PPT-Generative Topographic Mapping by Deterministic Annealing

Jong Youl Choi Judy Qiu Marlon Pierce and Geoffrey Fox School of Informatics and Computing Pervasive Technology Institute Indiana University S A L S A project http salsahpcindianaedu. in Life Science. Jong Youl Choi. School of Informatics and Computing. Pervasive Technology Institute. Indiana University. (. jychoi@cs.indiana.edu. ). Ph.D. Thesis Proposal. Visualization in Life Science (1). YM . Wang, . S. . Holmes, J Saleh, XP Li . and D . Roman, . National Geodetic Survey. June 22 -25 WPGM 2010 Taipei, Taiwan. Abstract. The spherical harmonic expansion of the topographic gravitational potential has two major advantages over Newtonian integrals: it offers computational efficiency and facilitates spectral analysis of the Earth’s gravity field. The high degree harmonic expansion of the topography helps also in geoid computations.. Goals. Define and describe topographic maps.. Define and describe an elevation profile.. Use a topographic map to create an elevation profile.. Describe how NASA probes create topographic maps that are used to create elevation profiles.. vs. Discriminative models. Roughly:. Discriminative. Feedforw. ard. Bottom-up. Generative. Feedforward recurrent feedback. Bottom-up horizontal top-down. Compositional . generative models require a flexible, “universal,” representation format for relationships.. Nets. İlke Çuğu 1881739. NIPS 2014 . Ian. . Goodfellow. et al.. At a . glance. (. http://www.kdnuggets.com/2017/01/generative-adversarial-networks-hot-topic-machine-learning.html. ). Idea. . Behind. Daniel Paden Tomasello. Simulated Annealing Algorithm. An approximation algorithm used for global optimization. . In my model, simulated annealing is used to help a robot, which may only detect surrounding elevations, find the highest elevation. (Local Search). Maps. Topographic Map. :. A . contour map. -. Complicated Topographic Map. Simple Topographic Map. I am standing where the land meets the water, what is this called?. *All elevations are relative to sea level. Topographic notes. Topographic Map-includes contour lines drawn to represent changes in elevation.. Topographic maps take 3 dimensional ups and downs of the terrain and show them on 2 dimensional surface.. Annealing . Dimension Reduction. and Biology. Indiana University. Environmental Genomics. April 20 2012. Geoffrey Fox. gcf@indiana.edu. . . http://www.infomall.org. . http://www.futuregrid.org. November 27 | . 2015. Facilitator. Mark Friesen. Consulting Manager, . Vantage Point. mfriesen@thevantagepoint.ca. @. markalanfriesen. Agenda. Introductions. Board Fundamentals | Organization Name. Governance. Rohit. Ray. ESE 251 . The Problem. Most . minimization (maximization) strategies . work to find the nearest local minimum. Trapped at local . minimums (maxima). Standard strategy. Generate trial point based on current estimates. An Overview. Yidong. Chai. 1,2. , . Weifeng Li. 1,3. , Hsinchun Chen. 1. 1 . Artificial Intelligence Laboratory, The University of Arizona. 2 . Tsinghua University. 3 . University of Georgia. 1. Acknowledgements. Industrial Property Information Policy Division. | . Korean Intellectual Property Office. | . LEE. . Jumi. Generative AI – Large Language Model. ① . Large Parameter. ② . Large Training Data. Fall 2023. What is Generative AI?. ChatGPT, Bing, Bard, . DallE. …. Generative AI, like ChatGPT, uses machine learning to create new content. While generative AI tools can help explore new ideas, write text, and get feedback, there are important limitations to these tools to keep in mind..