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Mathematical Tools for Multivariate Character Analysis

https://cis.temple.edu/~latecki/Courses/AI-Fall12/Lectures/GreatMatrixIntro.pdf

There are numerous excellent texts on matrix algebra, so we will make little ef- fort to prove most of the results given below. For statistical applications, concise introductions can be found in the chapters on matrix methods in Johnson and Wichern (1988) and Morrison (1976), while Dhrymes (1978) and Searle (1982) pro- vide a more extended treatment. Wilf’s (1978) short chapter on matrix ...

Dense Subgraph Partition of Positive Hypergraphs

https://cis.temple.edu/~latecki/Papers/DSP_PAMI2014.pdf

Abstract—In this paper, we present a novel partition framework, called dense subgraph partition (DSP), to automatically, precisely and efficiently decompose a positive hypergraph into dense subgraphs. A positive hypergraph is a graph or hypergraph whose edges, except self-loops, have positive weights. We first define the concepts of core subgraph, conditional core subgraph, and disjoint ...

An introduction to Support Vector Machines

https://cis-linux1.temple.edu/~latecki/Courses/AI-Fall11/Lectures/ch5SVM.ppt

Outline What do we mean with classification, why is it useful Machine learning- basic concept Support Vector Machines (SVM) Linear SVM – basic terminology and some formulas Non-linear SVM – the Kernel trick An example: Predicting protein subcellular location with SVM Performance measurments Classification Everyday, all the time we classify things. Eg crossing the street: Is there a car ...

ICAS : Upcoming Events | Temple University, Japan Campus

https://www.tuj.ac.jp/icas/events/2015-11-26

Generative AI and robots do not so much project our future as reflect our past and the vice-like grip that past holds on our present. They replicate and embody toxic racial and gender biases and stereotypes that reinforce, rather than challenge, discriminatory patterns of human social behavior...

ICAS : Upcoming Events | Temple University, Japan Campus

https://www.tuj.ac.jp/icas/events/2022-12-12

Generative AI and robots do not so much project our future as reflect our past and the vice-like grip that past holds on our present. They replicate and embody toxic racial and gender biases and stereotypes that reinforce, rather than challenge, discriminatory patterns of human social behavior...