Chris Olston Benjamin Reed. Utkarsh Srivastava. Ravi Kumar Andrew ... 2. Common operations must be coded by hand ... Map1. Reduce1. Map2. Reduce2. Map3. Reduce3 ...
VIQING Visual Interactive QueryING Chris Olston UC Berkeley 14th IEEE Symposium on Visual Languages Halifax, Nova Scotia, Canada September 1st - 4th, 1998
Joe Hellerstein and Christopher Olston Fall 2005 Queries for Today What? Why? Who? How? For instance? What: Database Systems Then What: Database Systems Today What ...
Bigtable, Hive, and Pig Based on the s by Jimmy Lin University of Maryland This work is licensed under a Creative Commons Attribution-Noncommercial-Share Alike 3 ...
Heap Striding. More generally, on-line permutation. Non ... Heap Stride (On-Line Permutation) Reorder tuples on the fly to get a fair sample. AAABABACDCDAAA...
Tracking the total number of cars on a highway. Thresholded Counts (cont'd) Two key properties ... Comparing Costs Static and Adaptive Cases. Related Work ...
Research methods: information retrieval, evaluation and integration March 25th, 2004 Analytical methods - research Activity of Recognising need for info Identifying ...
Cleaning Uncertain Data with Quality Guarantees. Dr. Reynold Cheng ... Clean uncertain data with limited budget. Attain the highest gain in PWS-quality ...
Probabilistic Join Processing. Experimental Results. Conclusions. Reynold Cheng. 12 ... Join over Uncertainty. For uncertain data, a 'join operator' has not ...
Analytical methods for Information Systems Professionals Week 1 Lecture 1 INTRODUCTION What questions were they in fact answering? What questions should they have ...
The Computation in Pig Latin. Visits = load /data/visits' as (user, url, time) ... Pig Summarized. Somewhere between a programming language and a DBMS ...
Stream Anomaly Monitoring System (SAMS) is an important sub-class of stream applications. ... an approach for SAMS's that implements incremental evaluation ...
Like the web crawl. Many users and queries. Shared scans (Previous Work) Multiple queries use the same scan. Web Crawl. Executor. 1. 2. 3. Scheduling Shared Scans ...
TAG (S. Madden et al. , OSDI '02) BS. C. A. B. t1. t1. t1. t2. t2. t2. t3. t3. t3. 35. 38. 37. 43 ... (Multihop, k =10) Monitoring accuracy. Conclusion ...
For a system with continuous queries, data may not arrive at a consistent rate. ... J. and Arasu, A. and Babcock, B. and Babu, S. and Datar, M. and Manku, G. and ...
Christos Faloutsos CMU Outline Problem definition / Motivation Graphs and power laws Streams and forecasting Conclusions Motivation Data mining: ~ find patterns ...
Select ads to show for each query, in an online fashion. Constraints: ... Bandit: Classical example of online learning under the explore/exploit tradeoff. K arms. ...
High frequency residual: ARMA modeling. ARMA stands for AutoRegressive and Moving Average model, which is a standard ... ARMA forecasting for transient oscillation ...
renaissance: map-reduce etc. 1970's. 1980's. now. architectures. shared-memory. shared-disk ... low overhead (high system throughput) these are at odds ...
... tuples between actual tuples of an input stream ... Stream Processing. ... Resource Management, and Approximation in a Data Stream Management System. ...
Examples. Network traffic statistics, call detail records, Web usage logs, sensor data ... Example query: Number of users that access website A but not website B ...
... metrics: a live study of the world wide web,' F. Douglas, A. Feldmann, and B. Krishnamurthy ... 3.3 TB of web history was saved, as well as an additional 4 ...
Does not allow for stateful multiple-step processing of records ... Ability to operate over input files without schema information. Debugging environment ...
Information Scent is a subjective assessment of the user. User's actions towards their goal is ... Users follow a 'scent' for the information that they desire ...
fi(x,y,t): uncertainty pdf of object Oi. pdf of Oi's location (x,y) at time t. fi(x,y,t) ... fi(x,y,t) is uniform: 24. Probabilistic Nearest Neighbor Query (PNNQ) ...
Retrieve documents by following links (crawling) Stop when all documents retrieved ... Words in sample (or crawl) Document frequency of each word in sample (or crawl) ...
... ckcheng. Department of Computer Science. PhD Oral Defense ... Channel. user. queries. results. Goal: data retrieval in a correct, efficient and scalable manner ...
DSMS Research Projects. Aurora (Brandeis/Brown/MIT) http://www.cs. ... Most DSMS projects use SQL queries spanning both data streams and DBs will be easier. ...
... the PL accesses the tuples returned by SQL using a Get Next of Cursor statement. ... But cursors is a pull-based' mechanism and cannot be used on data streams: the ...
Browsing a Visualization. Main Canvas. Layer Manager. Navigation Mode Buttons. Navigation. Interactively browse large data sets. ZOOM. Current Zoom. PAN ...