carrier WiFi Brings in a Managed WiFi Service Revolution May 19, 2014 Continuous Research Service NFV for Carrier WiFi Brings in a Managed WiFi Service Revolution May 19, 2014 The concept of virtualizing network services decouples applications from the underlying network

More information

5 Keys to Unlocking the Big Data Analytics Puzzle. Anurag Tandon Director, Product Marketing March 26, 2014

5 Keys to Unlocking the Big Data Analytics Puzzle. Anurag Tandon Director, Product Marketing March 26, 2014 5 Keys to Unlocking the Big Data Analytics Puzzle Anurag Tandon Director, Product Marketing March 26, 2014 1 A Little About Us A global footprint. A proven innovator. A leader in enterprise analytics for

More information

Using reporting and data mining techniques to improve knowledge of subscribers; applications to customer profiling and fraud management

Using reporting and data mining techniques to improve knowledge of subscribers; applications to customer profiling and fraud management Using reporting and data mining techniques to improve knowledge of subscribers; applications to customer profiling and fraud management Paper Jean-Louis Amat Abstract One of the main issues of operators

More information

Why Big Data in the Cloud?

Why Big Data in the Cloud? Have 40 Why Big Data in the Cloud? Colin White, BI Research January 2014 Sponsored by Treasure Data TABLE OF CONTENTS Introduction The Importance of Big Data The Role of Cloud Computing Using Big Data

More information

Advanced Analytics. The Way Forward for Businesses. Dr. Sujatha R Upadhyaya

Advanced Analytics. The Way Forward for Businesses. Dr. Sujatha R Upadhyaya Advanced Analytics The Way Forward for Businesses Dr. Sujatha R Upadhyaya Nov 2009 Advanced Analytics Adding Value to Every Business In this tough and competitive market, businesses are fighting to gain

More information

HetNet Ecosystem. Justin Paul. June 2015

HetNet Ecosystem. Justin Paul. June 2015 HetNet Ecosystem Justin Paul June 2015 The Good News Consumers understand the HetNet model 90% 87% 87% 86% 95% 80% 76% 61% 59% 66% My mobile internet plan Wi-Fi in public places 52% 39% 41% 48% 34% 10%

More information

Digging for Gold: Business Usage for Data Mining Kim Foster, CoreTech Consulting Group, Inc., King of Prussia, PA

Digging for Gold: Business Usage for Data Mining Kim Foster, CoreTech Consulting Group, Inc., King of Prussia, PA Digging for Gold: Business Usage for Data Mining Kim Foster, CoreTech Consulting Group, Inc., King of Prussia, PA ABSTRACT Current trends in data mining allow the business community to take advantage of

More information

Consulting and Systems Integration (1) Networks & Cloud Integration Engineer

Consulting and Systems Integration (1) Networks & Cloud Integration Engineer Ericsson is a world-leading provider of telecommunications equipment & services to mobile & fixed network operators. Over 1,000 networks in more than 180 countries use Ericsson equipment, & more than 40

More information

The Big Data Revolution: welcome to the Cognitive Era.

The Big Data Revolution: welcome to the Cognitive Era. The Big Data Revolution: welcome to the Cognitive Era. Yves Eychenne, Cloud Advisor, IBM Email: yves.eychenne@fr.ibm.com @yeychenne 2015 INTERNATIONAL BUSINESS MACHINES CORPORATION Agenda Big Data and

More information

REAL-TIME OPERATIONAL INTELLIGENCE. Competitive advantage from unstructured, high-velocity log and machine Big Data

REAL-TIME OPERATIONAL INTELLIGENCE. Competitive advantage from unstructured, high-velocity log and machine Big Data REAL-TIME OPERATIONAL INTELLIGENCE Competitive advantage from unstructured, high-velocity log and machine Big Data 2 SQLstream: Our s-streaming products unlock the value of high-velocity unstructured log

More information

FutureWorks Nokia technology vision 2020: personalize the network experience. Executive Summary. Nokia Networks

FutureWorks Nokia technology vision 2020: personalize the network experience. Executive Summary. Nokia Networks Nokia Networks FutureWorks Nokia technology vision 2020: personalize the network experience Executive Summary White paper - Nokia Technology Vision 2020: Personalize the Network Experience CONTENTS Aligning

More information

The Purview Solution Integration With Splunk

The Purview Solution Integration With Splunk The Purview Solution Integration With Splunk Integrating Application Management and Business Analytics With Other IT Management Systems A SOLUTION WHITE PAPER WHITE PAPER Introduction Purview Integration

More information

EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS

EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS Marcia Kaufman, Principal Analyst, Hurwitz & Associates Dan Kirsch, Senior Analyst, Hurwitz & Associates Steve Stover, Sr. Director, Product Management, Predixion

More information

Bruhati Technologies. About us. ISO 9001:2008 certified. Technology fit for Business

Bruhati Technologies. About us. ISO 9001:2008 certified. Technology fit for Business Bruhati Technologies ISO 9001:2008 certified Technology fit for Business About us 1 Strong, agile and adaptive Leadership Geared up technologies for and fast moving long lasting With sound understanding

More information

Business aware traffic steering

Business aware traffic steering Nokia Networks Business aware traffic steering Nokia Networks white paper Business aware traffic steering Contents 1. Executive Summary 3 2. Static load or QoS-based traffic steering alone is no longer

More information

Everything you need to know about flash storage performance

Everything you need to know about flash storage performance Everything you need to know about flash storage performance The unique characteristics of flash make performance validation testing immensely challenging and critically important; follow these best practices

More information

Testing Big data is one of the biggest

Testing Big data is one of the biggest Infosys Labs Briefings VOL 11 NO 1 2013 Big Data: Testing Approach to Overcome Quality Challenges By Mahesh Gudipati, Shanthi Rao, Naju D. Mohan and Naveen Kumar Gajja Validate data quality by employing

More information

small cells portfolio: integrating macro with small cells for best coverage and capacity

small cells portfolio: integrating macro with small cells for best coverage and capacity small cells portfolio: integrating macro with small cells for best coverage and capacity Nokia Solutions and Networks is extending its small cells offering to bring operators maximum benefit from combining

More information

LIGHTHOUSE. Case Study: Impact Telecom Early Warning System

LIGHTHOUSE. Case Study: Impact Telecom Early Warning System LIGHTHOUSE Case Study: Impact Telecom Early Warning System About Impact Telecom Impact Telecom is a leader in the telecommunications market, with a complex network that encompasses nationwide IP, interconnection

More information

Business Intelligence Solutions for Gaming and Hospitality

Business Intelligence Solutions for Gaming and Hospitality Business Intelligence Solutions for Gaming and Hospitality Prepared by: Mario Perkins Qualex Consulting Services, Inc. Suzanne Fiero SAS Objective Summary 2 Objective Summary The rise in popularity and

More information

PDF PREVIEW EMERGING TECHNOLOGIES. Applying Technologies for Social Media Data Analysis

PDF PREVIEW EMERGING TECHNOLOGIES. Applying Technologies for Social Media Data Analysis VOLUME 34 BEST PRACTICES IN BUSINESS INTELLIGENCE AND DATA WAREHOUSING FROM LEADING SOLUTION PROVIDERS AND EXPERTS PDF PREVIEW IN EMERGING TECHNOLOGIES POWERFUL CASE STUDIES AND LESSONS LEARNED FOCUSING

More information

Are You Ready for Big Data?

Are You Ready for Big Data? Are You Ready for Big Data? Jim Gallo National Director, Business Analytics February 11, 2013 Agenda What is Big Data? How do you leverage Big Data in your company? How do you prepare for a Big Data initiative?

More information

Danny Wang, Ph.D. Vice President of Business Strategy and Risk Management Republic Bank

Danny Wang, Ph.D. Vice President of Business Strategy and Risk Management Republic Bank Danny Wang, Ph.D. Vice President of Business Strategy and Risk Management Republic Bank Agenda» Overview» What is Big Data?» Accelerates advances in computer & technologies» Revolutionizes data measurement»

More information

The Future of Data Management

The Future of Data Management The Future of Data Management with Hadoop and the Enterprise Data Hub Amr Awadallah (@awadallah) Cofounder and CTO Cloudera Snapshot Founded 2008, by former employees of Employees Today ~ 800 World Class

More information

Analytics: The real-world use of big data

Analytics: The real-world use of big data Findings from the research collaboration of IBM Institute for Business Value and Saïd Business School, University of Oxford Analytics: The real-world use of big data How innovative enterprises extract

More information

Big Data 101: Harvest Real Value & Avoid Hollow Hype

Big Data 101: Harvest Real Value & Avoid Hollow Hype Big Data 101: Harvest Real Value & Avoid Hollow Hype 2 Executive Summary Odds are you are hearing the growing hype around the potential for big data to revolutionize our ability to assimilate and act on

More information

Big Workflow: More than Just Intelligent Workload Management for Big Data

Big Workflow: More than Just Intelligent Workload Management for Big Data Big Workflow: More than Just Intelligent Workload Management for Big Data Michael Feldman White Paper February 2014 EXECUTIVE SUMMARY Big data applications represent a fast-growing category of high-value

More information

HOW TO MAKE SENSE OF BIG DATA TO BETTER DRIVE BUSINESS PROCESSES, IMPROVE DECISION-MAKING, AND SUCCESSFULLY COMPETE IN TODAY S MARKETS.

HOW TO MAKE SENSE OF BIG DATA TO BETTER DRIVE BUSINESS PROCESSES, IMPROVE DECISION-MAKING, AND SUCCESSFULLY COMPETE IN TODAY S MARKETS. HOW TO MAKE SENSE OF BIG DATA TO BETTER DRIVE BUSINESS PROCESSES, IMPROVE DECISION-MAKING, AND SUCCESSFULLY COMPETE IN TODAY S MARKETS. ALTILIA turns Big Data into Smart Data and enables businesses to

More information

Research trends relevant to data warehousing and OLAP include [Cuzzocrea et al.]: Combining the benefits of RDBMS and NoSQL database systems

Research trends relevant to data warehousing and OLAP include [Cuzzocrea et al.]: Combining the benefits of RDBMS and NoSQL database systems DATA WAREHOUSING RESEARCH TRENDS Research trends relevant to data warehousing and OLAP include [Cuzzocrea et al.]: Data source heterogeneity and incongruence Filtering out uncorrelated data Strongly unstructured

More information

Predictive Analytics: Too Important to Ignore The six secrets to success with predictive analytics

Predictive Analytics: Too Important to Ignore The six secrets to success with predictive analytics Predictive Analytics: Too Important to Ignore The six secrets to success with predictive analytics Webinar December 18, 2013 Sponsored by: Tony Cosentino VP & Research Director, Business Analytics Ventana

More information

Big Data. Fast Forward. Putting data to productive use

Big Data. Fast Forward. Putting data to productive use Big Data Putting data to productive use Fast Forward What is big data, and why should you care? Get familiar with big data terminology, technologies, and techniques. Getting started with big data to realize

More information

Sentiment Analysis on Big Data

Sentiment Analysis on Big Data SPAN White Paper!? Sentiment Analysis on Big Data Machine Learning Approach Several sources on the web provide deep insight about people s opinions on the products and services of various companies. Social

More information

Object Storage: A Growing Opportunity for Service Providers. White Paper. Prepared for: 2012 Neovise, LLC. All Rights Reserved.

Object Storage: A Growing Opportunity for Service Providers. White Paper. Prepared for: 2012 Neovise, LLC. All Rights Reserved. Object Storage: A Growing Opportunity for Service Providers Prepared for: White Paper 2012 Neovise, LLC. All Rights Reserved. Introduction For service providers, the rise of cloud computing is both a threat

More information

Connected Product Maturity Model

Connected Product Maturity Model White Paper Connected Product Maturity Model Achieve Innovation with Connected Capabilities What is M2M-ize? To M2Mize means to optimize business processes using machine data often accomplished by feeding

More information

Using the HP Vertica Analytics Platform to Manage Massive Volumes of Smart Meter Data

Using the HP Vertica Analytics Platform to Manage Massive Volumes of Smart Meter Data Technical white paper Using the HP Vertica Analytics Platform to Manage Massive Volumes of Smart Meter Data The Internet of Things is expected to connect billions of sensors that continuously gather data

More information

High-Performance Business Analytics: SAS and IBM Netezza Data Warehouse Appliances

High-Performance Business Analytics: SAS and IBM Netezza Data Warehouse Appliances High-Performance Business Analytics: SAS and IBM Netezza Data Warehouse Appliances Highlights IBM Netezza and SAS together provide appliances and analytic software solutions that help organizations improve

More information

Big Data Analytics. 10 Best Practice Recommendations. Assessing the Revolution in Big Data and Business Analytics. Sponsored by

Big Data Analytics. 10 Best Practice Recommendations. Assessing the Revolution in Big Data and Business Analytics. Sponsored by Big Data Analytics Assessing the Revolution in Big Data and Business Analytics 10 Best Practice Recommendations Sponsored by Copyright Ventana Research 2013 Do Not Redistribute Without Permission February

More information

ByteMobile Insight. Subscriber-Centric Analytics for Mobile Operators

ByteMobile Insight. Subscriber-Centric Analytics for Mobile Operators Subscriber-Centric Analytics for Mobile Operators ByteMobile Insight is a subscriber-centric analytics platform that provides mobile network operators with a comprehensive understanding of mobile data

More information

Optimized Hadoop for Enterprise

Optimized Hadoop for Enterprise Optimized Hadoop for Enterprise Smart Big data Platform provides Reliability, Security, and Ease of Use + Big Data, Valuable Resource for Forecasting the Future of Businesses + Offers integrated and end-to-end

More information

Managing Big Data with Hadoop & Vertica. A look at integration between the Cloudera distribution for Hadoop and the Vertica Analytic Database

Managing Big Data with Hadoop & Vertica. A look at integration between the Cloudera distribution for Hadoop and the Vertica Analytic Database Managing Big Data with Hadoop & Vertica A look at integration between the Cloudera distribution for Hadoop and the Vertica Analytic Database Copyright Vertica Systems, Inc. October 2009 Cloudera and Vertica

More information

The Big Data Paradigm Shift. Insight Through Automation

The Big Data Paradigm Shift. Insight Through Automation The Big Data Paradigm Shift Insight Through Automation Agenda The Problem Emcien s Solution: Algorithms solve data related business problems How Does the Technology Work? Case Studies 2013 Emcien, Inc.

More information

Big Data and Healthcare Payers WHITE PAPER

Big Data and Healthcare Payers WHITE PAPER Knowledgent White Paper Series Big Data and Healthcare Payers WHITE PAPER Summary With the implementation of the Affordable Care Act, the transition to a more member-centric relationship model, and other

More information

VIEWPOINT. High Performance Analytics. Industry Context and Trends

VIEWPOINT. High Performance Analytics. Industry Context and Trends VIEWPOINT High Performance Analytics Industry Context and Trends In the digital age of social media and connected devices, enterprises have a plethora of data that they can mine, to discover hidden correlations

More information

Chapter 6. The stacking ensemble approach

Chapter 6. The stacking ensemble approach 82 This chapter proposes the stacking ensemble approach for combining different data mining classifiers to get better performance. Other combination techniques like voting, bagging etc are also described

More information

PARC and SAP Co-innovation: High-performance Graph Analytics for Big Data Powered by SAP HANA

PARC and SAP Co-innovation: High-performance Graph Analytics for Big Data Powered by SAP HANA PARC and SAP Co-innovation: High-performance Graph Analytics for Big Data Powered by SAP HANA Harnessing the combined power of SAP HANA and PARC s HiperGraph graph analytics technology for real-time insights

More information

IBM Cognos TM1. Enterprise planning, budgeting and analysis. Highlights. IBM Software Data Sheet

IBM Cognos TM1. Enterprise planning, budgeting and analysis. Highlights. IBM Software Data Sheet IBM Software IBM Cognos TM1 Enterprise planning, budgeting and analysis Highlights Reduces planning cycles by as much as 75% and reporting from days to minutes Owned and managed by Finance and lines of

More information

Capitalize on Big Data for Competitive Advantage with Bedrock TM, an integrated Management Platform for Hadoop Data Lakes

Capitalize on Big Data for Competitive Advantage with Bedrock TM, an integrated Management Platform for Hadoop Data Lakes Capitalize on Big Data for Competitive Advantage with Bedrock TM, an integrated Management Platform for Hadoop Data Lakes Highly competitive enterprises are increasingly finding ways to maximize and accelerate

More information

Turning Big Data into Big Insights

Turning Big Data into Big Insights mwd a d v i s o r s Turning Big Data into Big Insights Helena Schwenk A special report prepared for Actuate May 2013 This report is the fourth in a series and focuses principally on explaining what s needed

More information

Big Data at Cloud Scale

Big Data at Cloud Scale Big Data at Cloud Scale Pushing the limits of flexible & powerful analytics Copyright 2015 Pentaho Corporation. Redistribution permitted. All trademarks are the property of their respective owners. For

More information

Prescriptive Analytics. A business guide

Prescriptive Analytics. A business guide Prescriptive Analytics A business guide May 2014 Contents 3 The Business Value of Prescriptive Analytics 4 What is Prescriptive Analytics? 6 Prescriptive Analytics Methods 7 Integration 8 Business Applications

More information

Data Mining + Business Intelligence. Integration, Design and Implementation

Data Mining + Business Intelligence. Integration, Design and Implementation Data Mining + Business Intelligence Integration, Design and Implementation ABOUT ME Vijay Kotu Data, Business, Technology, Statistics BUSINESS INTELLIGENCE - Result Making data accessible Wider distribution

More information

Big Data Open Source Stack vs. Traditional Stack for BI and Analytics

Big Data Open Source Stack vs. Traditional Stack for BI and Analytics Big Data Open Source Stack vs. Traditional Stack for BI and Analytics Part I By Sam Poozhikala, Vice President Customer Solutions at StratApps Inc. 4/4/2014 You may contact Sam Poozhikala at spoozhikala@stratapps.com.

More information

www.hcltech.com Get Ready for Tomorrow, Today. Redefine Your Security Intelligence

www.hcltech.com Get Ready for Tomorrow, Today. Redefine Your Security Intelligence www.hcltech.com Get Ready for Tomorrow, Today. Redefine Your Security Intelligence Balancing Accessibility and Risk The challenge before enterprises is to provide accessibility and protect their online

More information

SAP Predictive Analytics: An Overview and Roadmap. Charles Gadalla, SAP @cgadalla SESSION CODE: 603

SAP Predictive Analytics: An Overview and Roadmap. Charles Gadalla, SAP @cgadalla SESSION CODE: 603 SAP Predictive Analytics: An Overview and Roadmap Charles Gadalla, SAP @cgadalla SESSION CODE: 603 Advanced Analytics SAP Vision Embed Smart Agile Analytics into Decision Processes to Deliver Business

More information

OPTIMIZING PERFORMANCE IN AMAZON EC2 INTRODUCTION: LEVERAGING THE PUBLIC CLOUD OPPORTUNITY WITH AMAZON EC2. www.boundary.com

OPTIMIZING PERFORMANCE IN AMAZON EC2 INTRODUCTION: LEVERAGING THE PUBLIC CLOUD OPPORTUNITY WITH AMAZON EC2. www.boundary.com OPTIMIZING PERFORMANCE IN AMAZON EC2 While the business decision to migrate to Amazon public cloud services can be an easy one, tracking and managing performance in these environments isn t so clear cut.

More information

Veramark White Paper: Reducing Telecom Costs Why Invoice Management is the Best Place to Start. WhitePaper. We innovate. You benefit.

Veramark White Paper: Reducing Telecom Costs Why Invoice Management is the Best Place to Start. WhitePaper. We innovate. You benefit. Veramark White Paper: Reducing Telecom Costs Why Invoice Management is the Best Place to Start WhitePaper We innovate. You benefit. Veramark White Paper: Reducing Telecom Costs Why Invoice Management is

More information

Advanced In-Database Analytics

Advanced In-Database Analytics Advanced In-Database Analytics Tallinn, Sept. 25th, 2012 Mikko-Pekka Bertling, BDM Greenplum EMEA 1 That sounds complicated? 2 Who can tell me how best to solve this 3 What are the main mathematical functions??

More information

IoT Solutions for Upstream Oil and Gas

IoT Solutions for Upstream Oil and Gas Solution Brief Intel IoT Oil and Gas Industry IoT Solutions for Upstream Oil and Gas Intel products, solutions, and services are enabling secure and seamless Internet of Things (IoT) solutions for upstream

More information

An In-Depth Look at In-Memory Predictive Analytics for Developers

An In-Depth Look at In-Memory Predictive Analytics for Developers September 9 11, 2013 Anaheim, California An In-Depth Look at In-Memory Predictive Analytics for Developers Philip Mugglestone SAP Learning Points Understand the SAP HANA Predictive Analysis library (PAL)

More information

Finding the signals in the noise. Niklas Packendorff @packendorff Solution Expert Analytics & Data Platform

Finding the signals in the noise. Niklas Packendorff @packendorff Solution Expert Analytics & Data Platform Finding the signals in the noise Niklas Packendorff @packendorff Solution Expert Analytics & Data Platform Legal disclaimer The information in this presentation is confidential and proprietary to SAP and

More information

Deliver a Better Digital Customer Experience Through Sonata s Digital Engagement Solutions

Deliver a Better Digital Customer Experience Through Sonata s Digital Engagement Solutions Deliver a Better Digital Customer Experience Through Sonata s Digital Engagement Solutions The World is Going Digital The incredible growth of the internet, the proliferation of mobile devices and the

More information

AccelOps NOC and SOC Analytics in a Single Pane of Glass Date: March 2016 Author: Tony Palmer, Senior ESG Lab Analyst

AccelOps NOC and SOC Analytics in a Single Pane of Glass Date: March 2016 Author: Tony Palmer, Senior ESG Lab Analyst ESG Lab Spotlight AccelOps NOC and SOC Analytics in a Single Pane of Glass Date: March 2016 Author: Tony Palmer, Senior ESG Lab Analyst Abstract: This ESG Lab Spotlight details ESG s hands-on testing of

More information

End to End Solution to Accelerate Data Warehouse Optimization. Franco Flore Alliance Sales Director - APJ

End to End Solution to Accelerate Data Warehouse Optimization. Franco Flore Alliance Sales Director - APJ End to End Solution to Accelerate Data Warehouse Optimization Franco Flore Alliance Sales Director - APJ Big Data Is Driving Key Business Initiatives Increase profitability, innovation, customer satisfaction,

More information

A financial software company

A financial software company A financial software company Projecting USD10 million revenue lift with the IBM Netezza data warehouse appliance Overview The need A financial software company sought to analyze customer engagements to

More information

The Scientific Data Mining Process

The Scientific Data Mining Process Chapter 4 The Scientific Data Mining Process When I use a word, Humpty Dumpty said, in rather a scornful tone, it means just what I choose it to mean neither more nor less. Lewis Carroll [87, p. 214] In

More information

Integrate Big Data into Business Processes and Enterprise Systems. solution white paper

Integrate Big Data into Business Processes and Enterprise Systems. solution white paper Integrate Big Data into Business Processes and Enterprise Systems solution white paper THOUGHT LEADERSHIP FROM BMC TO HELP YOU: Understand what Big Data means Effectively implement your company s Big Data

More information

Modern IT Operations Management. Why a New Approach is Required, and How Boundary Delivers

Modern IT Operations Management. Why a New Approach is Required, and How Boundary Delivers Modern IT Operations Management Why a New Approach is Required, and How Boundary Delivers TABLE OF CONTENTS EXECUTIVE SUMMARY 3 INTRODUCTION: CHANGING NATURE OF IT 3 WHY TRADITIONAL APPROACHES ARE FAILING

More information

The Power of Predictive Analytics

The Power of Predictive Analytics The Power of Predictive Analytics Derive real-time insights with accuracy and ease SOLUTION OVERVIEW www.sybase.com KXEN S INFINITEINSIGHT AND SYBASE IQ FEATURES & BENEFITS AT A GLANCE Ensure greater accuracy

More information

Reimagining Business with SAP HANA Cloud Platform for the Internet of Things

Reimagining Business with SAP HANA Cloud Platform for the Internet of Things SAP Brief SAP HANA SAP HANA Cloud Platform for the Internet of Things Objectives Reimagining Business with SAP HANA Cloud Platform for the Internet of Things Connect, transform, and reimagine Connect,

More information

Microsoft Business Analytics Accelerator for Telecommunications Release 1.0

Microsoft Business Analytics Accelerator for Telecommunications Release 1.0 Frameworx 10 Business Process Framework R8.0 Product Conformance Certification Report Microsoft Business Analytics Accelerator for Telecommunications Release 1.0 November 2011 TM Forum 2011 Table of Contents

More information

Understanding Your Customer Journey by Extending Adobe Analytics with Big Data

Understanding Your Customer Journey by Extending Adobe Analytics with Big Data SOLUTION BRIEF Understanding Your Customer Journey by Extending Adobe Analytics with Big Data Business Challenge Today s digital marketing teams are overwhelmed by the volume and variety of customer interaction

More information

KnowledgeSTUDIO HIGH-PERFORMANCE PREDICTIVE ANALYTICS USING ADVANCED MODELING TECHNIQUES

KnowledgeSTUDIO HIGH-PERFORMANCE PREDICTIVE ANALYTICS USING ADVANCED MODELING TECHNIQUES HIGH-PERFORMANCE PREDICTIVE ANALYTICS USING ADVANCED MODELING TECHNIQUES Translating data into business value requires the right data mining and modeling techniques which uncover important patterns within

More information

Integrating Big Data into Business Processes and Enterprise Systems

Integrating Big Data into Business Processes and Enterprise Systems Integrating Big Data into Business Processes and Enterprise Systems THOUGHT LEADERSHIP FROM BMC TO HELP YOU: Understand what Big Data means Effectively implement your company s Big Data strategy Get business

More information

Data Isn't Everything

Data Isn't Everything June 17, 2015 Innovate Forward Data Isn't Everything The Challenges of Big Data, Advanced Analytics, and Advance Computation Devices for Transportation Agencies. Using Data to Support Mission, Administration,

More information

2015 Analyst and Advisor Summit. Advanced Data Analytics Dr. Rod Fontecilla Vice President, Application Services, Chief Data Scientist

2015 Analyst and Advisor Summit. Advanced Data Analytics Dr. Rod Fontecilla Vice President, Application Services, Chief Data Scientist 2015 Analyst and Advisor Summit Advanced Data Analytics Dr. Rod Fontecilla Vice President, Application Services, Chief Data Scientist Agenda Key Facts Offerings and Capabilities Case Studies When to Engage

More information