All the previous representations have been real valued, but think ... hippopotamus.dna. Human.dna. orangutan.dna. pygmy. chimpanzee.dna. pygmy. sperm whale.dna ...
... X increases a human's speed, memory, accuracy, competence, creativity ... How to define and measure the speed, memory, accuracy, competence, creativity ..., of ...
Encouraging the study of computer science at a research university. Michael J. Pazzani ... Dr. Jules Hilbert University of Illinois at Chicago. 10. Results ...
Personalization is an attempt to find most relevant documents using information ... Hot, cold, lukewarm. Pazzani, M., Muramatsu, J., and Billsus, D. ...
Every version of BMA performed worse than bagging on 19 out of 26 UCI datasets ... Ali & Pazzani (1996) report good results but bagging wasn't tried ...
... and Intelligent System. NSF. 11/13/09. 2. Successes of Data Mining. Research results in medicine, biology etc. ... Data Mining: Looking where the light is good? ...
'Drowning in data, but starving for knowledge' Modeling Salaries. Social Science Professors ... Explanations of credit rejection are important. Medical 'algorithms' ...
MLE s, Bayesian Classifiers and Na ve Bayes Required reading: Mitchell draft chapter, sections 1 and 2. (available on class website) Machine Learning 10-601
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... Carolina Ruiz Microsoft WebTV Wellesley College Worcester Polytechnic Institute ... Recommend articles to target user based on similarity between past behaviors of ...
Pat Langley Institute for the Study of Learning and Expertise Palo Alto, California and Center for the Study of Language and Information Stanford University, Stanford ...
Fast Kernel-Density-Based Classification and Clustering ... mushroom. kr-vs-kp. adult. 20 paths. 0. 0.84. 14.93. Results: Speed. Used on largest UCI data sets ...
A set of objects (movies, books, jokes) A user rates a subset of objects ... Jester: Recommending Jokes. Sense of humor is difficult to specify. Advantages: ...
Marginalization & Conditioning. Marginalization (summing out): for any ... Illustration of Independence. We know (product rule) that. Illustration continued ...
La TV num rique permet que ses utilisateurs acc dent un tr s grand nombre ... le titre, la cat gorie, le producteur, les acteurs, la date de production, etc. ...
Pearson correlation between user rating data. Recommend items that are ... neighbor users' ratings : Set of users similar to user a ... user ratings, ...
A user's profile is a collection of information about the ... Which news items the user browses. How many pages in a new item the user read (mobile platform) ...
... resources such as dictionaries and thesauri. discourse properties ... In recent years, most dictionaries made available in Machine Readable format (MRD) ...
INDEPENDENT COMPONENT ANALYSIS. OF. TEXTURES. based on the article ... Fractal parameters Subband decompositions. Higher order statistics. We focus on ...
System Software for Mobile Devices and Networks. A Cal-IT2 Meeting. August 30, 2001 ... Richard Taylor, taylor@uci.edu, UCI-ISR ... Assorted Comments, ARs ...
Builds upon long history in 'hard' sciences and engineering. National Science Foundation ... Sciences and Engineering. Directorate for. Education and. Human ...
... performance be better when the conditional independency assumption of NBC is relaxed? ... conditional independency assumption into a large attributes ...
Agrawal, Faloutsos, Swami 1993. Chan & Fu 1999. eigenwave 0. eigenwave 1. eigenwave 2 ... what is an image? A: 2-d array. Images - color. Color histograms, and ...
Markov Logic Networks Pedro Domingos Dept. Computer Science & Eng. University of Washington (Joint work with Matt Richardson) Overview Representation Inference ...
... as many domain experts?? Ignore domain knowledge? No! Formulate ... Domain knowledge goes into table creation. Standard table can be mined with standard tools ...
false dismissal (when D(S,T) D(F(S), F(T) ) ) false positives (when ... a small rate of false positives is desirable, but not essential. 12. What we achieve ...
model-based: a model is hypothesized for each of the clusters to ... examples of medical data: heart-related EKG (top) and brain-related EEG (bottom) epileptic ...
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 ...
A Gentle Introduction to Machine Learning and Data Mining for the Database Community Dr Eamonn Keogh University of California - Riverside eamonn@cs.ucr.edu
Funding Provides the Resources that facilitate research. Agencies and Foundations have missions or goals and ... Is it Innovative, but acheiveable. 10/9/09. 25 ...
... Strategy: Find similar users and predicted (weighted) average of user ratings ... the user to rate each article read from one to five. Learns a user profile ...
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