People

Bill Howe

Bill Howe vCard

Associate Professor
Office: Mary Gates Hall 310B
Phone: 206.685.8746

Specialization

  • Data Management
  • Data Science for Social Good
  • Scientific Databases and Visualization

Current Quarter Teaching

  • INFX 575 - Data science iii: scaling, applications, and ethics

Biography

I am an Associate Professor in the Information School, Adjunct Associate Professor in Computer Science & Engineering, and Associate Director and Senior Data Science Fellow at the UW eScience Institute. I am a co-founder of Urban@UW, and with support from the MacArthur Foundation and Microsoft, I lead UW's participation in the MetroLab Network. I created a first MOOC on Data Science through Coursera, and I led the creation of the UW Data Science Masters Degree, where I serve as its first Program Director and Faculty Chair. I serve on the Steering Committee of the Center for Statistics in the Social Sciences. My group's research aims to make the techniques and technologies of data science dramatically more accessible, particularly at scale. Our methods are rooted in database models and languages, though we sometimes work in machine learning, visualization, HCI, and high-performance computing. We are an applied, systems-oriented group, frequently sourcing projects through collaborations in the physical, life, and social sciences.

Education

  • Ph D, Computer Science, Portland State University, 2007
  • BS, Industrial and Systems Engineering, Georgia Institute of Technology, 1999

Areas of Expertise

Publications and Contributions

  • Conference Paper LaraDB: A Minimalist Kernel for Linear and Relational Algebra Computation (2017)
    BeyondMR workshop, 2017 ACM SIGMOD conference Authors: Dylan Hutchison, William G Howe, Dan Suciu
  • Conference Paper Profiling a GPU Database Implementation (2017)
    Thirteenth International Workshop on Data Management on New Hardware, SIGMOD Authors: William G Howe, Emily Furst, Mark Oskin
  • Conference Paper Data Cleaning in the Wild: Reusable Curation Idioms from a Multi-Year SQL Workload (2016)
    Proceedings of the 11th International Workshop on Quality in Databases (QDB'16) Authors: Shrainik Jain, William G Howe
  • Conference Paper From NoSQL Accumulo to NewSQL Graphulo: Design and utility of graph algorithms inside a BigTable database (2016)
    Proceedings of the High Performance Extreme Computing Conference (HPEC 2016) page 1-9 Authors: Dylan Hutchison, Jeremy Kepner, Vjay Gadepally, William G Howe
  • Conference Paper High Variety Cloud Databases (2016)
    Proceedings of the 2016 IEEE Cloud Data Management Workshop Authors: Shrainik Jain, Dominik Moritz, William G Howe
  • Conference Paper MusicDB: Relational Approach for Numeric Longitudinal Music Analytics (2016)
    Proceedings of the 17th International Society for Music Information Retrieval Conference (ISMIR 2016) page 702-708 Authors: Jeremy Hyrkas, William G Howe
  • Conference Paper SQLShare: Results from a Multi-Year SQL-as-a-Service Experiment (2016)
    SIGMOD '16: Proceedings of the 2016 International Conference on Management of Data page 281-293 Authors: Shrainik Jain, Dominik Moritz, William G Howe, Ed Lazowska
  • Journal Article, Academic Journal Scalable clustering algorithms for continuous environmental flow cytometry (2016)
    Bioinformatics Volume 32 Issue 3 page 417–423 Authors: Jeremy Hyrkas, Sophie Clayton, Francois Ribalet, Daniel Halperin, E. Virginia Armbrust, William G Howe
  • Conference Paper VizioMetrix: A Platform for Analyzing the Visual Information in Big Scholarly Data (2016)
    BigScholar Workshop (Third WWW Workshop on Big Scholarly Data: Towards the Web of Scholars) Authors: Poshen Lee, Jevin West, William G Howe
  • Conference Paper Voyager: Exploratory analysis via faceted browsing of visualization recommendations (2016)
    IEEE Transactions on Visualization and Computer Graphics Volume 22 Issue 1 page 649–658 Authors: Kanit Wongsuphasawat, Dominik Moritz, Anushka Anand, Jock Mackinlay, William G Howe, Jeffrey Heer
  • Journal Article, Academic Journal A Demonstration of the BigDAWG Polystore System (2015)
    Proc. Very Large Database Endowment (PVLDB) Volume 8 Issue 12 Authors: Aaron Elmore, Jennie Duggan, Michael Stonebraker, Magdalena Balazinska, Ugur Cetintemel, Vijay Gadepally, Jeffrey Heer, William G Howe, Jeremy Kepner, Tim Kraska, Samuel Madden, David Maier, Timothy Mattson, Stavros Papadopoulos, Jeff Parkhurst, Nesime Tatbul, Manasi Vartak, Stan Zdonik
  • Conference Proceeding Big Data Science Needs Big Data Middleware (2015)
    CIDR 2015, Seventh Biennial Conference on Innovative Data Systems (lightning talk) Author: William G Howe
  • Conference Proceeding Building an Urban Data Science Summer Program at the University of Washington eScience Institute (2015)
    Authors: Ariel Rokem, Brittany Fiore-Gartland, Bernease Herman, Micaela Parker, Cecilia Aragon, Bryna Hazelton, William G Howe, Valentina Staneva, Anthony Arendt, Joseph Hellerstein, Ed Lazowska, Sarah Stone, Anissa Tanweer, Jacob Vanderplas
  • Conference Proceeding Detecting and Dismantling Composite Visualizations in the Scientific Literature (2015)
    Pattern Recognition Applications and Methods - 4th International Conference, ICPRAM 2015, Lisbon, Portugal, January 10-12, 2015, Revised Selected Papers page 247–266 Authors: Poshen Lee, William G Howe
  • Conference Proceeding Dismantling Composite Visualizations in the Scientific Literature (2015)
    4th International Conference on Pattern Recognition Applications and Methods (ICPRAM) Authors: Poshen Lee, William G Howe
  • Conference Proceeding Gaussian mixture models use-case: in-memory analysis with myria (2015)
    Proceedings of the 3rd VLDB Workshop on In-Memory Data Mangement and Analytics page 3 Authors: Ryan Maas, Jeremy Hyrkas, Olivia Grace Telford, Magdalena Balazinska, Andrew Connolly, William G Howe
  • Conference Proceeding GossipMap: a distributed community detection algorithm for billion-edge directed graphs (2015)
    Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, Supercomputing 2015, Austin, TX, USA, November 15-20, 2015 page 27:1–27:12 Authors: SeungHee Bae, William G Howe
  • Conference Proceeding Perfopticon: Visual query analysis for distributed databases (2015)
    Computer Graphics Forum Volume 34 Issue 3 page 71–80 Authors: Dominik Moritz, Daniel Halperin, William G Howe, Jeffrey Heer
  • Journal Article, Academic Journal Query-based data pricing (2015)
    Journal of the ACM (JACM) Volume 62 Issue 5 page 43 Authors: Paraschos Koutris, Prasang Upadhyaya, Magdalena Balazinska, William G Howe, Dan Suciu
  • Journal Article, Academic Journal The BigDAWG Polystore System (2015)
    SIGMOD Record Volume 44 Issue 2 page 11–16 Authors: Jennie Duggan, Aaron J. Elmore, Michael Stonebraker, Magdalena Balazinska, William G Howe, Jeremy Kepner, Sam Madden, David Maier, Tim Mattson, Stanley B. Zdonik
  • Conference Proceeding Time-varying clusters in large-scale flow cytometry (2015)
    IAAI Conference Authors: Jeremy Hyrkas, Daniel Halperin, William G Howe
  • Conference Proceeding Towards automated prediction of relationships among scientific datasets (2015)
    Proceedings of the 27th International Conference on Scientific and Statistical Database Management, SSDBM ’15, La Jolla, CA, USA, June 29 - July 1, 2015 page 35:1–35:5 Authors: Abdussalam Alawini, David Maier, Kristin Tufte, William G Howe, Rashmi Nandikur
  • Conference Proceeding Helping scientists reconnect their datasets (2014)
    Proceedings of the 26th International Conference on Scientific and Statistical Database Management page 29 Authors: Abdussalam Alawini, David Maier, Kristin Tufte, William G Howe
  • Conference Proceeding Should we all be teaching intro to data science instead of intro to databases? (2014)
    Panel at the 2014 ACM SIGMOD international conference on management of data page 917–918 Authors: William G Howe, Michael J Franklin, Juliana Freire, James Frew, Tim Kraska, Raghu Ramakrishnan
  • Journal Article, Academic Journal The database group at the University of Washington (2014)
    SIGMOD Record Volume 43 Issue 1 page 39–44 Authors: Magdalena Balazinska, William G Howe, Dan Suciu
  • Book, Chapter in Scholarly Book-New A discussion on pricing relational data (2013)
    In Search of Elegance in the Theory and Practice of Computation page 167–173 Authors: Magdalena Balazinska, William G Howe, Paraschos Koutris, Dan Suciu, Prasang Upadhyaya
  • Journal Article, Academic Journal Collaborative science workflows in SQL (2013)
    Computing in Science and Engineering Volume 15 Issue 3 page 22–31 Authors: William G Howe, Daniel Halperin, Francois Ribalet, Sagar Chitnis, E Virginia Armbrust
  • Conference Proceeding Compiled Plans for In-Memory Path-Counting Queries (2013)
    Proceedings of the 1st International Workshop on In Memory Data Management and Analytics, IMDM 2013, Riva Del Garda, Italy, August 26, 2013. page 25–37 Authors: Brandon Myers, Jeremy Hyrkas, Daniel Halperin, William G Howe
  • Journal Article, Academic Journal Hadoop’s adolescence: an analysis of Hadoop usage in scientific workloads (2013)
    Proceedings of the VLDB Endowment Volume 6 Issue 10 page 853–864 Authors: Kai Ren, YongChul Kwon, Magdalena Balazinska, William G Howe
  • Journal Article, Academic Journal Managing Skew in Hadoop. (2013)
    IEEE Data Eng. Bull. Volume 36 Issue 1 page 24–33 Authors: YongChul Kwon, Kai Ren, Magdalena Balazinska, William G Howe, Jerome Rolia
  • Conference Proceeding Massive scale cyber traffic analysis: a driver for graph database research (2013)
    First International Workshop on Graph Data Management Experiences and Systems page 3 Authors: Cliff Joslyn, Sutanay Choudhury, David Haglin, William G Howe, Bill Nickless, Bryan Olsen
  • Conference Proceeding Real-time collaborative analysis with (almost) pure SQL: a case study in biogeochemical oceanography (2013)
    Proceedings of the 25th International Conference on Scientific and Statistical Database Management page 28 Authors: Daniel Halperin, Francois Ribalet, Konstantin Weitz, Mak A Saito, William G Howe, E Armbrust
  • Journal Article, Academic Journal SQLShare: Scientific workflow via relational view sharing (2013)
    Computing in Science and Engineering, Special Issue on Science Data Management Volume 15 Issue 2 Authors: William G Howe, Francois Ribalet, Daniel Halperin, Sagar Chitnis, E Virginia Armbrust
  • Conference Proceeding Scalable Flow-Based Community Detection for Large-Scale Network Analysis (2013)
    Proceedings of IEEE International Conference on Data Mining Workshops (ICDMW 2013) Authors: Seung-Hee Bae, Daniel Halperin, Jevin West, Martin Rosvall, William G Howe
  • Conference Proceeding Stop That Query! The Need for Managing Data Use. (2013)
    CIDR Authors: Prasang Upadhyaya, Nick R Anderson, Magdalena Balazinska, William G Howe, Raghav Kaushik, Ravishankar Ramamurthy, Dan Suciu
  • Conference Proceeding The power of data use management in action (2013)
    Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data page 1117–1120 Authors: Prasang Upadhyaya, Nick Anderson, Magdalena Balazinska, William G Howe, Raghav Kaushik, Ravi Ramamurthy, Dan Suciu
  • Conference Proceeding Toward practical query pricing with QueryMarket (2013)
    Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data page 613–624 Authors: Paraschos Koutris, Prasang Upadhyaya, Magdalena Balazinska, William G Howe, Dan Suciu
  • Conference Proceeding VizDeck: Streamlining exploratory visual analytics of scientific data (2013)
    iConference Authors: Daniel B Perry, William G Howe, Alicia MF Key, Cecilia Aragon
  • Conference Proceeding Hadoop’s Adolescence; A Comparative Workloads Analysis from Three Research Clusters. (2012)
    SC Companion page 1452 Authors: Kai Ren, Garth Gibson, YongChul Kwon, Magdalena Balazinska, William G Howe
  • Conference Proceeding Optimizing large-scale semi-naive datalog evaluation in hadoop (2012)
    Proceedings of the Second International Conference on Datalog in Academia and Industry Authors: Marianne Shaw, Paraschos Koutris, William G Howe, Dan Suciu
  • Conference Proceeding Query-based data pricing (2012)
    Proceedings of the 31st symposium on Principles of Database Systems (PODS) Authors: Parachos Koutris, Prasang Upadhyaya, Magdalena Balazinska, William G Howe, Dan Suciu
  • Journal Article, Academic Journal QueryMarket demonstration: Pricing for online data markets (2012)
    Proceedings of the VLDB Endowment Volume 5 Issue 12 page 1962–1965 Authors: Paraschos Koutris, Prasang Upadhyaya, Magdalena Balazinska, William G Howe, Dan Suciu
  • Conference Proceeding Skewtune: mitigating skew in mapreduce applications (2012)
    Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data page 25–36 Authors: YongChul Kwon, Magdalena Balazinska, William G Howe, Jerome Rolia
  • Journal Article, Academic Journal The HaLoop approach to large-scale iterative data analysis (2012)
    The VLDB Journal—The International Journal on Very Large Data Bases Volume 21 Issue 2 page 169–190 Authors: Yingyi Bu, William G Howe, Magdalena Balazinska, Michael D Ernst
  • Journal Article, Academic Journal Virtual appliances, cloud computing, and reproducible research (2012)
    Computing in Science and Engineering Volume 14 Issue 4 page 36–41 Author: William G Howe
  • Conference Proceeding VizDeck: A Card Game Metaphor for Fast Visual Data Exploration (2012)
    CHI ’12 Extended Abstracts on Human Factors in Computing Systems page 1667–1672 ISBN/ISSN: 978-1-4503-1016-1 Authors: William G Howe, Alicia Key, Daniel Perry, Cecilia Aragon
  • Conference Proceeding Vizdeck: Self-organizing dashboards for visual analytics (2012)
    Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data (demo) page 681–684 Authors: Alicia Key, William G Howe, Daniel Perry, Cecilia Aragon
  • Journal Article, Academic Journal A study of skew in mapreduce applications (2011)
    Open Cirrus Summit Authors: YongChul Kwon, Magdalena Balazinska, William G Howe, Jerome Rolia
  • Journal Article, Academic Journal Astronomy in the cloud: using mapreduce for image co-addition (2011)
    Publications of the Astronomical Society of the Pacific Volume 123 Issue 901 page 366 Authors: Keith Wiley, Andrew Connolly, Jeff Gardner, S Krughoff, Magdalena Balazinska, William G Howe, Y Kwon, Yingyi Bu
  • Conference Proceeding Automatic example queries for ad hoc databases (2011)
    Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2011, Athens, Greece, June 12-16, 2011 page 1319–1322 Authors: William G Howe, Garrett Cole, Nodira Khoussainova, Leilani Battle
  • Journal Article, Academic Journal Bioinformatics and data-intensive scientific discovery in the beginning of the 21st century (2011)
    Omics: a journal of integrative biology Volume 15 Issue 4 page 199–201 Authors: Roger Barga, William G Howe, David Beck, Stuart Bowers, William Dobyns, Winston Haynes, Roger Higdon, Chris Howard, Christian Roth, Elizabeth Stewart, others
  • Journal Article, Academic Journal Data markets in the cloud: An opportunity for the database community (2011)
    Proc. of the VLDB Endowment Volume 4 Issue 12 page 1482–1485 Authors: Magdalena Balazinska, William G Howe, Dan Suciu
  • Conference Proceeding Database-as-a-service for long-tail science (2011)
    Scientific and Statistical Database Management page 480–489 Authors: William G Howe, Garret Cole, Emad Souroush, Paraschos Koutris, Alicia Key, Nodira Khoussainova, Leilani Battle
  • Conference Proceeding Parallel visualization on large clusters using MapReduce (2011)
    Large Data Analysis and Visualization (LDAV), 2011 IEEE Symposium on page 81–88 Authors: Huy T Vo, Jonathan Bronson, Brian Summa, Joao Luiz Dihl Comba, Juliana Freire, William G Howe, Valerio Pascucci, Cláudio T Silva
  • Journal Article, Academic Journal Astronomy in the Cloud: Using MapReduce for Image Coaddition (2010)
    CoRR Volume abs/1010.1015 Authors: Keith Wiley, Andrew J. Connolly, Jeffrey P. Gardner, K. Simon Krughoff, Magdalena Balazinska, William G Howe, YongChul Kwon, Yingyi Bu
  • Conference Proceeding Client+ cloud: evaluating seamless architectures for visual data analytics in the ocean sciences (2010)
    Scientific and Statistical Database Management page 114–131 Authors: Keith Grochow, William G Howe, Mark Stoermer, Roger Barga, Ed Lazowska
  • Journal Article, Academic Journal HaLoop: efficient iterative data processing on large clusters (2010)
    Proceedings of the VLDB Endowment Volume 3 Issue 1-2 page 285–296 Authors: Yingyi Bu, William G Howe, Magdalena Balazinska, Michael D Ernst
  • Conference Proceeding SQL is dead; long live SQL: Lightweight query services for ad hoc research data (2010)
    4th Microsoft eScience Workshop Authors: William G Howe, Garret Cole
  • Conference Proceeding Scalable clustering algorithm for N-body simulations in a shared-nothing cluster (2010)
    Scientific and Statistical Database Management page 132–150 Authors: YongChul Kwon, Dylan Nunley, Jeffrey P Gardner, Magdalena Balazinska, William G Howe, Sarah Loebman
  • Conference Proceeding Skew-resistant parallel processing of feature-extracting scientific user-defined functions (2010)
    Proceedings of the 1st ACM symposium on Cloud computing page 75–86 Authors: YongChul Kwon, Magdalena Balazinska, William G Howe, Jerome Rolia
  • Conference Proceeding Analyzing massive astrophysical datasets: Can Pig/Hadoop or a relational DBMS help? (2009)
    Cluster Computing and Workshops, 2009. CLUSTER’09. IEEE International Conference on page 1–10 Authors: Sarah Loebman, Dylan Nunley, YongChul Kwon, William G Howe, Magdalena Balazinska, Jeffrey P Gardner
  • Conference Proceeding Embracing Uncertainty in Large-Scale Computational Astrophysics. (2009)
    MUD page 63–77 Authors: Dan Suciu, Andrew J Connolly, William G Howe
  • Conference Proceeding Query-driven visualization in the cloud with mapreduce (2009)
    Proceedings of the Fourth Annual Workshop on Ultrascale Visualization Authors: William G Howe, Huy Vo, Claudio Silva, J Freire
  • Conference Proceeding Scientific mashups: runtime-configurable data product ensembles (2009)
    Scientific and Statistical Database Management page 19–36 Authors: William G Howe, Harrison Green-Fishback, David Maier
  • Conference Proceeding End-to-end escience: Integrating workflow, query, visualization, and provenance at an ocean observatory (2008)
    eScience, 2008. eScience’08. IEEE Fourth International Conference on page 127–134 Authors: William G Howe, Peter Lawson, Renee Bellinger, Erik Anderson, Emanuele Santos, Juliana Freire, Carlos Scheidegger, António Baptista, Cláudio Silva
  • Conference Proceeding Quarrying dataspaces: Schemaless profiling of unfamiliar information sources (2008)
    Workshop on Information Integration Methods, Architectures, and Systems (IIMAS 08) page 270–277 Authors: William G Howe, David Maier, Nicolas Rayner, James Rucker
  • Journal Article, Academic Journal SciDB Examples from Environmental Observation and Modeling (2008)
    Center for Coastal Margin Observation and Prediction Author: William G Howe
  • Conference Proceeding Scientific Mashups: Runtime-Configurable Data Product Ensembles (2008)
    eScience, 2008. eScience’08. IEEE Fourth International Conference on page 442–443 Authors: Harrison Green-Fishback, William G Howe
  • Journal Article, Academic Journal Scientific exploration in the era of ocean observatories (2008)
    Computing in Science and Engineering Volume 10 Issue 3 page 53–58 Authors: António Baptista, William G Howe, Juliana Freire, David Maier, Cláudio T Silva
  • Conference Proceeding Smoothing the ROI Curve for Scientific Data Management Applications. (2007)
    CIDR page 185–195 Authors: William G Howe, David Maier, Laura Bright
  • Conference Proceeding The Ocean Appliance: Complete Platform Provisioning for Low-Cost Data Sharing (2007)
    OCEANS 2007 page 1–10 Authors: William G Howe, Antonio Baptista, Nicholas Hagerty, Charles Seaton, Ethan Van Matre, Paul Turner, David Maier
  • Ph.D. Thesis Gridfields: model-driven data transformation in the physical sciences (2006)
    Author: William G Howe
  • Conference Proceeding Managing the Forecast Factory (2006)
    Data Engineering Workshops, 2006. Proceedings. 22nd International Conference on page 64–64 Authors: Laura Bright, David Maier, William G Howe
  • Journal Article, Academic Journal Algebraic manipulation of scientific datasets (2005)
    The VLDB journal Volume 14 Issue 4 page 397–416 Authors: William G Howe, David Maier
  • Journal Article, Academic Journal GridFields: Model-Driven Query Services for Simulation Results in the Physical Sciences (2005)
    Author: William G Howe
  • Conference Proceeding Querying and Visualizing Gridded Datasets for e-Science (2005)
    Proceedings of the 21st International Conference on Data Engineering, ICDE 2005, 5-8 April 2005, Tokyo, Japan page 1106–1107 Authors: William G Howe, David Maier
  • Conference Proceeding Retrofitting a Data Model to Existing Environmental Data. (2005)
    SSDBM page 3–13 Authors: William G Howe, David Maier
  • Book, Chapter in Scholarly Book-New Emergent semantics: Towards self-organizing scientific metadata (2004)
    Semantics of a Networked World. Semantics for Grid Databases page 177–198 Authors: William G Howe, Kuldeep Tanna, Paul Turner, David Maier
  • Journal Article, Academic Journal Logical and Physical Data Independence for Native Scientific Data Repositories. (2004)
    IEEE Data Eng. Bull. Volume 27 Issue 4 page 29–36 Authors: William G Howe, David Maier
  • Journal Article, Academic Journal A language for spatial data manipulation (2003)
    Journal of Environmental Informatics Volume 2 Issue 2 page 23–37 Authors: William G Howe, David Maier, Antonio Baptista
  • Conference Proceeding Modeling data product generation (2002)
    Workshop on Data Derivation and Provenance, Chicago Authors: William G Howe, Dave Maier
  • Conference Proceeding Representing, exploiting, and extracting metadata using metadata++ (2002)
    Proceedings of the 2002 annual national conference on Digital government research page 1–7 Authors: Mathew Weaver, William G Howe, Lois Delcambre, Tim Tolle, Dave Maier
  • Journal Article, Academic Journal Deciphering Ocean Carbon in a Changing World
    Proceedings of the National Academy of Sciences Authors: Mary Ann Moran, Elizabeth B Kujawinski, Aron Stubbins, Rob Fatland, Lihini I Aluwihare, Alison Buchan, Byron C Crump, Pieter C Dorrestein, Sonya T Dyhrman, Nancy J Hess, William G Howe, Krista Longnecker, Patricia M Medeiros, Jutta Niggemann, Ingrid Obernosterer, Daniel J Repeta, Jacob R Waldbauer
  • Journal Article, Academic Journal Scalable and Efficient Flow-Based Community Detection for Large-Scale Graph Analysis
    Transactions on Knowledge Discovery from Data Authors: Seung-Hee Bae, Daniel Halperin, Jevin West, Martin Rosvall, William G Howe

Presentations

  • "Data, Responsibly: The Next Decade of Data Science" (2016)
    iSchool Founding Board
  • "Democratizing Data in the Cloud" (2016)
    Workshop on Cloud Data Management (CloudDM) (co-located with ICDE)
  • Going "Deep" with Computational Data Curation (2016)
    NSF-JST Meeting on Big Data, AI, loT, and Cybersecurity for a New Society
  • "Responsible Data Science and Reproducibility" (2016)
    Dagstuhl Seminar on “Data, Responsibly,” Schloss Dagstuhl – Leibniz Center for Informatics
  • "Urban Analytics and Responsible Data Science" (2016)
    SciTech Northwest