Product design solutions from ME 013 N. About this Presentation. Stanford's cluster setup ... Academic theme houses. About Stanford (continued) Different ...
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Title: Dynamic Sample Selection for Approximate Query Processing Author: tjohn Last modified by: Office of Information Technology Created Date: 2/13/2006 9:41:15 PM
selectively identify tables, columns/rows that need to be searched within each ... Each join tree is then mapped to a single SQL statement that joins the tables as ...
Database system support only a boolean query model. Empty answers. Many answers ... between pairs of different categorical attribute values can also be derived from ...
Mac OS X for the Wary. Surajit A. Bose. Stanford University. About this ... Intended as an introduction to Mac OS X. Not intended as a technical dissection ...
Surajit Chaudhuri, Raghu Ramakrishnan, Gerhard Weikum ' ... 'Dissociate the logic of the processing from how and where the information is actually processed. ...
... Query Results. Gautam Das, Surajit Chaudhuri, Vagelis Hristidis, Gerhard Weikum ... Not a very selective query Has many matching tuples. Thus needs some ...
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Expectations of backward compatibility make sweeping changes difficult ... A great opportunity to shake out the past. Backward compatibility less of an issue ...
An interactive session with Com.G.L.Jogi GS,SNEA(I), was held in Guwahati on the ... Com.Jogi answered question related to the Promotional Policies,Merger of MTNL ...
a car (new) Growing. Interest Rates. Same Person. New Needs. New ... Dealers Applications Support. Backup Services. Mail Management. IT Security Management ...
Organometallic Chemistry of Transition Metals : Curiosity Unbound. Amitabha Sarkar. Department of Organic Chemistry. Indian Association for the Cultivation of Science ...
OLAP Engine. OLAP Server. Tier2: OLAP. Server ... Automobile. Kitchen. Office. Montreal. Toronto. Conceptual Model. Total annual sales. of TV in U.S.A. ...
A simple Query in natural language. Collaborative databases can be text or ... Y. Levy, Anand Rajaraman, Joann J. Ordille: Querying Heterogeneous Information ...
Myths and Facts - The COMFORT Experience. Example 2: Workflow System Configuration ... KIWI principle: kill it with iron. DBA joystick method: feedback control loop ...
Used for selectivity estimation and approximate query processing. ... Overhead for intercepting query results in Microsoft SQL Server 2000 is less than 8 ...
Review Report for Data Cube: A Relational Aggregation Operator ... Distributive. Algebraic. Holistic. Aggregation up to 3-Dimension. example. 290. 200. 115 ...
Ralph Kimball, Laura Reeves, Margy Ross, and Warren Thornthwaite, The Data ... Laura L. Reeves & Vidette Poe: Building a Data Warehouse for Decision Support, ...
Black-Box U2: Given relation R with n tuples, generate an unweighted WR sample of size r. ... 3. Use r invocations of Black-Box U1 or U2 to sample r sample, one ...
Best case we are left with at most 5 matching elements beyond the elements in the sketch ... list per q-gram in D and compute the minhash sketch of each list: ...
What is a Sketch. An approximate representation of the string ... Clustering - Sepia. Partition strings using clustering: Enables pruning of whole clusters ...
Two kinds of efficient access operations are needed: ... of the Conditional algorithm: List Merge, its space-saving variant and Scan. Datasets used: ...
1. Data Warehousing CG124. Dr. Akhtar Ali. School of Computing, Engineering and ... Ralph Kimball (Editor), Laura Reeves, Margy Ross, Warren Thornwaite. ...
A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries ... number of regions R1, R2, ..., Rr such that for any region Rj, each query in W ...
Initial The Histogram : Data requirement : B Number of histogram buckets T Number of tuples Min/max min and max values of attribute . Assuming uniformity of ...
The filter condition selects the objects that are 'good enough' Example: ... We use selectivity estimates to map a ranking expression into a filter condition ...
LLNL, Feb. '07. C. Faloutsos. 1. School of Computer Science. Carnegie Mellon ... LLNL, Feb. '07. C. Faloutsos. 5. School of Computer Science. Carnegie Mellon ...
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Gerhard Weikum, MPI Informatik. Vagelis Hristidis. VLDB 2004. 2. Roadmap. Problem Definition ... House Attributes: Price, City, Bedrooms, Bathrooms, ...
Query Optimization Allison Griffin Importance of Optimization Time is money Queries are faster Helps everyone who uses the server Solution to speed lies in the ...
Microsoft Research University of the Saarland. Redmond, USA ... apply Occam s razor for internal alternatives. 12. RISC in the Large. Use level 1 engine (SPJ, ...
Create N1 N1 probability matrix P1. Compute the kth Kronecker power Pk. For each entry puv of Pk include an edge (u,v) with probability puv. 0.3. 0.1. 0.2. 0.4 ...
Other projects (Virus propagation, e-bay fraud detection) Conclusions ... Problem#2: How do they evolve? Problem#3: How to generate realistic graphs. TOOLS ...
APPROXIMATE QUERY PROCESSING IN DATABASES By: Jatinder Paul Introduction Decision Support Systems (DSS) What is Approximate Query Processing ? AQP Keeping query ...