BIG Big Data Public Private Forum

Save this PDF as:
 WORD  PNG  TXT  JPG

Size: px
Start display at page:

Download "BIG Big Data Public Private Forum"

Transcription

1 DATA STORAGE Martin Strohbach, AGT International (R&D)

2 THE DATA VALUE CHAIN Value Chain Data Acquisition Data Analysis Data Curation Data Storage Data Usage Structured data Unstructured data Event processing Sensor networks Streams Multimodality Data preprocessing Semantic analysis Sentiment analysis Data correlation Pattern recognition Realtime analysis Machine learning Trust Provenance Data augmentation Annotation Data validation Redundancy elimination Keep up-to-date Consistency NoSQL NewSQL In-Memory Databases Cloud storage Query interfaces Fast access Integrated Analytics Data Models Consistency Secure Storage Decision support Predictions Simulation Exploration Modelling Control Domainspecific usage Technical Working Groups 2

3 DIGITAL DATA GROWTH 7.9 ZB equalling 1 TB or 210 single sided DVDs for each person in the world Digital content created Available Storage 2.5 Exabytes every day Every two days we create as much information as we did from dawn of mankind through 2013 IDC estimates that in 2009 it would not have been possible to store all created data How can we efficiently store and make the data available for further analysis?

4 DATA STORAGE AS A COMMODITY Big Data Problems are not new Big Data technologies have become commodities It s now easier and more cost-efficient to manage Big Data sets 4

5 EXAMPLES OF DATA PROCESSING Unstructured data MapReduce Structured Data Smart meter data Source: SELECT house_id FROM readings WHERE voltage > OR WHERE voltage < (house_id,voltage, ) Simple example of a energy quality query 5

6 VALUE OF DATA STORAGE Yesterday Today Keep only the necessary data Hard to scale Schema-on write Consistency Paradigm shift: Keep all the data Elasticity Schema-on-read Eventually consistent 6

7 If Big Data Storage Is a commodity WHAT CHALLENGES REMAIN?

8 VOLUME CHALLENGE Adapted from 8

9 ENTERPRISE AMNESIA > 1.8 ZettaBytes 1 What information can be extracted from 100,000+ safety and security cameras that generate petabytes of raw video data and terabytes of extracted video analytics features?

10 ANALYSIS OF DATA VOLUMES Towards Integrated Analytics DBMS Analytics Data Management Analytical Databases Separate Systems for Data Managent and Complex Analytics Different data models May negatively impact performances Analytics executed in the same system Single data model Potentially higher performance 10

11 VARIETY: INTERNET OF THINGS (IOT) >50 billion connected devices in 2020 Cisco Internet of Everything (IoE) Survey: Trillion dollar market for the next 10 years Cross-sectorial use of data Implications for Big Data storage Increased growth of structured data Requires data models that support analysis over spatio-temporal properties and relationships to other real-world entities Heterogeneous nature of data and technologies asks for implementaion of a data virtualization layer 11

12 VARIETY CHALLENGE NoSQL DBMS are highly scalable, but lack standardized interfaces 12

13 TECHNOLOGY SURVEY TWG has surveyed 18 storage technologies Selected based on popularity 21 criteria, e.g. Best used for (e.g. batch processing, high volume write access, low latency queries, ) High availability (yes/no) Support for declarative queries (yes/no, if yes, which?) Schema support (yes/no) Maturity (Good, Bad, medium) License (name of license) Will be included in 2nd Version of Technical Whitepaper CouchDB [3] Neo4J [9] InfiniteGraph [14] Dex [15] AllegroGraph [1] Bigdata [16] Virtuoso [17] Data Model Document Graph Graph Graph RDF/graph RDF Relational + Document + RDF Best used Medium size graphs Big size graphs Medium size graphs Graph and KB related problems Graph and KB related problems Graph and KB related problems Scalability High Restricted High High High High High High availability Yes Restricted Yes Yes Yes Sequential or eventual Sequential Sequential Sequential Sequential Sequential Eventual Sequential consistency Is Partition tolerant no no No Yes No Latency Low Low Low Low transactions MVCC ACID ACID to relax ACID MVCC ACID 13

14 DATA STORAGE USE CASES Media Energy Transport Public Sector 1. Overcoming the data silo culture Health 1. Semantic Data Integration and Storage: 2. Protecting citizens privacy 2. Data Security and Privacy security best practice for non-relational data stores secure data storage and transaction logs 14

15 ENERGY, STANDARDS AND NEWSQL Tenfold data growth impacts power consumption Standards for nosql technologies are missing NewSQL databases my provide alternative for nosql stores Modern form of relational databases aiming at comparable scalability while maintaining transactional guarantees made by traditional DBs Source: IDC's Digital Universe Study, sponsored by EMC, March 2008)

16 SUMMARY Big Data Storage has become commodity business Facilitates the storage and analysis of raw data Open Challenges Scalability relates to complexit of data models used Seamless integration and efficient performace of data analytics IoT: spatio-temporal properties and relationships to other real-world entities, heterogeneous data Surveyed 18 storage technologies (to come) Use Cases hint towards Cross Sectorial Storage Challenges Volume: necessity to scale out Variety: Heterogeneity of data sources Velocity: Low latency queries CouchDB [3] Neo4J [9] InfiniteGraph [14] Dex [15] AllegroGraph [1] Data Model Document Graph Graph Graph RDF/graph Best used Medium size graphs Big size graphs Medium size graphs Graph and KB related problems Scalability High Restricted High High High High availability Yes Restricted Yes Sequential or eventual Sequential Sequential Sequential Sequential Sequential consistency Is Partition tolerant no no No Latency Low Low transactions MVCC ACID ACID to relax ACID 16

17 QUESTIONS THANK YOU? Dr. Martin Strohbach Senior Reseracher, Big Data AGT International

BIG. Big Data Analysis John Domingue (STI International and The Open University) Big Data Public Private Forum

BIG. Big Data Analysis John Domingue (STI International and The Open University) Big Data Public Private Forum Big Data Analysis John Domingue (STI International and The Open University) Project co-funded by the European Commission within the 7th Framework Program (Grant Agreement No. 257943) 1 The Data landscape

More information

BIG DATA PUBLIC PRIVATE FORUM

BIG DATA PUBLIC PRIVATE FORUM BIG DATA PUBLIC PRIVATE FORUM Agenda 09:00-10:30 9:00-9:20 9:20-9:55 9:55-10:30 The Big Project Results (Session 1) - The Big Project - Welcome and Introduction Nuria De Lama (ATOS Spain) - Key Technology

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

Transforming the Telecoms Business using Big Data and Analytics

Transforming the Telecoms Business using Big Data and Analytics Transforming the Telecoms Business using Big Data and Analytics Event: ICT Forum for HR Professionals Venue: Meikles Hotel, Harare, Zimbabwe Date: 19 th 21 st August 2015 AFRALTI 1 Objectives Describe

More information

Architecting for Big Data Analytics and Beyond: A New Framework for Business Intelligence and Data Warehousing

Architecting for Big Data Analytics and Beyond: A New Framework for Business Intelligence and Data Warehousing Architecting for Big Data Analytics and Beyond: A New Framework for Business Intelligence and Data Warehousing Wayne W. Eckerson Director of Research, TechTarget Founder, BI Leadership Forum Business Analytics

More information

Deploying Big Data to the Cloud: Roadmap for Success

Deploying Big Data to the Cloud: Roadmap for Success Deploying Big Data to the Cloud: Roadmap for Success James Kobielus Chair, CSCC Big Data in the Cloud Working Group IBM Big Data Evangelist. IBM Data Magazine, Editor-in- Chief. IBM Senior Program Director,

More information

The Next Wave of Data Management. Is Big Data The New Normal?

The Next Wave of Data Management. Is Big Data The New Normal? The Next Wave of Data Management Is Big Data The New Normal? Table of Contents Introduction 3 Separating Reality and Hype 3 Why Are Firms Making IT Investments In Big Data? 4 Trends In Data Management

More information

Semantic Technologies for Big Data. Marin Dimitrov (Ontotext)

Semantic Technologies for Big Data. Marin Dimitrov (Ontotext) Semantic Technologies for Big Data Marin Dimitrov (Ontotext) XML Amsterdam 2012 XML Amsterdam 2012 #2 About Ontotext Provides products and services for creating, managing and exploiting semantic data Founded

More information

Managing Cloud Server with Big Data for Small, Medium Enterprises: Issues and Challenges

Managing Cloud Server with Big Data for Small, Medium Enterprises: Issues and Challenges Managing Cloud Server with Big Data for Small, Medium Enterprises: Issues and Challenges Prerita Gupta Research Scholar, DAV College, Chandigarh Dr. Harmunish Taneja Department of Computer Science and

More information

BIG DATA IN THE CLOUD : CHALLENGES AND OPPORTUNITIES MARY- JANE SULE & PROF. MAOZHEN LI BRUNEL UNIVERSITY, LONDON

BIG DATA IN THE CLOUD : CHALLENGES AND OPPORTUNITIES MARY- JANE SULE & PROF. MAOZHEN LI BRUNEL UNIVERSITY, LONDON BIG DATA IN THE CLOUD : CHALLENGES AND OPPORTUNITIES MARY- JANE SULE & PROF. MAOZHEN LI BRUNEL UNIVERSITY, LONDON Overview * Introduction * Multiple faces of Big Data * Challenges of Big Data * Cloud Computing

More information

Data Refinery with Big Data Aspects

Data Refinery with Big Data Aspects International Journal of Information and Computation Technology. ISSN 0974-2239 Volume 3, Number 7 (2013), pp. 655-662 International Research Publications House http://www. irphouse.com /ijict.htm Data

More information

Keywords Big Data, NoSQL, Relational Databases, Decision Making using Big Data, Hadoop

Keywords Big Data, NoSQL, Relational Databases, Decision Making using Big Data, Hadoop Volume 4, Issue 1, January 2014 ISSN: 2277 128X International Journal of Advanced Research in Computer Science and Software Engineering Research Paper Available online at: www.ijarcsse.com Transitioning

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

HP Vertica at MIT Sloan Sports Analytics Conference March 1, 2013 Will Cairns, Senior Data Scientist, HP Vertica

HP Vertica at MIT Sloan Sports Analytics Conference March 1, 2013 Will Cairns, Senior Data Scientist, HP Vertica HP Vertica at MIT Sloan Sports Analytics Conference March 1, 2013 Will Cairns, Senior Data Scientist, HP Vertica So What s the market s definition of Big Data? Datasets whose volume, velocity, variety

More information

NoSQL Systems for Big Data Management

NoSQL Systems for Big Data Management NoSQL Systems for Big Data Management Venkat N Gudivada East Carolina University Greenville, North Carolina USA Venkat Gudivada NoSQL Systems for Big Data Management 1/28 Outline 1 An Overview of NoSQL

More information

Reference Architecture, Requirements, Gaps, Roles

Reference Architecture, Requirements, Gaps, Roles Reference Architecture, Requirements, Gaps, Roles The contents of this document are an excerpt from the brainstorming document M0014. The purpose is to show how a detailed Big Data Reference Architecture

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 April 10, 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

www.pwc.com/oracle Next presentation starting soon Business Analytics using Big Data to gain competitive advantage

www.pwc.com/oracle Next presentation starting soon Business Analytics using Big Data to gain competitive advantage www.pwc.com/oracle Next presentation starting soon Business Analytics using Big Data to gain competitive advantage If every image made and every word written from the earliest stirring of civilization

More information

Emerging Requirements and DBMS Technologies:

Emerging Requirements and DBMS Technologies: Emerging Requirements and DBMS Technologies: When Is Relational the Right Choice? Carl Olofson Research Vice President, IDC April 1, 2014 Agenda 2 Why Relational in the First Place? Evolution of Databases

More information

Datenverwaltung im Wandel - Building an Enterprise Data Hub with

Datenverwaltung im Wandel - Building an Enterprise Data Hub with Datenverwaltung im Wandel - Building an Enterprise Data Hub with Cloudera Bernard Doering Regional Director, Central EMEA, Cloudera Cloudera Your Hadoop Experts Founded 2008, by former employees of Employees

More information

The Big Deal about Big Data. Mike Skinner, CPA CISA CITP HORNE LLP

The Big Deal about Big Data. Mike Skinner, CPA CISA CITP HORNE LLP The Big Deal about Big Data Mike Skinner, CPA CISA CITP HORNE LLP Mike Skinner, CPA CISA CITP Senior Manager, IT Assurance & Risk Services HORNE LLP Focus areas: IT security & risk assessment IT governance,

More information

Systems of Discovery The Perfect Storm of Big Data, Cloud and Internet-of-Things

Systems of Discovery The Perfect Storm of Big Data, Cloud and Internet-of-Things Systems of Discovery The Perfect Storm of Big Data, Cloud and Internet-of-Things Mac Devine CTO, IBM Cloud Services Division IBM Distinguished Engineer wdevine@us.ibm.com twitter: mac_devine Forecast for

More information

Improving Data Processing Speed in Big Data Analytics Using. HDFS Method

Improving Data Processing Speed in Big Data Analytics Using. HDFS Method Improving Data Processing Speed in Big Data Analytics Using HDFS Method M.R.Sundarakumar Assistant Professor, Department Of Computer Science and Engineering, R.V College of Engineering, Bangalore, India

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

BIG DATA Alignment of Supply & Demand Nuria de Lama Representative of Atos Research &

BIG DATA Alignment of Supply & Demand Nuria de Lama Representative of Atos Research & BIG DATA Alignment of Supply & Demand Nuria de Lama Representative of Atos Research & Innovation 04-08-2011 to the EC 8 th February, Luxembourg Your Atos business Research technologists. and Innovation

More information

CSC590: Selected Topics BIG DATA & DATA MINING. Lecture 2 Feb 12, 2014 Dr. Esam A. Alwagait

CSC590: Selected Topics BIG DATA & DATA MINING. Lecture 2 Feb 12, 2014 Dr. Esam A. Alwagait CSC590: Selected Topics BIG DATA & DATA MINING Lecture 2 Feb 12, 2014 Dr. Esam A. Alwagait Agenda Introduction What is Big Data Why Big Data? Characteristics of Big Data Applications of Big Data Problems

More information

So What s the Big Deal?

So What s the Big Deal? So What s the Big Deal? Presentation Agenda Introduction What is Big Data? So What is the Big Deal? Big Data Technologies Identifying Big Data Opportunities Conducting a Big Data Proof of Concept Big Data

More information

Leveraging Big Data Technologies to Support Research in Unstructured Data Analytics

Leveraging Big Data Technologies to Support Research in Unstructured Data Analytics Leveraging Big Data Technologies to Support Research in Unstructured Data Analytics BY FRANÇOYS LABONTÉ GENERAL MANAGER JUNE 16, 2015 Principal partenaire financier WWW.CRIM.CA ABOUT CRIM Applied research

More information

Industry Impact of Big Data in the Cloud: An IBM Perspective

Industry Impact of Big Data in the Cloud: An IBM Perspective Industry Impact of Big Data in the Cloud: An IBM Perspective Inhi Cho Suh IBM Software Group, Information Management Vice President, Product Management and Strategy email: inhicho@us.ibm.com twitter: @inhicho

More information

Big Data & Security. Aljosa Pasic 12/02/2015

Big Data & Security. Aljosa Pasic 12/02/2015 Big Data & Security Aljosa Pasic 12/02/2015 Welcome to Madrid!!! Big Data AND security: what is there on our minds? Big Data tools and technologies Big Data T&T chain and security/privacy concern mappings

More information

Exploiting Data at Rest and Data in Motion with a Big Data Platform

Exploiting Data at Rest and Data in Motion with a Big Data Platform Exploiting Data at Rest and Data in Motion with a Big Data Platform Sarah Brader, sarah_brader@uk.ibm.com What is Big Data? Where does it come from? 12+ TBs of tweet data every day 30 billion RFID tags

More information

Department of Computer Science University of Cyprus EPL646 Advanced Topics in Databases. Lecture 12

Department of Computer Science University of Cyprus EPL646 Advanced Topics in Databases. Lecture 12 Department of Computer Science University of Cyprus EPL646 Advanced Topics in Databases Lecture 12 Big Data Management II (NoSQL Databases / CouchDB) Chapter 20: Abiteboul et. Al. + http://guide.couchdb.org/

More information

BIG DATA: STORAGE, ANALYSIS AND IMPACT GEDIMINAS ŽYLIUS

BIG DATA: STORAGE, ANALYSIS AND IMPACT GEDIMINAS ŽYLIUS BIG DATA: STORAGE, ANALYSIS AND IMPACT GEDIMINAS ŽYLIUS WHAT IS BIG DATA? describes any voluminous amount of structured, semi-structured and unstructured data that has the potential to be mined for information

More information

How to use Big Data in Industry 4.0 implementations. LAURI ILISON, PhD Head of Big Data and Machine Learning

How to use Big Data in Industry 4.0 implementations. LAURI ILISON, PhD Head of Big Data and Machine Learning How to use Big Data in Industry 4.0 implementations LAURI ILISON, PhD Head of Big Data and Machine Learning Big Data definition? Big Data is about structured vs unstructured data Big Data is about Volume

More information

How In-Memory Data Grids Can Analyze Fast-Changing Data in Real Time

How In-Memory Data Grids Can Analyze Fast-Changing Data in Real Time SCALEOUT SOFTWARE How In-Memory Data Grids Can Analyze Fast-Changing Data in Real Time by Dr. William Bain and Dr. Mikhail Sobolev, ScaleOut Software, Inc. 2012 ScaleOut Software, Inc. 12/27/2012 T wenty-first

More information

BIG DATA: ARE YOU READY? Andy Kyiet Demand Flow Intelligence May, 2013

BIG DATA: ARE YOU READY? Andy Kyiet Demand Flow Intelligence May, 2013 BIG DATA: ARE YOU READY? Andy Kyiet Demand Flow Intelligence May, 2013 PERSONAL BACKGROUND Founder of the first specialist Service Management & Helpdesk System provider in Europe Past President of AFSMI

More information

Challenges for Data Driven Systems

Challenges for Data Driven Systems Challenges for Data Driven Systems Eiko Yoneki University of Cambridge Computer Laboratory Quick History of Data Management 4000 B C Manual recording From tablets to papyrus to paper A. Payberah 2014 2

More information

User Needs and Requirements Analysis for Big Data Healthcare Applications

User Needs and Requirements Analysis for Big Data Healthcare Applications User Needs and Requirements Analysis for Big Data Healthcare Applications Sonja Zillner, Siemens AG In collaboration with: Nelia Lasierra, Werner Faix, and Sabrina Neururer MIE 2014 in Istanbul: 01-09-2014

More information

Real Time Big Data Processing

Real Time Big Data Processing Real Time Big Data Processing Cloud Expo 2014 Ian Meyers Amazon Web Services Global Infrastructure Deployment & Administration App Services Analytics Compute Storage Database Networking AWS Global Infrastructure

More information

Industry 4.0 and Big Data

Industry 4.0 and Big Data Industry 4.0 and Big Data Marek Obitko, mobitko@ra.rockwell.com Senior Research Engineer 03/25/2015 PUBLIC PUBLIC - 5058-CO900H 2 Background Joint work with Czech Institute of Informatics, Robotics and

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

BIG DATA CHALLENGES AND PERSPECTIVES

BIG DATA CHALLENGES AND PERSPECTIVES BIG DATA CHALLENGES AND PERSPECTIVES Meenakshi Sharma 1, Keshav Kishore 2 1 Student of Master of Technology, 2 Head of Department, Department of Computer Science and Engineering, A P Goyal Shimla University,

More information

IoT and Big Data- The Current and Future Technologies: A Review

IoT and Big Data- The Current and Future Technologies: A Review Available Online at www.ijcsmc.com International Journal of Computer Science and Mobile Computing A Monthly Journal of Computer Science and Information Technology IJCSMC, Vol. 5, Issue. 1, January 2016,

More information

Machina Research. Where is the value in IoT? IoT data and analytics may have an answer. Emil Berthelsen, Principal Analyst April 28, 2016

Machina Research. Where is the value in IoT? IoT data and analytics may have an answer. Emil Berthelsen, Principal Analyst April 28, 2016 Machina Research Where is the value in IoT? IoT data and analytics may have an answer Emil Berthelsen, Principal Analyst April 28, 2016 About Machina Research Machina Research is the world s leading provider

More information

From Internet Data Centers to Data Centers in the Cloud

From Internet Data Centers to Data Centers in the Cloud From Internet Data Centers to Data Centers in the Cloud This case study is a short extract from a keynote address given to the Doctoral Symposium at Middleware 2009 by Lucy Cherkasova of HP Research Labs

More information

Big Data and Advanced Analytics Applications and Capabilities Steven Hagan, Vice President, Server Technologies

Big Data and Advanced Analytics Applications and Capabilities Steven Hagan, Vice President, Server Technologies Big Data and Advanced Analytics Applications and Capabilities Steven Hagan, Vice President, Server Technologies 1 Copyright 2011, Oracle and/or its affiliates. All rights Big Data, Advanced Analytics:

More information

Impact of Big Data in Oil & Gas Industry. Pranaya Sangvai Reliance Industries Limited 04 Feb 15, DEJ, Mumbai, India.

Impact of Big Data in Oil & Gas Industry. Pranaya Sangvai Reliance Industries Limited 04 Feb 15, DEJ, Mumbai, India. Impact of Big Data in Oil & Gas Industry Pranaya Sangvai Reliance Industries Limited 04 Feb 15, DEJ, Mumbai, India. New Age Information 2.92 billions Internet Users in 2014 Twitter processes 7 terabytes

More information

NoSQL for SQL Professionals William McKnight

NoSQL for SQL Professionals William McKnight NoSQL for SQL Professionals William McKnight Session Code BD03 About your Speaker, William McKnight President, McKnight Consulting Group Frequent keynote speaker and trainer internationally Consulted to

More information

Hortonworks & SAS. Analytics everywhere. Page 1. Hortonworks Inc. 2011 2014. All Rights Reserved

Hortonworks & SAS. Analytics everywhere. Page 1. Hortonworks Inc. 2011 2014. All Rights Reserved Hortonworks & SAS Analytics everywhere. Page 1 A change in focus. A shift in Advertising From mass branding A shift in Financial Services From Educated Investing A shift in Healthcare From mass treatment

More information

Applications for Big Data Analytics

Applications for Big Data Analytics Smarter Healthcare Applications for Big Data Analytics Multi-channel sales Finance Log Analysis Homeland Security Traffic Control Telecom Search Quality Manufacturing Trading Analytics Fraud and Risk Retail:

More information

Cloud Big Data Architectures

Cloud Big Data Architectures Cloud Big Data Architectures Lynn Langit QCon Sao Paulo, Brazil 2016 About this Workshop Real-world Cloud Scenarios w/aws, Azure and GCP 1. Big Data Solution Types 2. Data Pipelines 3. ETL and Visualization

More information

CAP4773/CIS6930 Projects in Data Science, Fall 2014 [Review] Overview of Data Science

CAP4773/CIS6930 Projects in Data Science, Fall 2014 [Review] Overview of Data Science CAP4773/CIS6930 Projects in Data Science, Fall 2014 [Review] Overview of Data Science Dr. Daisy Zhe Wang CISE Department University of Florida August 25th 2014 20 Review Overview of Data Science Why Data

More information

Big Data and Industrial Internet

Big Data and Industrial Internet Big Data and Industrial Internet Keijo Heljanko Department of Computer Science and Helsinki Institute for Information Technology HIIT School of Science, Aalto University keijo.heljanko@aalto.fi 16.6-2015

More information

OPERATIONAL SCENARIOS USING THE MICROSOFT DATA PLATFORM

OPERATIONAL SCENARIOS USING THE MICROSOFT DATA PLATFORM David Chappell OPERATIONAL SCENARIOS USING THE MICROSOFT DATA PLATFORM A GUIDE FOR IT LEADERS Sponsored by Microsoft Corporation Copyright 2016 Chappell & Associates Contents Microsoft s Data Platform:

More information

www.objectivity.com Choosing The Right Big Data Tools For The Job A Polyglot Approach

www.objectivity.com Choosing The Right Big Data Tools For The Job A Polyglot Approach www.objectivity.com Choosing The Right Big Data Tools For The Job A Polyglot Approach Nic Caine NoSQL Matters, April 2013 Overview The Problem Current Big Data Analytics Relationship Analytics Leveraging

More information

bigdata Managing Scale in Ontological Systems

bigdata Managing Scale in Ontological Systems Managing Scale in Ontological Systems 1 This presentation offers a brief look scale in ontological (semantic) systems, tradeoffs in expressivity and data scale, and both information and systems architectural

More information

Where is... How do I get to...

Where is... How do I get to... Big Data, Fast Data, Spatial Data Making Sense of Location Data in a Smart City Hans Viehmann Product Manager EMEA ORACLE Corporation August 19, 2015 Copyright 2014, Oracle and/or its affiliates. All rights

More information

NextGen Infrastructure for Big DATA Analytics.

NextGen Infrastructure for Big DATA Analytics. NextGen Infrastructure for Big DATA Analytics. So What is Big Data? Data that exceeds the processing capacity of conven4onal database systems. The data is too big, moves too fast, or doesn t fit the structures

More information

How to Leverage Big Data in the Cloud to Gain Competitive Advantage

How to Leverage Big Data in the Cloud to Gain Competitive Advantage How to Leverage Big Data in the Cloud to Gain Competitive Advantage James Kobielus, IBM Big Data Evangelist Editor-in-Chief, IBM Data Magazine Senior Program Director, Product Marketing, Big Data Analytics

More information

Data Virtualization A Potential Antidote for Big Data Growing Pains

Data Virtualization A Potential Antidote for Big Data Growing Pains perspective Data Virtualization A Potential Antidote for Big Data Growing Pains Atul Shrivastava Abstract Enterprises are already facing challenges around data consolidation, heterogeneity, quality, and

More information

Extend your analytic capabilities with SAP Predictive Analysis

Extend your analytic capabilities with SAP Predictive Analysis September 9 11, 2013 Anaheim, California Extend your analytic capabilities with SAP Predictive Analysis Charles Gadalla Learning Points Advanced analytics strategy at SAP Simplifying predictive analytics

More information

InfiniteGraph: The Distributed Graph Database

InfiniteGraph: The Distributed Graph Database A Performance and Distributed Performance Benchmark of InfiniteGraph and a Leading Open Source Graph Database Using Synthetic Data Objectivity, Inc. 640 West California Ave. Suite 240 Sunnyvale, CA 94086

More information

BIG DATA TOOLS. Top 10 open source technologies for Big Data

BIG DATA TOOLS. Top 10 open source technologies for Big Data BIG DATA TOOLS Top 10 open source technologies for Big Data We are in an ever expanding marketplace!!! With shorter product lifecycles, evolving customer behavior and an economy that travels at the speed

More information

Executive Summary... 2 Introduction... 3. Defining Big Data... 3. The Importance of Big Data... 4 Building a Big Data Platform...

Executive Summary... 2 Introduction... 3. Defining Big Data... 3. The Importance of Big Data... 4 Building a Big Data Platform... Executive Summary... 2 Introduction... 3 Defining Big Data... 3 The Importance of Big Data... 4 Building a Big Data Platform... 5 Infrastructure Requirements... 5 Solution Spectrum... 6 Oracle s Big Data

More information

BIG DATA. - How big data transforms our world. Kim Escherich Executive Innovation Architect, IBM Global Business Services

BIG DATA. - How big data transforms our world. Kim Escherich Executive Innovation Architect, IBM Global Business Services BIG DATA - How big data transforms our world Kim Escherich Executive Innovation Architect, IBM Global Business Services 1 2 What happens? What is data? 340.282.366.920.938.463.463.374.607.431.768.211.456

More information

REAL-TIME BIG DATA ANALYTICS

REAL-TIME BIG DATA ANALYTICS www.leanxcale.com info@leanxcale.com REAL-TIME BIG DATA ANALYTICS Blending Transactional and Analytical Processing Delivers Real-Time Big Data Analytics 2 ULTRA-SCALABLE FULL ACID FULL SQL DATABASE LeanXcale

More information

BIG DATA-AS-A-SERVICE

BIG DATA-AS-A-SERVICE White Paper BIG DATA-AS-A-SERVICE What Big Data is about What service providers can do with Big Data What EMC can do to help EMC Solutions Group Abstract This white paper looks at what service providers

More information

Big Data Analytics. An Introduction. Oliver Fuchsberger University of Paderborn 2014

Big Data Analytics. An Introduction. Oliver Fuchsberger University of Paderborn 2014 Big Data Analytics An Introduction Oliver Fuchsberger University of Paderborn 2014 Table of Contents I. Introduction & Motivation What is Big Data Analytics? Why is it so important? II. Techniques & Solutions

More information

Problems to store, transfer and process the Big Data 6/2/2016 GIANG TRAN - TTTGIANG2510@GMAIL.COM 1

Problems to store, transfer and process the Big Data 6/2/2016 GIANG TRAN - TTTGIANG2510@GMAIL.COM 1 Problems to store, transfer and process the Big Data COURSE: COMPUTING CLUSTERS, GRIDS, AND CLOUDS LECTURER: ANDREY SHEVEL ITMO UNIVERSITY SAINT PETERSBURG 6/2/2016 GIANG TRAN - TTTGIANG2510@GMAIL.COM

More information

Ramesh Bhashyam Teradata Fellow Teradata Corporation bhashyam.ramesh@teradata.com

Ramesh Bhashyam Teradata Fellow Teradata Corporation bhashyam.ramesh@teradata.com Challenges of Handling Big Data Ramesh Bhashyam Teradata Fellow Teradata Corporation bhashyam.ramesh@teradata.com Trend Too much information is a storage issue, certainly, but too much information is also

More information

Big Data Solutions. Portal Development with MongoDB and Liferay. Solutions

Big Data Solutions. Portal Development with MongoDB and Liferay. Solutions Big Data Solutions Portal Development with MongoDB and Liferay Solutions Introduction Companies have made huge investments in Business Intelligence and analytics to better understand their clients and

More information

Architecting an Industrial Sensor Data Platform for Big Data Analytics: Continued

Architecting an Industrial Sensor Data Platform for Big Data Analytics: Continued Architecting an Industrial Sensor Data Platform for Big Data Analytics: Continued 2 8 10 Issue 1 Welcome From the Gartner Files: Blueprint for Architecting Sensor Data for Big Data Analytics About OSIsoft,

More information

The 3 questions to ask yourself about BIG DATA

The 3 questions to ask yourself about BIG DATA The 3 questions to ask yourself about BIG DATA Do you have a big data problem? Companies looking to tackle big data problems are embarking on a journey that is full of hype, buzz, confusion, and misinformation.

More information

Surfing the Data Tsunami: A New Paradigm for Big Data Processing and Analytics

Surfing the Data Tsunami: A New Paradigm for Big Data Processing and Analytics Surfing the Data Tsunami: A New Paradigm for Big Data Processing and Analytics Dr. Liangxiu Han Future Networks and Distributed Systems Group (FUNDS) School of Computing, Mathematics and Digital Technology,

More information

Composite Data Virtualization Composite Data Virtualization And NOSQL Data Stores

Composite Data Virtualization Composite Data Virtualization And NOSQL Data Stores Composite Data Virtualization Composite Data Virtualization And NOSQL Data Stores Composite Software October 2010 TABLE OF CONTENTS INTRODUCTION... 3 BUSINESS AND IT DRIVERS... 4 NOSQL DATA STORES LANDSCAPE...

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

ESS event: Big Data in Official Statistics. Antonino Virgillito, Istat

ESS event: Big Data in Official Statistics. Antonino Virgillito, Istat ESS event: Big Data in Official Statistics Antonino Virgillito, Istat v erbi v is 1 About me Head of Unit Web and BI Technologies, IT Directorate of Istat Project manager and technical coordinator of Web

More information

THE AGE OF BIG DATA. Chula DataScience

THE AGE OF BIG DATA. Chula DataScience THE AGE OF BIG DATA Asst. Prof. Natawut Nupairoj, Ph.D. Mobile Application and System Services Research Group Department of Computing Engineering Chulalongkorn University natawut.n@chula.ac.th Data is

More information

Big Data Analytics: Today's Gold Rush November 20, 2013

Big Data Analytics: Today's Gold Rush November 20, 2013 Copyright 2013 Vivit Worldwide Big Data Analytics: Today's Gold Rush November 20, 2013 Brought to you by Copyright 2013 Vivit Worldwide Hosted by Bernard Szymczak Vivit Leader Ohio Chapter TQA SIG Copyright

More information

BIG DATA & ANALYTICS. Transforming the business and driving revenue through big data and analytics

BIG DATA & ANALYTICS. Transforming the business and driving revenue through big data and analytics BIG DATA & ANALYTICS Transforming the business and driving revenue through big data and analytics Collection, storage and extraction of business value from data generated from a variety of sources are

More information

Big Data Are You Ready? Thomas Kyte http://asktom.oracle.com

Big Data Are You Ready? Thomas Kyte http://asktom.oracle.com Big Data Are You Ready? Thomas Kyte http://asktom.oracle.com The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated

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

Luncheon Webinar Series May 13, 2013

Luncheon Webinar Series May 13, 2013 Luncheon Webinar Series May 13, 2013 InfoSphere DataStage is Big Data Integration Sponsored By: Presented by : Tony Curcio, InfoSphere Product Management 0 InfoSphere DataStage is Big Data Integration

More information

Big Data: Opportunities & Challenges, Myths & Truths 資 料 來 源 : 台 大 廖 世 偉 教 授 課 程 資 料

Big Data: Opportunities & Challenges, Myths & Truths 資 料 來 源 : 台 大 廖 世 偉 教 授 課 程 資 料 Big Data: Opportunities & Challenges, Myths & Truths 資 料 來 源 : 台 大 廖 世 偉 教 授 課 程 資 料 美 國 13 歲 學 生 用 Big Data 找 出 霸 淩 熱 點 Puri 架 設 網 站 Bullyvention, 藉 由 分 析 Twitter 上 找 出 提 到 跟 霸 凌 相 關 的 詞, 搭 配 地 理 位 置

More information

CISC 432/CMPE 432/CISC 832 Advanced Database Systems

CISC 432/CMPE 432/CISC 832 Advanced Database Systems CISC 432/CMPE 432/CISC 832 Advanced Database Systems Course Info Instructor: Patrick Martin Goodwin Hall 630 613 533 6063 martin@cs.queensu.ca Office Hours: Wednesday 11:00 1:00 or by appointment Schedule:

More information

3rd International Symposium on Big Data and Cloud Computing Challenges (ISBCC-2016) March 10-11, 2016 VIT University, Chennai, India

3rd International Symposium on Big Data and Cloud Computing Challenges (ISBCC-2016) March 10-11, 2016 VIT University, Chennai, India 3rd International Symposium on Big Data and Cloud Computing Challenges (ISBCC-2016) March 10-11, 2016 VIT University, Chennai, India Call for Papers Cloud computing has emerged as a de facto computing

More information

The Principles of the Business Data Lake

The Principles of the Business Data Lake The Principles of the Business Data Lake The Business Data Lake Culture eats Strategy for Breakfast, so said Peter Drucker, elegantly making the point that the hardest thing to change in any organization

More information

A Novel Cloud Based Elastic Framework for Big Data Preprocessing

A Novel Cloud Based Elastic Framework for Big Data Preprocessing School of Systems Engineering A Novel Cloud Based Elastic Framework for Big Data Preprocessing Omer Dawelbeit and Rachel McCrindle October 21, 2014 University of Reading 2008 www.reading.ac.uk Overview

More information

BIRT in the World of Big Data

BIRT in the World of Big Data BIRT in the World of Big Data David Rosenbacher VP Sales Engineering Actuate Corporation 2013 Actuate Customer Days Today s Agenda and Goals Introduction to Big Data Compare with Regular Data Common Approaches

More information

Using Big Data for Smarter Decision Making. Colin White, BI Research July 2011 Sponsored by IBM

Using Big Data for Smarter Decision Making. Colin White, BI Research July 2011 Sponsored by IBM Using Big Data for Smarter Decision Making Colin White, BI Research July 2011 Sponsored by IBM USING BIG DATA FOR SMARTER DECISION MAKING To increase competitiveness, 83% of CIOs have visionary plans that

More information

Hadoop and Data Warehouse Friends, Enemies or Profiteers? What about Real Time?

Hadoop and Data Warehouse Friends, Enemies or Profiteers? What about Real Time? Hadoop and Data Warehouse Friends, Enemies or Profiteers? What about Real Time? Kai Wähner kwaehner@tibco.com @KaiWaehner www.kai-waehner.de Disclaimer! These opinions are my own and do not necessarily

More information

SQL + NOSQL + NEWSQL + REALTIME FOR INVESTMENT BANKS

SQL + NOSQL + NEWSQL + REALTIME FOR INVESTMENT BANKS Enterprise Data Problems in Investment Banks BigData History and Trend Driven by Google CAP Theorem for Distributed Computer System Open Source Building Blocks: Hadoop, Solr, Storm.. 3548 Hypothetical

More information

Big Data, Why All the Buzz? (Abridged) Anita Luthra, February 20, 2014

Big Data, Why All the Buzz? (Abridged) Anita Luthra, February 20, 2014 Big Data, Why All the Buzz? (Abridged) Anita Luthra, February 20, 2014 Defining Big Not Just Massive Data Big data refers to data sets whose size is beyond the ability of typical database software tools

More information

Big Data. White Paper. Big Data Executive Overview WP-BD-10312014-01. Jafar Shunnar & Dan Raver. Page 1 Last Updated 11-10-2014

Big Data. White Paper. Big Data Executive Overview WP-BD-10312014-01. Jafar Shunnar & Dan Raver. Page 1 Last Updated 11-10-2014 White Paper Big Data Executive Overview WP-BD-10312014-01 By Jafar Shunnar & Dan Raver Page 1 Last Updated 11-10-2014 Table of Contents Section 01 Big Data Facts Page 3-4 Section 02 What is Big Data? Page

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

Big Data and its use for Communications Service Providers. IoT, Washington, DC April 9, 2014 Sanjay Mishra

Big Data and its use for Communications Service Providers. IoT, Washington, DC April 9, 2014 Sanjay Mishra Big Data and its use for Communications Service Providers IoT, Washington, DC April 9, 2014 Sanjay Mishra 4/9/2014 IoT, Washington, DC, Big Data & its use for CSP (c) 2014 1 Information and Communications

More information

Big Data for smart infrastructure: London Bridge Station Redevelopment. Sinan Ackigoz & Krishna Kumar 10.09.15 Cambridge, UK

Big Data for smart infrastructure: London Bridge Station Redevelopment. Sinan Ackigoz & Krishna Kumar 10.09.15 Cambridge, UK Big Data for smart infrastructure: London Bridge Station Redevelopment Sinan Ackigoz & Krishna Kumar 10.09.15 Cambridge, UK Redeveloping the redeveloped station 1972 vision 2012 vision 1972 Vision: Two

More information

What happens when Big Data and Master Data come together?

What happens when Big Data and Master Data come together? What happens when Big Data and Master Data come together? Jeremy Pritchard Master Data Management fgdd 1 What is Master Data? Master data is data that is shared by multiple computer systems. The Information

More information

SQL VS. NO-SQL. Adapted Slides from Dr. Jennifer Widom from Stanford

SQL VS. NO-SQL. Adapted Slides from Dr. Jennifer Widom from Stanford SQL VS. NO-SQL Adapted Slides from Dr. Jennifer Widom from Stanford 55 Traditional Databases SQL = Traditional relational DBMS Hugely popular among data analysts Widely adopted for transaction systems

More information

BIG DATA AND THE ENTERPRISE DATA WAREHOUSE WORKSHOP

BIG DATA AND THE ENTERPRISE DATA WAREHOUSE WORKSHOP BIG DATA AND THE ENTERPRISE DATA WAREHOUSE WORKSHOP Business Analytics for All Amsterdam - 2015 Value of Big Data is Being Recognized Executives beginning to see the path from data insights to revenue

More information