Big Data Integrated Media Systems Center h#p://imsc.usc.edu/

Size: px
Start display at page:

Download "Big Data Research @ Integrated Media Systems Center h#p://imsc.usc.edu/"

Transcription

1 Big Data Integrated Media Systems Center h#p://imsc.usc.edu/ Cyrus Shahabi, Ph.D. Professor of Computer Science & Electrical Engineering Director, Integrated Media Systems Center (IMSC) Viterbi School of Engineering University of Southern California Los Angeles, CA

2 OUTLINE IMSC Background & Overview Vision: Geo- Immersion Big Data IMSC Closing Remarks 2

3 IMSC Background One of the 46 exisnng NaNonal Science FoundaNon (NSF) Engineering Research Centers (29 graduated) - Focuses on MulNmedia ERC emphasis: MulNdisciplinary, Industry Presence Founded by Max Nikias in 1996, graduated in 2007, operanng in self- sustained mode. New management, team & vision in July 2010 Current Management Team 3

4 IMSC Vision: Geo- Immersion Real World Remote Sensing: Satellite & Mul<- Spectral Imagery Aerial Sensing: LiDAR, aerial imagery, UAV video Ground Sensing: Traffic loop detectors, CCTV, pollu<on sta<ons People Sensing: smart phones, GPS, naviga<on Blending the real and virtual worlds: Beyond augmented- We fuse geo- data from the same 9me AND space into ac9onable reality, virtual- reality, knowledge. Beyond integranng data and informanon Towards fusion of human behaviors in both worlds Human Body Sensing Virtual World 4

5 Why Big Data? Big Analy<cs Small Files! Big Data Small Analy<cs Machine Learning, Data Mining, etc. Parallel DBs, Cloud, HPC, Distributed Sys, etc. 5

6 Who Big Data? ApplicaNon: Health, TransportaNon, Energy, etc. Machine Learning, Data Mining, etc. Parallel DBs, Cloud, HPC, Distributed Sys, etc. 6

7 OUTLINE IMSC Background & Overview Vision: Geo- Immersion Big Data IMSC Closing Remarks 7

8 Big Data IMSC Intelligent TransportaNon Big data acquisinon, storage and access Intelligent Surveillance Big data analyncs Intelligent Campus Big data collecnon 8

9 Big Data IMSC Intelligent TransportaNon Big data acquisinon, storage and access Intelligent Surveillance Big data analyncs Intelligent Campus Big data collecnon Prof. James Moore (VSoE) Prof. Genevieve Giuliano (Price School of Policy) Prof. Marlon Boarnet (Price School of Policy) Prof. Hamid Nazerzadeh (Marshall School of Bus.) USC Stevens 9

10 PROBLEM Intelligent TransportaNon Traffic congesnon is a $87.2 billion annual drain on the U.S. economy 1 : 4.2 billion lost hours (one work week for every traveler) billion gallons of wasted fuel (three weeks worth of gas for every traveler) 1 1 Texas TransportaNon InsNtute Urban Mobility Report, 2007 data LocaNon data could save consumers worldwide more than CongesNon costs $713 $600 per commuter billion annually per by year, in extra fuel and wasted Nme: The biggest Los Angeles single 64 hrs, consumer $1,334 benefit will be from Nme and fuel savings San from Francisco locanon- based 50 hrs, $1,019 services tapping into real- Nme traffic and Chicago weather 51 hrs, $1,568 data that help drivers avoid congesnon Washington 74 hrs, $1,495 and suggest alternanve routes. 10

11 Traffic An Data Exclusive Lifecycle: Contract Data Aggregator w LA- Metro Data Type Sample XML File Size (in KB) Variety (gps, video, loop Cycle Duration (in seconds) Minute (in KB) Hourly (in KB) Daily (in KB) Annual (in KB) 3 Years (in KB) sensor, events) bus_mta_inv2.xml , , bus_mta_rt2.xml , , ,882, ,646, cctv_inv.xml , , cms_inv.xml , , cms_rt.xml , , ,183, ,549, event_d7.xml , ,625, ,875, rail_mta_inv.xml , rail_rt.xml , ,204, ,614, rms_inv.xml , , rms_rt.xml , ,423, ,713, ,559,139, signal_inv.xml , , ,294, signal_rt.xml , , ,061, ,847,308, ,541,926, tt_d7_inv.xml , , tt_d7_rt.xml , , ,891, ,673, vds_art_d7_inv.xml , , Velocity vds_art_d7_rt.xml , , ,652, ,956, vds_art_ladot_inv.xml , , ,779, vds_art_ladot_rt.xml , ,395, ,306, ,527,919, vds_fr_d7_inv.xml , ,047, vds_fr_d7_rt.xml , ,039, ,483, ,138,449, Total KB from XML data , , ,057, ,670,968, ,012,906, Volume 11

12 TransDec: Big data acquisinon, storage & access Input Traffic Data Data Processing Storage Retrieval, Analysis &VisualizaNon Sensor 4 46 MB/min MB/min TB/Year Sensor 3 Sensor 2 Highway (4313) Arterial (4780) Real- <me Queries & Bus & Rail (2000) Data Cleansing Ramp meter Events & CMS (800/day) Spa<otemporal Indexing Sensor 1 Event LocaNon E.g., Accident impact analysis & predic<on 12

13 Technology Transfer: ClearPath 3 Pending Patents! 13

14 Google OpNon #1 8:00 AM Thursday Source: W Washington Blvd & Beethoven St Des<na<on: USC 14

15 Google OpNon #2 8:00 AM Thursday Source: W Washington Blvd & Beethoven St Des<na<on: USC 15

16 Google OpNon #3 8:00 AM Thursday Source: W Washington Blvd & Beethoven St Des<na<on: USC 16

17 ClearPath 8:00 AM Thursday Source: W Washington Blvd & Beethoven St Des<na<on: USC 17

18 Sample 2012 Research Result Sensor Data AnalyNcs B. Pan, U. Demiryurek, and C. Shahabi, UNlizing Real- World TransportaNon Data for Accurate Traffic PredicNon, IEEE Interna9onal Conference on Data Mining (ICDM), Brussels, Belgium, December 2012 Machine Learning, Data Mining, etc. 18

19 VOA: March 6, 2013 hop://www.voanews.com/content/traffic- technology- clearpath/ html 19

20 Big Data IMSC Intelligent TransportaNon Big data acquisinon, storage and access Intelligent Surveillance Big data analyncs Intelligent Campus Big data collecnon Prof. Gerard Medioni (VSoE) Prof. Ram NevaNa (VSoE) Prof. Antonio Ortega (VSoE) Prof. Yan Liu (VSoE) Prof Jon Taplin (Annenberg School of Comm) Prof. Carolee Winstein (Keck School of Medicine) Prof. Murali Annavaram (VSoE) USC DPS, CREATE, CTSI, CiSoq, AMI 20

21 Intelligent Surveillance Janus: SpaNotemporal fusion of unstructured intelligence 21

22 Video AnalyNcs at Scale Face detecnon & recogninon Event detecnon (e.g., abandoned bag) UNlizing Intel Viewmont co- processor for real- Nme analysis 22

23 Text AnalyNcs (Tech Transfer) With Prof. Craig Knoblock (ISI) 23

24 iwatch Health Monitoring and EvaluaNon of Parkinson's Disease PaNent Performance using Kinect Data CollecNon: Provides data sense and communicanon capabilines that enables real- Nme data acquisinon in various selected modalines Denoise: Remove noise from the raw data ClassificaNon: Define and classify the performance of the panent User Interface: Enables efficient management of the panent performance 24

25 (2) Kinect sensors + 1 digital camera skeleton data has 15 features Principle Component Analysis 25

26 Sample 2012 Research Result Human AcNviNes AnalyNcs H. Shirani- Mehr, F. Banaei- Kashani, and C. Shahabi, Efficient Reachability Query EvaluaNon in Large SpaNotemporal Contact Datasets, 38th Interna9onal Conference on Very Large Databases (VLDB), Istanbul, Turkey, August Parallel DBs, Cloud, HPC, Distributed Sys, etc. 26

27 Big Data IMSC Intelligent TransportaNon Big data acquisinon, storage and access Intelligent Surveillance Big data analyncs Intelligent Campus Big data collecnon Prof. Burcin Becerik- Gerber (VSoE) Prof. Bhaskar Krishnamachari (VSoE) Prof. Dennis McLeod (VSoE) Prof. François Bar (Annenberg School of Comm) Prof. Nonny De La Pena (School of CinemaNc Arts) 27

28 Crowdsourcing Geo- Crowdsourcing Outsourcing a set of tasks to a set of worker (e.g., Amazon Mechanical Turk) SpaNal Crowdsourcing Crowdsourcing a set of spa9al tasks to a set of workers SpaNal task: task related to a locanon Workers can perform the spanal tasks by physically traveling to the locanons of tasks E.g., take a picture of Tommy- Trojan before the USC- UCLA game 28

29 IMSC Worker GeoCrowd Requester In Collabora9on w Prof. Zimmermann, NUS SpaNal Crowdsourcing Server (SC- server) 29

30 PBS NEWSHOUR InauguraNon Coverage with IMSC GeoCrowd 15 journalism students cover the streets of Washington DC during the event using Android phones 30

31 AutomaNc Panoramic Picture GeneraNon 31

32 Sample 2012 Research Result SpaNal Crowdsourcing L. Kazemi and C. Shahabi, GeoCrowd: Enabling Query Answering with SpaNal Crowdsourcing, ACM SIGSPATIAL GIS, Redondo Beach, CA, November ApplicaNon: Health, TransportaNon, Energy, etc. 32

33 Big Data IMSC Intelligent TransportaNon Big data acquisinon, storage and access Intelligent Surveillance Big data analyncs Intelligent Campus Big data collecnon MediaQ 33

34 Unmet Need Smartphones can capture high resolunon imagery & video limited storage on the phone (e.g., 64 GB on MicroSD card), unreliable (e.g., lost phone, broken phone) Need for a reliable searchable backend storage solunon E.g., drop- box, Google docs, icloud are very difficult to search as they are file- based systems Users need to be able to share their pictures and videos E.g., media outlets buying image/video coverage of an event from willing parncipants that happen to be in the area, etc. 34

35 MediaQ Keyword search Map- based search Search results With accuracy ranng Time Slider 35 People Search

36 Real- World ApplicaNons: Real Systems: TransportaNon TransDec Security, Health, Energy Janus Social, Urban Real Research: IEEE ICDM 12 (SIGKDD) VLDB 12 (SIGMOD) BigData is REAL! Not a toy problem! GeoCrowd CommercializaNon: ClearPath Geosemble ACMGIS 12 (SIGSPATIAL) MediaQ 36

37 OUTLINE IMSC Background & Overview Vision: Geo- Immersion Big Data IMSC Closing Remarks 37

38 Research Influence 38

39 EducaNon 39

40 InternaNonal CollaboraNon Namseoul University, Korea (Christy Shin) Media Management Research Lab, NUS, Singapore (Roger Zimmermann) Civil and Environmental Engineering, Technion, Israel (Barak Fishbain) Tsinghua University, China (Lin Zhang, Yunhao Liu) Touch Center, NCKU, Taiwan (Kevin Yang) InsNtute of InformaNon Systems and ApplicaNons, NTHU, Taiwan (Von- Wun Soo, Yi- Shin Chen) Hong Kong University of Science & Technology (Lei Chen, Dimitris Papadias) 40

41 In the News 41

42 IMSC Advisory Board 27 Members from Academia, Government & Industry Government: NGA (1) Academia (7) UCSB, UMN, UI, UCB, UCI, Tsinghua, NSU, Tokyo U., RAND Industry (19) BAE (1) Chevron (1) Facebook (1) Google (2) HP (1) IBM (1) Intel (2) Microsoq (2) NEC (1) Northrop Grumman (2) Oracle (2) Samsung (1) 42

43 Industry Sponsorship Status Intel Chevron Microsoq Google HP Labs NGC IBM Qualcomm Vizio Samsung Oracle BAE Facebook ESRI Navteq NEC Amount Raised Year- 1 Year- 2 Year- 3 43

44 IMSC Value Add to its Partners Our vision, expernse, background & experience in Fundamental and applied research MulNdisciplinary research Integrated system development Our test- beds Government/Federal customers Industry Partners Global Reach EducaNonal Presence 44

45 QuesNons? 45

Archiving and Sharing Big Data Digital Repositories, Libraries, Cloud Storage

Archiving and Sharing Big Data Digital Repositories, Libraries, Cloud Storage Archiving and Sharing Big Data Digital Repositories, Libraries, Cloud Storage Cyrus Shahabi, Ph.D. Professor of Computer Science & Electrical Engineering Director, Integrated Media Systems Center (IMSC)

More information

Discover Viterbi: Cyber Security Engineering & Informatics Programs

Discover Viterbi: Cyber Security Engineering & Informatics Programs Discover Viterbi: Cyber Security Engineering & Informatics Programs Professor Cyrus Shahabi Professor Clifford Neuman Meghan Balding Graduate & Professional Programs November 11, 2015 WebEx Quick Facts

More information

A Benchmark to Evaluate Mobile Video Upload to Cloud Infrastructures

A Benchmark to Evaluate Mobile Video Upload to Cloud Infrastructures A Benchmark to Evaluate Mobile Video Upload to Cloud Infrastructures Afsin Akdogan, Hien To, Seon Ho Kim and Cyrus Shahabi Integrated Media Systems Center University of Southern California, Los Angeles,

More information

Geospatial Data Integration

Geospatial Data Integration Geospatial Data Integration 1. Research Team Project Leader: Other Faculty: Post Doc(s): Graduate Students: Industrial Partner(s): Prof. Craig Knoblock, Computer Science Prof. Cyrus Shahabi, Computer Science

More information

Context-Aware Online Traffic Prediction

Context-Aware Online Traffic Prediction Context-Aware Online Traffic Prediction Jie Xu, Dingxiong Deng, Ugur Demiryurek, Cyrus Shahabi, Mihaela van der Schaar University of California, Los Angeles University of Southern California J. Xu, D.

More information

Veracity in Big Data Reliability of Routes

Veracity in Big Data Reliability of Routes Veracity in Big Data Reliability of Routes Dr. Tobias Emrich Post-Doctoral Scholar Integrated Media Systems Center (IMSC) Viterbi School of Engineering University of Southern California Los Angeles, CA

More information

Mr. Jay Arnold, Magnolia River Mr. Richard Vincent, McKim & Creed

Mr. Jay Arnold, Magnolia River Mr. Richard Vincent, McKim & Creed Mr. Jay Arnold, Magnolia River Mr. Richard Vincent, McKim & Creed Why Change? Electric Utility Safety and Reliability NERC FAC- 008 and FAC-003 As Built Infrastructure monitor vegetation annual requirement

More information

Discover Viterbi: Computer Science

Discover Viterbi: Computer Science Discover Viterbi: Computer Science Gaurav S. Sukhatme Professor and Chairman USC Computer Science Department Meghan Balding Graduate & Professional Programs November 2, 2015 WebEx Quick Facts Will I be

More information

LINNA LI Research Interests Education Appointments

LINNA LI Research Interests Education Appointments LINNA LI Department of Geography California State University, Long Beach 1250 Bellflower Blvd. Long Beach, CA, USA 90840 Telephone: 562-985-4454 Fax: 562-985-8993 E-mail: linna.li@csulb.edu Research Interests

More information

10/14/11. Big data in science Application to large scale physical systems

10/14/11. Big data in science Application to large scale physical systems Big data in science Application to large scale physical systems Large scale physical systems Large scale systems with spatio-temporal dynamics Propagation of pollutants in air, Water distribution networks,

More information

Craig McWilliams Craig Burrell. Bringing Smarter, Safer Transport to NZ

Craig McWilliams Craig Burrell. Bringing Smarter, Safer Transport to NZ Craig McWilliams Craig Burrell Bringing Smarter, Safer Transport to NZ World Class Transport. Smarter, Stronger, Safer. Bringing Smarter Safer Transport to NZ Craig Burrell Infrastructure Advisory Director

More information

Use of GIS in Planning and Asset Management

Use of GIS in Planning and Asset Management Use of GIS in Planning and Asset Management Technology Developments and Practical Uses Jay Adams Oklahoma DOT Pam Jurney Cross Timbers Consulting GIS Is Evolving Rapidly Millions Organizations 100 s

More information

Advanced Traffic Management Systems

Advanced Traffic Management Systems T2+2 Market Overview Advanced Traffic Management Systems March 4, 2009 Foresight Science & Technology, 430 Angell St., Providence, RI 02906 Voice: 401-273-4844; Fax: 401-273-4744; Web: http://www.foresightst.com/

More information

Discover Viterbi: New Programs in Computer Science

Discover Viterbi: New Programs in Computer Science Discover Viterbi: New Programs in Computer Science Gaurav S. Sukhatme Professor and Chairman USC Computer Science Department Meghan McKenna Balding Graduate & Professional Programs April 23, 2013 WebEx

More information

Large Scale Spatial Data Management on Mobile Phone data set Using Exploratory Data Analysis

Large Scale Spatial Data Management on Mobile Phone data set Using Exploratory Data Analysis Large Scale Spatial Data Management on Mobile Phone data set Using Exploratory Data Analysis K.S.Pandiyan, Dr.S.Sivakumar Research scholar, Professor, Department of Geology, Anna University, Chennai Abstract

More information

Auto Insurance in the Era of Autonomous Vehicles

Auto Insurance in the Era of Autonomous Vehicles Auto Insurance in the Era of Autonomous Vehicles 24 th Annual Insurance Issues Conference Automobile Insurance in the Era of Autonomous Vehicles KPMG U.S. recently published two documents on Automobile

More information

Tutorial: Big Data Algorithms and Applications Under Hadoop KUNPENG ZHANG SIDDHARTHA BHATTACHARYYA

Tutorial: Big Data Algorithms and Applications Under Hadoop KUNPENG ZHANG SIDDHARTHA BHATTACHARYYA Tutorial: Big Data Algorithms and Applications Under Hadoop KUNPENG ZHANG SIDDHARTHA BHATTACHARYYA http://kzhang6.people.uic.edu/tutorial/amcis2014.html August 7, 2014 Schedule I. Introduction to big data

More information

Unlocking the Intelligence in. Big Data. Ron Kasabian General Manager Big Data Solutions Intel Corporation

Unlocking the Intelligence in. Big Data. Ron Kasabian General Manager Big Data Solutions Intel Corporation Unlocking the Intelligence in Big Data Ron Kasabian General Manager Big Data Solutions Intel Corporation Volume & Type of Data What s Driving Big Data? 10X Data growth by 2016 90% unstructured 1 Lower

More information

Smart Cities & Integrated Corridors: from Automation to Optimization

Smart Cities & Integrated Corridors: from Automation to Optimization Smart Cities & Integrated Corridors: from Automation to Optimization Presentation to the National Rural ITS Conference August 28, 2013 Cary Vick, Director of Business Development; Smart Mobility for Smart

More information

Crowdsourcing and Cloud Computing Towards Trustful Pavement Condition Ranking

Crowdsourcing and Cloud Computing Towards Trustful Pavement Condition Ranking Crowdsourcing and Cloud Computing Towards Trustful Pavement Condition Ranking ZhiQiang Chen, PhD Assistant professor of civil and computer engineering University of Missouri, Kansas City; Email: chenzhiq@umkc.edu

More information

Public Sector Solutions

Public Sector Solutions Public Sector Solutions The New Jersey DOT Command Center uses INRIX real-time data and analytics to monitor congestion and deploy resources proactively to manage traffic flow and inform travelers. INRIX

More information

Doppler Traffic Flow Sensor For Traveler Information Systems. October, 2007 1

Doppler Traffic Flow Sensor For Traveler Information Systems. October, 2007 1 Doppler Traffic Flow Sensor For Traveler Information Systems October, 2007 1 Traffic congestion costs $70B a year Road construction can t keep up with demand Congestion spreading to smaller cities Many

More information

Smart traffic for Guadalajara City: crowdsourcing, analytics and forecasting for commuting time optimization

Smart traffic for Guadalajara City: crowdsourcing, analytics and forecasting for commuting time optimization Information Technologies PhD Research Center Smart traffic for Guadalajara City: crowdsourcing, analytics and forecasting for commuting time optimization Victor M. LARIOS-ROSILLO vmlarios@cucea.udg.mx

More information

Big Data in Transportation Engineering

Big Data in Transportation Engineering Big Data in Transportation Engineering Nii Attoh-Okine Professor Department of Civil and Environmental Engineering University of Delaware, Newark, DE, USA Email: okine@udel.edu IEEE Workshop on Large Data

More information

Next Gen Platform: Team & Mentor Guide

Next Gen Platform: Team & Mentor Guide Next Gen Platform: Team & Mentor Guide 1 Introduction For the 2015-2016 season, the FIRST Tech Challenge (FTC) will be adopting a new controller for its robot competitions. The new platform, which will

More information

Fall 2013 HDMA Lightning Talks (Oct. 30, 2013)

Fall 2013 HDMA Lightning Talks (Oct. 30, 2013) Fall 2013 HDMA Lightning Talks (Oct. 30, 2013) Spatial Science Human Dynamics Mobile Technology 1. Dr. Ming-Hsiang Tsou (Geography): The vision of Human Dynamics in the Mobile Age (HDMA) and NIH Big Data

More information

Geospatially Enabling the World: The Convergence of Geospatial and Architectural and Engineering Design

Geospatially Enabling the World: The Convergence of Geospatial and Architectural and Engineering Design Geospatially Enabling the World: The Convergence of Geospatial and Architectural and Engineering Design Geoff Zeiss Director of Technology Autodesk Map Middle East Dubai 2007 1 Overview Geospatial inflection

More information

Vision Based Parking Lot Monitoring: Available Parking Spaces Information

Vision Based Parking Lot Monitoring: Available Parking Spaces Information Vision Based Parking Lot Monitoring: Available Parking Spaces Information Leonard Yoon University of California, San Diego Department of Electrical & Computer Engineering lyoon@ucsd.edu Kyumin Cho University

More information

FINAL REPORT DEVELOPMENT OF CONGESTION PERFORMANCE MEASURES USING ITS INFORMATION. Sarah B. Medley Graduate Research Assistant

FINAL REPORT DEVELOPMENT OF CONGESTION PERFORMANCE MEASURES USING ITS INFORMATION. Sarah B. Medley Graduate Research Assistant FINAL REPORT DEVELOPMENT OF CONGESTION PERFORMANCE MEASURES USING ITS INFORMATION Sarah B. Medley Graduate Research Assistant Michael J. Demetsky, Ph.D., P.E. Faculty Research Scientist and Professor of

More information

Distance Education Network

Distance Education Network Distance Education Network Viterbi School of Engineering University of Southern California Spring 2013 WebEx Quick Facts Will I be able to get a copy of the slides after the presentation? YES! How can

More information

Viterbi School of Engineering University of Southern California Spring 2015

Viterbi School of Engineering University of Southern California Spring 2015 DEN@Viterbi Viterbi School of Engineering University of Southern California Spring 2015 WebEx Quick Facts Will I be able to get a copy of the slides after the presentation? YES! How can I ask a question

More information

CUSTOMER EXPERIENCE TECHNOLOGY IMPROVEMENTS RECEIVE AND FILE STATUS REPORT

CUSTOMER EXPERIENCE TECHNOLOGY IMPROVEMENTS RECEIVE AND FILE STATUS REPORT ----~ -- - One Gateway Plaza Los Angeles, CA 90012-2952 41 EXECUTIVE MANAGEMENT COMMITTEE FEBRUARY 19, 2015 SUBJECT: ACTION: CUSTOMER EXPERIENCE TECHNOLOGY IMPROVEMENTS RECEIVE AND FILE STATUS REPORT RECOMMENDATION

More information

Distance Education Network

Distance Education Network Distance Education Network Viterbi School of Engineering University of Southern California Fall 2012 WebEx Quick Facts Will I be able to get a copy of the slides after the presentation? YES! How can I

More information

2013 AWS Worldwide Public Sector Summit Washington, D.C.

2013 AWS Worldwide Public Sector Summit Washington, D.C. Washington, D.C. Welcome to the AWS Cloud Steve Halliwell General Manager, State, Local & Education What is Amazon Web Services? Deployment & Administration Application Services Compute Storage Database

More information

User Modeling in Big Data. Qiang Yang, Huawei Noah s Ark Lab and Hong Kong University of Science and Technology 杨 强, 华 为 诺 亚 方 舟 实 验 室, 香 港 科 大

User Modeling in Big Data. Qiang Yang, Huawei Noah s Ark Lab and Hong Kong University of Science and Technology 杨 强, 华 为 诺 亚 方 舟 实 验 室, 香 港 科 大 User Modeling in Big Data Qiang Yang, Huawei Noah s Ark Lab and Hong Kong University of Science and Technology 杨 强, 华 为 诺 亚 方 舟 实 验 室, 香 港 科 大 Who we are: Noah s Ark LAB Have you watched the movie 2012?

More information

Visualize your World. Democratization i of Geographic Data

Visualize your World. Democratization i of Geographic Data Visualize your World Democratization i of Geographic Data Session Agenda Google GEO Solutions - More than just a Map Enabling our Government Customers- Examples Summary & Invite to Learn More About Google

More information

Smart City Australia

Smart City Australia Smart City Australia Slaven Marusic Department of Electrical and Electronic Engineering The University of Melbourne, Australia ARC Research Network on Intelligent Sensors, Sensor Networks and Information

More information

Will I be able to get a copy of the slides after the presentation? How can I ask a question during the info session?

Will I be able to get a copy of the slides after the presentation? How can I ask a question during the info session? WebEx Quick Facts Will I be able to get a copy of the slides after the presentation? How can I ask a question during the info session? UsetheChatpaneltotherightofyourscreen.Youwillbeableto sendamessagetothepanelists

More information

Viterbi School of Engineering University of Southern California Fall 2015

Viterbi School of Engineering University of Southern California Fall 2015 DEN@Viterbi Viterbi School of Engineering University of Southern California Fall 2015 WebEx Quick Facts Will I be able to get a copy of the slides after the presentation? YES! How can I ask a question

More information

Discover Viterbi: Petroleum Engineering

Discover Viterbi: Petroleum Engineering Discover Viterbi: Petroleum Engineering Professor Iraj Ershaghi, Director of Petroleum Engineering Program Mork Family Department of Chemical Engineering & Materials Science Meghan Balding Graduate & Professional

More information

Big Data Analytics in Mobile Environments

Big Data Analytics in Mobile Environments 1 Big Data Analytics in Mobile Environments 熊 辉 教 授 罗 格 斯 - 新 泽 西 州 立 大 学 2012-10-2 Rutgers, the State University of New Jersey Why big data: historical view? Productivity versus Complexity (interrelatedness,

More information

Security Benefits of Cloud Computing

Security Benefits of Cloud Computing Security Benefits of Cloud Computing FELICIAN ALECU Economy Informatics Department Academy of Economic Studies Bucharest ROMANIA e-mail: alecu.felician@ie.ase.ro Abstract: The nature of the Internet is

More information

Dr. John E. Kelly III Senior Vice President, Director of Research. Differentiating IBM: Research

Dr. John E. Kelly III Senior Vice President, Director of Research. Differentiating IBM: Research Dr. John E. Kelly III Senior Vice President, Director of Research Differentiating IBM: Research IBM Research Priorities Impact on IBM and the Marketplace Globalization and Leverage Balanced Research Agenda

More information

Why Great Universities Matter to Dallas and to Texas

Why Great Universities Matter to Dallas and to Texas Why Great Universities Matter to Dallas and to Texas Great Universities Are a Critical Element to Great Cities and States I m Not Talking about Wonderful Undergraduate Educational Institutions I m Talking

More information

LACMTA Regional Integration of Intelligent Transportation Systems (RIITS)

LACMTA Regional Integration of Intelligent Transportation Systems (RIITS) LACMTA Regional Integration of Intelligent Transportation Systems (RIITS) INTEGRATION INSTRUCTIONS Version 1.0 Prepared by: National Engineering Technology Corporation 14320 Firestone Blvd, Suite 100 La

More information

BigData at UI CS. Hasan Jamil Department of Computer Science University of Idaho

BigData at UI CS. Hasan Jamil Department of Computer Science University of Idaho BigData at UI CS Hasan Jamil Department of Computer Science University of Idaho BigData Four Vs of BigData Volume: Unprecedented size 40 zecabytes by 2020; 2.5 quinjllion bytes each day; 100 terabytes

More information

Application of GIS Analyzes with Cloud Computing

Application of GIS Analyzes with Cloud Computing ion of GIS Analyzes with Cloud Computing Sevket BEDIROGLU, Volkan YILDIRIM and Selcuk ERBAS (Turkey) Key words: GIS, Cloud Computing, Spatial Cloud Computing SUMMARY Usage of Cloud Computing (CC) has been

More information

Discover Viterbi: Petroleum Engineering

Discover Viterbi: Petroleum Engineering Discover Viterbi: Petroleum Engineering Professor Iraj Ershaghi, Director of Petroleum Engineering Program Mork Family Department of Chemical Engineering & Materials Science Meghan Balding Graduate & Professional

More information

Autonomy Consolidated Archive

Autonomy Consolidated Archive Autonomy Consolidated Archive Dennis Wild Director SME, Information Governance and Archiving POWER PROTECT PROMOTE Meaning-Based Governance Files IM Audio Email Social Video SharePoint Archiving = Gain

More information

HOT CONSUMER TRENDS 2016. Ericsson ConsumerLab

HOT CONSUMER TRENDS 2016. Ericsson ConsumerLab HOT CONSUMER TRENDS 2016 Ericsson ConsumerLab 1. The Lifestyle Network Effect More people are benefitting from a wider network of consumers, with 4 out of 5 experiencing a lifestyle network effect when

More information

Research at the Department of Computer Science and Software Engineering. Professor Yong Yue BEng, PhD, CEng, FIET, FIMechE 17 October 2014

Research at the Department of Computer Science and Software Engineering. Professor Yong Yue BEng, PhD, CEng, FIET, FIMechE 17 October 2014 Research at the Department of Computer Science and Software Engineering Professor Yong Yue BEng, PhD, CEng, FIET, FIMechE 17 October 2014 Research Areas Ar%ficial intelligence Robo%cs Data mining Image

More information

Big Data and Analytics: Getting Started with ArcGIS. Mike Park Erik Hoel

Big Data and Analytics: Getting Started with ArcGIS. Mike Park Erik Hoel Big Data and Analytics: Getting Started with ArcGIS Mike Park Erik Hoel Agenda Overview of big data Distributed computation User experience Data management Big data What is it? Big Data is a loosely defined

More information

Big Data. What is Big Data? Over the past years. Big Data. Big Data: Introduction and Applications

Big Data. What is Big Data? Over the past years. Big Data. Big Data: Introduction and Applications Big Data Big Data: Introduction and Applications August 20, 2015 HKU-HKJC ExCEL3 Seminar Michael Chau, Associate Professor School of Business, The University of Hong Kong Ample opportunities for business

More information

Real-Time Traffic Video Analysis Using Intel Viewmont Coprocessor

Real-Time Traffic Video Analysis Using Intel Viewmont Coprocessor Real-Time Traffic Video Analysis Using Intel Viewmont Coprocessor Seon Ho Kim 1, Junyuan Shi 2, Abdullah Alfarrarjeh 3, Daru Xu 2, Yuwei Tan 3, and Cyrus Shahabi 1,2,3 1 Integrated Media Systems Center,

More information

Android Based Healthcare System Using Augmented Reality

Android Based Healthcare System Using Augmented Reality Android Based Healthcare System Using Augmented Reality Vaishnavi Chidgopkar 1, Raksha Shelar 2, Shweta Patil 3 1,2,3 Department of Computer Engineering, Padmashree. Dr. D. Y. Patil Institute of Engineering

More information

Master s and Professional Programs Viterbi School of Engineering University of Southern California

Master s and Professional Programs Viterbi School of Engineering University of Southern California Master s and Professional Programs Viterbi School of Engineering University of Southern California USC VITERBI SCHOOL OF ENGINEERING USC is a private institution, founded in 1880 37,000 students 8 Engineering

More information

Technologies Enabling the Evolution of a Smart City. Brad Schmidt, Intergraph Canada

Technologies Enabling the Evolution of a Smart City. Brad Schmidt, Intergraph Canada Technologies Enabling the Evolution of a Smart City Brad Schmidt, Intergraph Canada AGENDA The Smart City Key Challenges Facing Cities Technology Challenges Smart Sensor Integration Smart Apps Smart Data

More information

Development of a Service Robot System for a Remote Child Monitoring Platform

Development of a Service Robot System for a Remote Child Monitoring Platform , pp.153-162 http://dx.doi.org/10.14257/ijsh.2014.8.5.14 Development of a Service Robot System for a Remote Child Monitoring Platform Taewoo Han 1 and Yong-Ho Seo 2, * 1 Department of Game and Multimedia,

More information

Traffic Estimation and Least Congested Alternate Route Finding Using GPS and Non GPS Vehicles through Real Time Data on Indian Roads

Traffic Estimation and Least Congested Alternate Route Finding Using GPS and Non GPS Vehicles through Real Time Data on Indian Roads Traffic Estimation and Least Congested Alternate Route Finding Using GPS and Non GPS Vehicles through Real Time Data on Indian Roads Prof. D. N. Rewadkar, Pavitra Mangesh Ratnaparkhi Head of Dept. Information

More information

The Geography of Foreign Students in U.S. Higher Education: Origins and Destinations. Neil G. Ruiz, The Brookings Institution, January 27, 2015

The Geography of Foreign Students in U.S. Higher Education: Origins and Destinations. Neil G. Ruiz, The Brookings Institution, January 27, 2015 The Geography of Foreign Students in U.S. Higher Education: Origins and Destinations Neil G. Ruiz, The Brookings Institution, January 27, 2015 The U.S. is the global hub for higher education, receiving

More information

RESEARCH INTERESTS Modeling and Simulation, Complex Systems, Biofabrication, Bioinformatics

RESEARCH INTERESTS Modeling and Simulation, Complex Systems, Biofabrication, Bioinformatics FENG GU Assistant Professor of Computer Science College of Staten Island, City University of New York 2800 Victory Boulevard, Staten Island, NY 10314 Doctoral Faculty of Computer Science Graduate Center

More information

UCLA School of Public Health Executive Education Programs

UCLA School of Public Health Executive Education Programs Marketing Overview 1 P age Marketing Campaign Channels and Reach Media Channel Frequency/Media Type Audience/Target Reach (per ad) Los Angeles Business Journal Weekly/Print Los Angeles/ Business/ College

More information

Big Data: Using ArcGIS with Apache Hadoop

Big Data: Using ArcGIS with Apache Hadoop 2013 Esri International User Conference July 8 12, 2013 San Diego, California Technical Workshop Big Data: Using ArcGIS with Apache Hadoop David Kaiser Erik Hoel Offering 1330 Esri UC2013. Technical Workshop.

More information

Dynamically Composing Web Services from On-line Sources

Dynamically Composing Web Services from On-line Sources Dynamically Composing Web Services from On-line Sources Snehal Thakkar, Craig A. Knoblock, Jose Luis Ambite, Cyrus Shahabi University of Southern California Information Sciences Institute 4676 Admiralty

More information

Industry Leaders Rally to Modernize Passenger and Freight Railroad Systems

Industry Leaders Rally to Modernize Passenger and Freight Railroad Systems Industry Leaders Rally to Modernize Passenger and Freight Railroad Systems ARMONK, N.Y., and BEIJING, June 11 /PRNewswire-FirstCall/ -- Today IBM (NYSE: _IBM_

More information

January 2016. Pragati Maidan New Delhi, India. Digital India. International Exhibition & Conference

January 2016. Pragati Maidan New Delhi, India. Digital India. International Exhibition & Conference Exhibitions India Group ISO 9001:2008 & ISO 14001:2004 20 21 22 January 2016 Pragati Maidan New Delhi, India 24 th Digital India 6 International Exhibition & Conference Broadband Satellite TV Digital Homes

More information

Keston Family Chair, Global Real Estate

Keston Family Chair, Global Real Estate Keston Family Chair, Global Real Estate Sol Price School of Public Policy and Marshall School of Business November 2013 Introduction The University of Southern California (USC) invites nominations and

More information

A New Era Of Analytic

A New Era Of Analytic Penang egovernment Seminar 2014 A New Era Of Analytic Megat Anuar Idris Head, Project Delivery, Business Analytics & Big Data Agenda Overview of Big Data Case Studies on Big Data Big Data Technology Readiness

More information

Chapter 6. Foundations of Business Intelligence: Databases and Information Management

Chapter 6. Foundations of Business Intelligence: Databases and Information Management Chapter 6 Foundations of Business Intelligence: Databases and Information Management VIDEO CASES Case 1a: City of Dubuque Uses Cloud Computing and Sensors to Build a Smarter, Sustainable City Case 1b:

More information

SPOT Satellite Earth Observation System Presentation to the JACIE Civil Commercial Imagery Evaluation Workshop March 2007

SPOT Satellite Earth Observation System Presentation to the JACIE Civil Commercial Imagery Evaluation Workshop March 2007 SPOT Satellite Earth Observation System Presentation to the JACIE Civil Commercial Imagery Evaluation Workshop March 2007 Topics Presented Quick summary of system characteristics Formosat-2 Satellite Archive

More information

GNSS Scenario. By Dr Ashok Kaushal. GNSS scenario in India in India. 05/08/2007 Slide No.: 1

GNSS Scenario. By Dr Ashok Kaushal. GNSS scenario in India in India. 05/08/2007 Slide No.: 1 GNSS Scenario in India By Dr Ashok Kaushal ASL 1 Advanced Systems Pvt. Aerospace Ltd., Systems Bangalore Pvt. Ltd. Slide No.: 1 Content Introduction Significance of Location Trends G 3 perspective Location

More information

Use of a Web-Based GIS for Real-Time Traffic Information Fusion and Presentation over the Internet

Use of a Web-Based GIS for Real-Time Traffic Information Fusion and Presentation over the Internet Use of a Web-Based GIS for Real-Time Traffic Information Fusion and Presentation over the Internet SUMMARY Dimitris Kotzinos 1, Poulicos Prastacos 2 1 Department of Computer Science, University of Crete

More information

A smart mobile fare collection system for public transit

A smart mobile fare collection system for public transit A smart mobile fare collection system for public transit A W A R D S Powerful Answers Award HopOn s Unique Solution HopOn is a unique solution that can be easily integrated in every form of public transit:

More information

GTC Presentation March 19, 2013. Copyright 2012 Penguin Computing, Inc. All rights reserved

GTC Presentation March 19, 2013. Copyright 2012 Penguin Computing, Inc. All rights reserved GTC Presentation March 19, 2013 Copyright 2012 Penguin Computing, Inc. All rights reserved Session S3552 Room 113 S3552 - Using Tesla GPUs, Reality Server and Penguin Computing's Cloud for Visualizing

More information

IT and Outsourcing. Module 4. Cynthia L. Tomovic, Ph.D., Editor. Research Assistants

IT and Outsourcing. Module 4. Cynthia L. Tomovic, Ph.D., Editor. Research Assistants IT and Outsourcing Module 4 Cynthia L. Tomovic, Ph.D., Editor Jason Ford, Dan Fichtelman, Lauren Schroeder, Josh Shirar Research Assistants Purdue University Discovery Park Center for Advanced Manufacturing

More information

Discover Viterbi: Construction Management Professor Hank Koffman, PE

Discover Viterbi: Construction Management Professor Hank Koffman, PE Discover Viterbi: Construction Management Professor Hank Koffman, PE TUESDAY, MARCH 11, 2014 WebEx Quick Facts Will I be able to get a copy of the slides after the presentation? YES! How can I ask a question

More information

CELL PHONE TRACKING. Index. Purpose. Description. Relevance for Large Scale Events. Options. Technologies. Impacts. Integration potential

CELL PHONE TRACKING. Index. Purpose. Description. Relevance for Large Scale Events. Options. Technologies. Impacts. Integration potential CELL PHONE TRACKING Index Purpose Description Relevance for Large Scale Events Options Technologies Impacts Integration potential Implementation Best Cases and Examples 1 of 10 Purpose Cell phone tracking

More information

Mohan Sawhney Robert R. McCormick Tribune Foundation Clinical Professor of Technology Kellogg School of Management mohans@kellogg.northwestern.

Mohan Sawhney Robert R. McCormick Tribune Foundation Clinical Professor of Technology Kellogg School of Management mohans@kellogg.northwestern. Mohan Sawhney Robert R. McCormick Tribune Foundation Clinical Professor of Technology Kellogg School of Management mohans@kellogg.northwestern.edu Transportation Center Business Advisory Committee Meeting

More information

/ / WORLDWIDE HEADQUARTERS NORTH AMERICA W. R. Grace & Co. Conn. 62 Whittemore Avenue Cambridge, MA 02140-1692 USA Tel. 617-876-1400 Fax 617-498-2643 Grace supplies products to more than 120 countries

More information

Where is Ireland in the Global HPC Arena? and what are we doing there?

Where is Ireland in the Global HPC Arena? and what are we doing there? Where is Ireland in the Global HPC Arena? and what are we doing there? Dr. Brett Becker Irish Supercomputer List College of Computing Technology Dublin, Ireland Outline The Irish Supercomputer List Ireland

More information

Presented by: Dr. Senanu Ashiabor, Intermodal Logistics Consulting Inc. at 2015 North Carolina MPO Conference April 30, 2015

Presented by: Dr. Senanu Ashiabor, Intermodal Logistics Consulting Inc. at 2015 North Carolina MPO Conference April 30, 2015 Presented by: Dr. Senanu Ashiabor, Intermodal Logistics Consulting Inc. at 2015 North Carolina MPO Conference April 30, 2015 What is Big Data? Big data is a broad term for large datasets that are so large

More information

Assistant Professor, Department of Landscape Architecture and Urban Planning, Texas A&M University, August 2012 present.

Assistant Professor, Department of Landscape Architecture and Urban Planning, Texas A&M University, August 2012 present. Wei LI Assistant Professor, Department of Landscape Architecture and Urban Planning, Texas A&M University, Langford A336, 3137 TAMU, College Station, TX 77843-3137 Phone: (979) 845-2608; E-mail: wli@tamu.edu

More information

Dimensionalizing Big Data. WA State vs. peers. Building on strengths CONTENTS. McKinsey & Company 1

Dimensionalizing Big Data. WA State vs. peers. Building on strengths CONTENTS. McKinsey & Company 1 CONTENTS Building on strengths 1 Printed 2/26/2015 12:55 PM Pacific Standard Time WA State vs. peers Last Modified 3/2/2015 10:17 AM Pacific Standard Time Dimensionalizing Big Data Big Data: big and getting

More information

Why big data? Lessons from a Decade+ Experiment in Big Data

Why big data? Lessons from a Decade+ Experiment in Big Data Why big data? Lessons from a Decade+ Experiment in Big Data David Belanger PhD Senior Research Fellow Stevens Institute of Technology dbelange@stevens.edu 1 What Does Big Look Like? 7 Image Source Page:

More information

Grabbing Value from Big Data: The New Game Changer for Financial Services

Grabbing Value from Big Data: The New Game Changer for Financial Services Financial Services Grabbing Value from Big Data: The New Game Changer for Financial Services How financial services companies can harness the innovative power of big data 2 Grabbing Value from Big Data:

More information

Faculty Professional Development Grant Final Report

Faculty Professional Development Grant Final Report Faculty Professional Development Grant Final Report Grant to Attend Conference: Visual Studio Live May 13-15, 2013, Chicago, IL Submitted September 2013 by Dr. Kim Troboy Professor of Management Information

More information

Distributed Continuous Range Query Processing on Moving Objects

Distributed Continuous Range Query Processing on Moving Objects Distributed Continuous Range Query Processing on Moving Objects Haojun Wang, Roger Zimmermann, and Wei-Shinn Ku University of Southern California, Computer Science Department, Los Angeles, CA, USA {haojunwa,

More information

MobileMap and Spatial Content Management: Integrating Field Data Collection, Document Management and Enterprise GIS for Natural Resources

MobileMap and Spatial Content Management: Integrating Field Data Collection, Document Management and Enterprise GIS for Natural Resources MobileMap and Spatial Content Management: Integrating Field Data Collection, Document Management and Enterprise GIS for Natural Resources BRIAN GRASS MASON, BRUCE & GIRARD The Mobile Revolution Proliferation

More information

CLOUD COMPUTING IN HIGHER EDUCATION

CLOUD COMPUTING IN HIGHER EDUCATION Mr Dinesh G Umale Saraswati College,Shegaon (Department of MCA) CLOUD COMPUTING IN HIGHER EDUCATION Abstract Technology has grown rapidly with scientific advancement over the world in recent decades. Therefore,

More information

Digital Earth: Big Data, Heritage and Social Science

Digital Earth: Big Data, Heritage and Social Science Digital Earth: Big Data, Heritage and Social Science The impact on geographic information and GIS Geographic Information Systems Analysis for Decision Support Impact of Big Data Digital Earth Citizen Engagement

More information

Courtesy of Cartoon Network, Atlanta GA

Courtesy of Cartoon Network, Atlanta GA Digital Media Courtesy of Cartoon Network, Atlanta GA A Top-Growing Industry in Georgia Why Georgia for Digital Media? Young population Georgia s median age is 36.0 (ESRI, 2015) Leading destination for

More information

Advanced Methods for Pedestrian and Bicyclist Sensing

Advanced Methods for Pedestrian and Bicyclist Sensing Advanced Methods for Pedestrian and Bicyclist Sensing Yinhai Wang PacTrans STAR Lab University of Washington Email: yinhai@uw.edu Tel: 1-206-616-2696 For Exchange with University of Nevada Reno Sept. 25,

More information

Gladinet Cloud Enterprise

Gladinet Cloud Enterprise GLADINET, INC Gladinet Cloud Enterprise Multi-Site Deployment Guide Gladinet, Inc. 9/27/2013 This document discusses the technologies behind Gladinet Cloud Enterprise Copyright 2013 Gladinet, Inc. Table

More information

We make Smart Cities a reality. Schneider Electric Smart Cities

We make Smart Cities a reality. Schneider Electric Smart Cities We make Smart Cities a reality 1 5 steps to smart Set the vision: an efficient + liveable + sustainable city. Combine hardware + software solutions to improve the efficiency of urban operating systems

More information

Statistics for BIG data

Statistics for BIG data Statistics for BIG data Statistics for Big Data: Are Statisticians Ready? Dennis Lin Department of Statistics The Pennsylvania State University John Jordan and Dennis K.J. Lin (ICSA-Bulletine 2014) Before

More information

SPIE INDUSTRY UPDATE THE DEFINITIVE GLOBAL BUSINESS RESOURCE FOR THE PHOTONICS INDUSTRY

SPIE INDUSTRY UPDATE THE DEFINITIVE GLOBAL BUSINESS RESOURCE FOR THE PHOTONICS INDUSTRY SPIE INDUSTRY UPDATE THE DEFINITIVE GLOBAL BUSINESS RESOURCE FOR THE PHOTONICS INDUSTRY SPIE Industry Update San Francisco, CA February 9, 2015 Stephen G. Anderson SPIE 3 In this talk National Photonics

More information

Cloud Computing: a Perspective Study

Cloud Computing: a Perspective Study Cloud Computing: a Perspective Study Lizhe WANG, Gregor von LASZEWSKI, Younge ANDREW, Xi HE Service Oriented Cyberinfrastruture Lab, Rochester Inst. of Tech. Abstract The Cloud computing emerges as a new

More information

IBM Digital Analytics Benchmark. Cyber Monday Report 2013

IBM Digital Analytics Benchmark. Cyber Monday Report 2013 Report 2013 1 2 Summary U.S. shoppers made the biggest online shopping day in history with a 20.6 percent increase in online sales. also capped the highest five day online sales period on record from Thanksgiving

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

URBAN. Security Solution. Urban Security Solution Military Security Solution SOC Security Solution

URBAN. Security Solution. Urban Security Solution Military Security Solution SOC Security Solution URBAN Security Solution Urban Security Solution Military Security Solution SOC Security Solution Samsung Security Solution Peace of mind at all times with Samsung Techwin's innovative security solutions...

More information