PDF-Training Linear Discriminant Analysis in Linear Time Deng Cai Dept

of Computer Science UIUC dengcai2csuiucedu Xiaofei He Yahoo hexyahooinccom Jiawei Han Dept of Computer Science UIUC hanjcsuiucedu Abstract Linear Discriminant Analysis LDA has been a popular method for extracting features which preserve class separa. uiucedu Xiaofei He Yahoo Research Labs hexyahooinccom Kun Zhou Microsoft Research Asia kunzhoumicrosoftcom Jiawei Han Department of Computer Science University of Illinois at Urbana Champaign hanjcsuiucedu Hujun Bao College of Computer Science Zhejia Fisher Linear Discriminant 2 Multiple Discriminant Analysis brPage 2br CSE 555 Srihari 1 Motivation Projection that best separates the data in a least squares sense CA finds components that are useful for representing data owever no reason to assum Given . a quadratic equation use the . discriminant. to determine the nature . of the roots.. What is the discriminant?. The discriminant is the expression b. 2. – 4ac.. The value of the discriminant can be used. Jerry Cai. &. The LAFS Team. High Level LHC Schottky Software. An . initial version of High Level Software for LHC Schottky project has been created.. Implements the requirements from the document:. Bluegreen. Vacations Unlimited, Inc. and LE Orlando Owner, LLC. Environmental Protection Division. October 6, 2015. Location Map. 12388 and 12400 International Drive South. Aerial Photograph. Site Plan. . in Anaesthesia Training. Credits . and . Acknowledgements. Feedback and Fieldnotes. Resource . Development . T. eam. :. Dr. Rebecca Fanning. Coombe Women and Infants University Hospital . Dr. Eva Doherty . Linear Discriminant Analysis. Objective. -Project a . feature space (a dataset n-dimensional samples) onto a smaller . -Maintain . the . class separation. Reason. -Reduce computational costs. -Minimize . Jerry Cai. &. The LAFS Team. High Level LHC Schottky Software. An initial version of High Level Software for LHC Schottky project has been created.. Implements the requirements from the document:. Guo-Qiang. Post-modern Artist Presentation. By Josh L. Biography. Born in Quanzhou City, China in 1957. Originally trained in stage design in the Shanghai Theater Academy. His father was a traditional painter/calligrapher who worked in a bookstore.. L/O – To explain the significance of the changes introduced by Deng . Xiaoping in the 1970s and 1980s. Deng Xiaoping. The Emergence of Deng. Between . 1976 and 1980 . the . moderates . slowly gained control of China. Deng Xiaoping . CS 560 Artificial Intelligence. Many slides throughout the course adapted from Svetlana . Lazebnik. , Dan Klein, Stuart Russell, Andrew Moore, Percy Liang, Luke . Zettlemoyer. , Rob . Pless. , Killian Weinberger, Deva . Data Mining for Business Analytics. Shmueli. , Patel & Bruce. Discriminant Analysis: Background. A classical statistical technique. Used for classification long before data mining. Classifying organisms into species. 30min. Alex Deng, Pavel Dmitriev, Somit Gupta, Ronny Kohavi, Paul Raff, Lukas Vermeer. 1. Challenges and Active Research Areas. Metric Sensitivity. Problems with NHST and p-value. Continuous Decision Making . Chamber of Commerce, City Economic Development Dept. CNM, City Municipal Dept. (DMD), City Environment Dept., City Solid Waste Dept., City Fire Dept., United Way of Central New Mexico Albuquerque Progress Report: