[Infovis] CFP: 1st Workshop on Data Systems for Interactive Analysis, at IEEE VIS 2015
Carlos Scheidegger
carlos.scheidegger at gmail.com
Tue Jul 7 00:06:27 CEST 2015
CALL FOR PAPERS
The 1st Workshop on Data Systems for Interactive Analysis (DSIA 2015)
http://www.interactive-analysis.org/
Monday, October 26, Chicago. In conjunction with IEEE VIS 2015.
*** Submission Deadline: July 31, 2015 ***
MOTIVATION AND BACKGROUND
The goal of this workshop is to foster innovative research at the intersection of databases, machine learning, and interactive visualization.
Database researchers have developed techniques for storing and querying massive amounts of data, including methods for distributed, streaming and approximate computation. Machine learning techniques provide ways to discover unexpected patterns and to automate and scale well-defined analysis procedures. Recent systems research has looked at how to develop novel database systems architectures to support the iterative, optimization-oriented workloads of machine learning algorithms.
Of course, both the inputs and outputs of these systems are ultimately driven by people, in support of analysis tasks. The life-cycle of data involves an iterative, interactive process of determining which questions to ask, the data to analyze, appropriate features and models, and interpreting results. In order to achieve better analysis outcomes, data processing systems require improved interfaces that account for the strengths and limitations of human perception and cognition. Meanwhile, to keep up with the rising tide of data, interactive visualization tools need to integrate more techniques from databases and machine learning.
In this workshop, we will explore the idea that the next generation of database, machine learning, and interactive visualization systems should not be designed in isolation. For example, machine learning techniques might recommend improved data transformation and visual encoding decisions. Or, database query optimizers might take advantage of perceptual constraints, while prefetching methods reduce latency by modeling likely interactions.
This workshop seeks to jump start cross-pollination between these fields. The program will be split between invited talks from researchers in these communities, and speculative, ongoing work that straddles the areas.
LIST OF TOPICS
This workshop will focus on interactive systems: techniques, methods, architecture, systems that enable the user to interactively explore and analyze large amounts of data in the back end with little or no latency. We encourage late-breaking work, research in progress, and position papers in interactive analysis, broadly construed. For example, topics of interest to the workshop include (but are not limited to):
* design of database architectures for interactive analysis
* novel database applications for interactive analysis
* novel database techniques based on perceptual constraints and
human-centered design
* evaluation of database systems for interactive analysis
* identify unique characteristics of database for supporting vis
* communication protocols between front and back ends
* techniques for data storage, retrieval, compression, transformation,
sampling, and streaming
* techniques for metadata generation
* front-end architectures that exploit these novel back-end capabilities
We are interested, more generally, in the questions that arise at the *intersection* of these systems.
IMPORTANT DATES
* Submission Deadline: July 31st, 2015
* Notification Date: August 15, 2015
* Final Version Due: August 30, 2015
* Workshop Date: Monday, October 26, 2015. 1-5pm
WORKSHOP ORGANIZERS
* Remco Chang, Tufts University
* Danyel Fisher, Microsoft Research
* Carlos Scheidegger, University of Arizona
* Jeffrey Heer, University of Washington
CONTACT
website: http://www.interactive-analysis.org
email: organizers at interactive-analysis.org
--------
Thank you very much,
Carlos, on behalf of the DSIA organizers
More information about the Infovis
mailing list