PPT-Maximum Likelihood-Maximum Entropy Duality

Session 1 Pushpak Bhattacharyya Scribed by Aditya Joshi Presented in NLPAI talk on 14 th January 2015 PhenomenonEvent could be a linguistic process such as POS tagging or sentiment prediction. LP Duality YiZhang Yi Outline Outline DualofLPs Dual Strong Duality No gap: primal optimal, dual opitmal Nogap:primalinfeasibledualunbounded No infeasible No gap: primal unbounded, dual infeasible Ifi Cancer . Cell. Local . and global cancer . hallmarks . and applications. Contents. Cancer research in the 21. st. century. Entropy in gene expression. Entropy in copy number. Conclusions. Three reasons why we haven’t cured cancer. Since entropy is a property, . the entropy change between two specified states . does not depend on the process . (reversible or irreversible). that occurs between the two states.. However, to evaluate entropy change by the above definition a reversible process has to be imagined connecting the initial and final states and integration has to be carried along its path.. Lecture XX. Reminder from Information Theory. Mutual Information: . . Conditional Mutual Information: . . Entropy: Conditional Mutual Information: . . Scoring Maximum Likelihood Function. When scoring function is the Maximum Likelihood, the model would make the data as probable as possible by choosing the graph structure that would produce the highest score for the MLE estimate of the parameter, we define:. S. hipra. S. inha. OMICS International Conference on Geology. Department of Geology and Geophysics. Indian Institute of Technology, . Kharagpur, India. A. genda. Research Objective. Study Area. Methodology followed. Entropy (S), . Ethalpy. (H) and Gibbs Free Energy (G). What do we know about chemical reactions?. We can write chemical reactions and show how atoms and molecules come together to form products. . We can determine the energy change in a chemical reaction . Iftach Haitner. Microsoft Research. Omer Reingold. . Weizmann & Microsoft. Hoeteck Wee. Queens College, CUNY. Salil Vadhan. . Harvard University. TexPoint fonts used in EMF. . Read the TexPoint manual before you delete this box.: . (Exercises 1-6 in section 17.5). Problem: . Time-consuming picking 1. st. -arrival traveltimes . and inverting.. Solution. : Early arrival waveform inversion (EWI). New Problem: . Estimate wavelet, edit traces, trial&error . Pochung Chen . 陳柏中. National . Tsing. . Hua. University, Taiwan. 10/14/2013, IWCSE, NTU. Acknowledgement. Collaborators. Zhi. -Long . Xue. (NTHU). Ian . P. . McCulloch (UQ, Australia). Ming-Chiang Chung (NCHU). b. -values for Three Different Tectonic Regimes. Christine . Gammans. What is the . b. -value and why do we care?. Earthquake occurrence per magnitude follows a power law introduced by Ishimoto and Iida (1939) and Guten. Sometimes. See last slide for copyright information. Maximum Likelihood. Sometimes. Close your eyes and differentiate?. Simulate Some Data: True α=2, β=3. Alternatives for getting the data into D might be. Syllabus. Lecture 01 Describing Inverse Problems. Lecture 02 Probability and Measurement Error, Part 1. Lecture 03 Probability and Measurement Error, Part 2 . Lecture 04 The L. 2. Norm and Simple Least Squares. Siye Wu (KITP Langlands Duality 8-8-08) S-duality in Vafa-Witten theoryPage 2 Siye Wu (KITP Langlands Duality 8-8-08) S-duality in Vafa-Witten theoryPage 3 Siye Wu (KITP Langlands Duality 8-8-08) S-du Le Gal F, Gault E, Ripault M, Serpaggi J, Trinchet J, Gordien E, et al. Eighth Major Clade for Hepatitis Delta Virus. Emerg Infect Dis. 2006;12(9):1447-1450. https://doi.org/10.3201/eid1209.060112.