Title: Indexing OLAP Data Sunita Sarawagi Author: Monowar Hossain Last modified by: Monowar Hossain Created Date: 11/14/2002 8:41:51 AM Document presentation format
Efficient Evaluation of Queries with Mining Predicates by Chaudhuri, Narasayya, and Sarawagi CSci 8701 Group G07 Charles Braxmeier Problem Statement Find more ...
Fast, interactive answers to large aggregate queries. ... Navigational operators: Pivot, ... Unravel aggregate data. Total sales dropped 30% in N. America. Why? ...
Example Query: Find fans who went to a Minnesota hockey game ... Na ve Bayes Classifiers. Bottom-up. Top-Down. Key Concepts (cont'd.) Mining Model (continued) ...
... and temporal extensions. Sunita Sarawagi. sunita@it.iitb.ac.in ... http://www.it.iitb.ac.in/~sunita. Association rules. Given several sets of items, example: ...
An Introduction to Data Mining Prof. S. Sudarshan CSE Dept, IIT Bombay Most s courtesy: Prof. Sunita Sarawagi School of IT, IIT Bombay Why Data Mining Credit ...
Often labeled data is expensive to collect and unlabeled data is abundant ... Discriminative classifiers: Random boundary in uncertainty region. Sarawagi. 9 ...
Data warehousing and mining Session VII (Part 1) 15:45 - 16:10 Sunita Sarawagi School of IT, IIT Bombay Introduction Organizations getting larger and amassing ever ...
Intrusion Detection Using Data Mining By Anshu Veda(04329022) Prajakata Kalekar(04329008) Anirudha Bodhankar(04329003) Under the Guidance of Prof Sunita Sarawagi
Interactive Deduplication using Active Learning Sunita Sarawagi and Anuradha Bhamidipaty Presented by Doug Downey Active Learning for de-duplication De-duplication ...
Mumbai. Goregaon West. 52. 1. P. City. Street. House-No. ID [Gupta&Sarawagi'2006] ...52 A Goregaon West Mumbai ... Here probabilities are meaningful. 20% of such ...
Tutorial on Data Mining Workshop of the Indian Database Research Community Sunita Sarawagi School of IT, IIT Bombay Data mining Process of semi-automatically ...
Graphical Models and Probabilistic Reasoning for Generating Linked Data from Tables. VarishMulwad ... Current Systems. Problems with systems on the Semantic Web.
Driving forces: TPCD and friends -- bragging rights! Query optimizers are ... How to partition data. How to partition operations. Future Directions (contd. ...
You want to be part of the scientific community. You found something great and others will benefit by knowing ... Put it in perspective vis- -vis your work! ...
A Tutorial on Hidden Markov Models and Selected Applications in ... Casino Coin Properties of an HMM First-order Markov process qt only depends on qt-1 ...
The major difference from the forward algorithm: Maximization instead of sum ... xt(i,j) is the probability of being in state Si at time t, and Sj at time t 1 ...
Cube Computation Prof. Navneet Goyal Computer Science & Information Systems Department BITS, Pilani * * Cuboids Corresponding to the Cube all product date country ...
For the local evidence, we can use a discriminative classifier (trained iid) ... Uses inference as subroutine (can be slow no worse than discriminative learning) ...
Protein is made up of amino acids. There are in all 20 different types amino acids. ... Closeness of points and density is decided via a training regime ...
Cleaning Uncertain Data with Quality Guarantees. Dr. Reynold Cheng ... Clean uncertain data with limited budget. Attain the highest gain in PWS-quality ...
Proposed a Winnow based Algorithm. Intrusion Detection System. Intrusion detection system ... Winnow based Algorithm. Alternative approaches. Density based ...
Discriminative Graphical Models for Structured Data Prediction Yan Liu Language Technologies Institute School of Computer Science Carnegie Mellon University
What is Data Warehouse? Defined in many different ways, but not rigorously. A decision support database that is maintained separately from the organization s ...
Title: Apresenta o do PowerPoint Author: Erivan Alves de Andrade Last modified by: eaa Created Date: 11/21/2001 11:16:35 AM Document presentation format
Design graphical user interfaces based on a data mining query language ... CIKM'94, Gaithersburg, Maryland, Nov. 1994. R. Meo, G. Psaila, and S. Ceri. ...
Combining Phonetic Attributes Using Conditional Random Fields Jeremy Morris and Eric Fosler-Lussier Department of Computer Science and Engineering, OSU
Given old data about customers and payments, predict new applicant's loan eligibility. ... Word. 0.3. 0.1. 0.5. dddd. dd. 0.8. 0.2. HMM Structure ... Mahatma ...
Defined in many different ways, but ... inventory, banking, manufacturing, payroll, registration, accounting, etc. ... From software engineering point of view ...
IE from free text using extraction patterns that are mainly based on syntactic ... Roadrunner and EXALG do the analysis from multiple pages. Comparison (Cont. ...
No office hours this week due to open houses. So I have more time to chat with prospective students. ... If mistake: vk 1 = vk yi xi. Mathematically the same ...
involving senior citizens. from eastern part of city. Number of children from. downtown hospital ... 52/200 records from 'recent' have Gender = Male AND Age = Senior ...
Choices: windows, thresholds. May miss fine detail. Over-sensitive to outliers. 17 ... T. W. Anderson. 18. Experiments. 2.8 million baskets over 7 years, 1987-93 ...
Several other last minute hacks. Outcome. Winning Entry: Weighted: 68.4 ... Learning Bayesian network models of different complexity (2 to 12 features) ...
distributive: if the result derived by applying the function to n aggregate ... each of which is obtained by applying a distributive aggregate function. ...
Title: No Slide Title Author: Hany Saleeb Last modified by: Hany Saleeb Created Date: 6/19/1998 4:38:52 AM Document presentation format: On-screen Show
Title: Slide 1 Author: Jeremy J Morris Last modified by: Jeremy J Morris Created Date: 5/8/2006 3:50:03 PM Document presentation format: Custom Company
CS490D: Introduction to Data Mining Chris Clifton January 16, 2004 Data Warehousing Data Warehousing and OLAP Technology for Data Mining What is a data warehouse?
The University of New South Wales, Australia. Joint Work: Wei Wang (UNSW), Xuemin Lin (UNSW), Jeffrey Xu Yu (CUHK) ... On one end, a winded Pete Sampras tried ...
On-line Analytical Processing: the foundation for a range of essential business ... CHER Y. Chen, F.Dehne, Todd Eavis, A. Rau-Chaplin, Parallel ROLAP Data Cube ...