Braverman Readings in Machine Learning. Key Ideas from Inception to Current State International Conference Commemorating the 40th Anniversary of Emmanuil Braverman's Decease, Boston, MA, USA, April 28-30, 2017, Invited Talks /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Rozonoer, Lev (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Mirkin, Boris (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Muchnik, Ilya (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2018.
• Έκδοση: 1st ed. 2018.
• Σειρά: Lecture Notes in Artificial Intelligence ; 11100
• Θέματα: Artificial intelligence.; Algorithms.; Mathematical statistics.; Data mining.; Artificial Intelligence.; Algorithm Analysis and Problem Complexity.; Probability and Statistics in Computer Science.; Data Mining and Knowledge Discovery.

This state-of-the-art survey is dedicated to the memory of Emmanuil Markovich Braverman (1931-1977), a pioneer in developing the machine learning theory. The 12 revised full papers and 4 short papers included in this volume were presented at the conference "Braverman Readings in Machine Learnin...

Πίνακας περιεχομένων:

• Potential Functions for Signals and Symbolic Sequences
• Braverman's Spectrum and Matrix Diagonalization versus iK-Means: A Unified Framework for Clustering
• Compactness Hypothesis, Potential Functions, and Rectifying Linear Space in Machine Learning
• Conformal Predictive Distributions with Kernels
• On the Concept of Compositional Complexity
• On the Choice of a Kernel Function in Symmetric Spaces
• Causality Modeling and Statistical Generative Mechanisms
• One-Class Semi-Supervised Learning
• Prediction of Drug Efficiency by Transferring Gene Expression Data from Cell Lines to Cancer Patients
• On One Approach to Robot Motion Planning
• Geometrical Insights for Implicit Generative Modeling
• Deep Learning in the Natural Sciences: Applications to Physics
• From Reinforcement Learning to Deep Reinforcement Learning: An Overview
• A Man of Unlimited Capabilities
• Braverman and His Theory of Disequilibrium Economics
• Misha Braverman: My Mentor and My Model
• List of Braverman's papers published in the "Avtomatika itelemekhanika" journal, Moscow, Russia, and translated into English as "Automation and Remote Control" journal.