The h‐index is an objective and easily calculable measure that can be used to evaluate both the relevance and amount of scientific contributions of an individual author. We propose an alternative theory based on stochastic optimal feedback control. In this article, we describe a method for optimizing control policies, with guaranteed monotonic improvement, with little tuning of hyperparameters. There is a total of 69 scientists included with 38 of them also being included in the global ranking. We use value functions to substantially reduce the variance of policy gradient estimates at the cost of some bias, with an exponentially-weighted estimator of the advantage function. 1200. Xide Xia Research Scientist, Facebook AI Verified email at bu.edu. ... , Christopher M. Jermaine, Xibei Jia, Michael I. Jordan, Anthony D. Joseph, Kalliopi D. Kalantzaki, Michael … Semantic Scholar profile for Michael I. Jordan, with 17494 highly influential citations and 838 scientific research papers. The 2020 AI 2000 Most Influential Scholars in Machine Learning are the top 10 most cited scholars from the top venues of this field over the past 10 years (2009–2019). The system can't perform the operation now. I am in no way qualified to answer this question, since I have yet to work in any of these teams, but I would like to appreciate the work of OpenAI. Statistical applications in fields such as bioinformatics, information retrieval, speech processing, image processing and communications often involve large-scale models in which thousands or, Learning Transferable Features with Deep Adaptation Networks. Try again later. Michael I. Jordan Professor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC Berkeley Verified email at cs.berkeley.edu Rodolphe JENATTON Senior machine learning scientist at Google Brain, Berlin Verified email at google.com Learning the Kernel Matrix with Semidefinite Programming. h-index: 34: 31: i10-index: 39: 37: 0. Hirsch first described the h‐index in 2005 as a potentially constructive approach to evaluate an individual author's cumulative research impact. Michael I. Jordan Professor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC Berkeley Verified email at cs.berkeley.edu Hongseok Namkoong Columbia University Verified … Last author H-index = 13. ... Michael John McAleer. On Spectral Clustering: Analysis and an algorithm. We propose a generative model for text and other collections of discrete data that generalizes or improves on several previous models including naive Bayes/unigram, mixture of unigrams [6], and Hofmann's aspect model . Kernel-based learning algorithms work by embedding the data into a Euclidean space and then searching for linear relations among the embedded data points. H-index = 63. On the other side Jordan not only was awesome himself but he guided students that later became world class researchers, like David Blei and mroe importantly Andrew Ng (I didn't know that Koller was his student too, that makes Michael I. Jordan even more awesome than Michael Jordan the basketball player). Author-level metrics are citation metrics that measure the bibliometric impact of individual authors, researchers, academics, and scholars. There is widespread, but often indirect, evidence that a significant fraction of the bed beneath the Greenland Ice Sheet is thawed (at or above the pressure melting point for ice). 1600. Our objective was to examine how the h ‐ index of academic otolaryngologists relates with academic rank. In this paper, we present an algorithm that, given examples of similar (and, if desired, dissimilar) pairs of points in ℝn, learns a distance metric over ℜn that respects these relationships. She is an NSF Graduate Research Fellow and is a fellow in the Global Policy Lab in the Goldman School of Public Policy at UC Berkeley. His research interests include topic models and he was one of the original developers of latent Dirichlet allocation, along with Andrew Ng and Michael I. Jordan.As of June 18, 2020, his publications have been cited 83,214 times, giving him an h-index of 85.. Otherwise, Geoffrey Hinton (who will surpass Tibshirani in a few years). The ranking represents h-index, DBLP and citations values gathered by May 16th 2020 Our key analysis is the Top Scientists Ranking, ... 4 4 Michael I. Jordan University of California, Berkeley United States 5 5 David Haussler University of California, Santa Cruz United States 6 6 Takeo Kanade We propose a new Deep Adaptation Network (DAN) architecture, which generalizes deep convolutional neural network to the domain adaptation scenario. The h-index has been proposed to measure concurrently the quality and quantity of scientific output of researchers, ... Al-Zaytoonah University of Jordan. The following articles are merged in Scholar. Michael I. Jordan Professor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC Berkeley Verified email at cs.berkeley.edu Kamran … ... Michael I. Jordan Professor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC Berkeley Verified email at cs.berkeley.edu. Semantic Scholar profile for Jordan L. Boyd-Graber, with 45 highly influential citations and 50 scientific research papers. M-index = 3.315789. The ones marked. Michael I. Jordan Professor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC Berkeley Verified email at cs.berkeley.edu Virginia Smith Carnegie Mellon University Verified email at … Distance Metric Learning with Application to Clustering with Side-Information. 1025. First author H-index = 17. Egghe's study has stimulated more research in this direction: for example, Fred Y. Ye and Ronald Rousseau studied the relationship between the power law model and total career h-index sequences (Ye & Rousseau, 2008), denoted as h 4 in Egghe's sequences; Wu, Lozano and Helbing performed the empirical study of the real career h-index sequence (Wu, Lozano, & Helbing, 2011), … The authors are ranked first by h-index in decreasing order and when ties appear, then by the total number of citations as a … The ranking is based on h-index, citations and number of DBLP documents gathered by May 16th 2020. 400. We present a simple spectral clustering algorithm that can be implemented using a few lines of Matlab. Author pages are created from data sourced from our academic publisher partnerships and public sources. G-index = 169. 3075. High-Dimensional Continuous Control Using Generalized Advantage Estimation. 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