[Series 4 | System Identification & Estimation | #5] #SystemID #UnstableSystems #KernelMethods #Estimation ⚠️📡 Can an unstable system be identified while operating in closed loop? Yes. This work develops a kernel regularization–based joint input–output approach for the closed-loop identification of unstable plants. Title: Joint input-output identification of unstable systems with kernel regularization Authors: Yusuke Fujimoto, Toshiharu Sugie Full Text：rdcu.be/dHyCa

#MachineLearning #AIHistory #KernelMethods #Braverman #SovietAI #DataScience #ML #Bioinformatics #DeepLearning #SpectralClustering #LinkedInLearning

#ExplainableAI #DataCentricExplainableAI #KernelMethods #iclr

📘 Embarking on a challenging machine learning journey has brought me to kernel methods, a topic that tests even seasoned computer scientists. #KernelMethods #MachineLearning #AI #DataScience #Math #Optimization #Python ⬇️

Work #1 explores #kernel methods for bivariate causal discovery using Conditional Mean Embedding (CME). A parsimony-based method helps infer causal direction by comparing complexity measures of CME sets. 📊 #KernelMethods #CausalDiscovery Great collab with @sejDino

Interested in explaining kernel methods (or GP) with Shapley values? Or in using SVs as attribution priors in ERM? I’ve got you covered! Check out my poster on RKHS-SHAP at Hall J #433 tmrw from 4-6pm CST! nips.cc/virtual/2022/p… #NeurIPS2022 #ExplainableAI #KernelMethods