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PROGRAMNEWSFAQ
TTIC RAP Bradly Stadie to give long presentation at ICML 2021. June, 2021 - Dr. Stadie conducts interdisciplinary research in machinelearning
AVRIM BLUM'S HOME PAGE Avrim Blum Professor and Chief Academic Officer Toyota Technological Institute at Chicago (TTIC) 6045 S. Kenwood Ave. Chicago, IL 60637 email: at ttic.edu.Administrative Assistant: Mary Marre (773)834-1757. The Toyota Technological Institute at Chicago (TTIC or TTI-Chicago) is a PhD-granting computer science institute focusing in the areas of machine learning, algorithms, AIMICHAEL MAIRE
Chicago, IL 60637. mmaire@uchicago.edu. CV Google Scholar arXiv GitHub. News. 2018 | 2017 | 2016 | 2015 | 2014. I have joined the University of Chicago as an Assistant Professor in Computer Science! Two papers appearing at ECCV 2018: Sparsely Aggregated CNNs and Self-Supervised Relative Depth Learning. New arXiv paper on sparselyaggregated
FOUNDATIONS OF DATA SCIENCE Foundations of Data Science Avrim Blum, John Hopcroft, and Ravindran Kannan Thursday 27th February, 2020 This material has been published by Cambridge University Press as Foundations of Data Science by Avrim Blum, John Hopcroft, and Ravi Kannan.AUTOMATIC COLORIZER
Drop image here for automatic colorization. Developed by Gustav Larsson.Hosted by TTI Chicago.TTI Chicago. JINBO XU'S HOME PAGE Jinbo Xu's Home Page. Jinbo Xu. Professor of Toyota Technological Institute at Chicago. Senior Fellow, Computational Institute at the University of Chicago. Address: 6045 S. Kenwood Ave., Chicago, IL 60637. Email: jinboxu AT gmail dot com. MASSART’S FINITE CLASS LEMMA AND GROWTH FUNCTION Finite Class Lemma (Massart). Let Abe some finite subset of Rm and 1;:::; m be independent Rademacher random variables. Let r= sup a2A kak. Then, we have, E " sup a2A 1 m Xm i=1 ia i # r p 2lnjAj GENERALIZATION BOUNDS Generalization Bounds Here we consider the problem of learning from binary labels. We assume training data D = hx 1,y 1i,hx N,y Ni with y t being one of the two values 1 or −1. We will assume that these training pairs have been drawn independently LECTURE 5: OCTOBER 14, 2014 1 PINSKER’S INEQUALITY AND ITS Information and Coding Theory Autumn 2014 Lecture 5: October 14, 2014 Lecturer: Madhur Tulsiani Scribe: G okalp Demirci 1 Pinsker’s inequality and its applications to lower bounds APPROXIMATION ALGORITHMS SPRING 2014 HOMEWORK ASSIGNMENT 1 Approximation Algorithms Spring 2014 Homework Assignment 1 Due: Thursday, May 1, in class. General remark: whenever you are asked to provide an -approximation algorithm, you need to TTICABOUT TTICANNUAL REPORTAWARDS AND HONORSINDUSTRY AFFILIATESPROGRAMNEWSFAQ
TTIC RAP Bradly Stadie to give long presentation at ICML 2021. June, 2021 - Dr. Stadie conducts interdisciplinary research in machinelearning
AVRIM BLUM'S HOME PAGE Avrim Blum Professor and Chief Academic Officer Toyota Technological Institute at Chicago (TTIC) 6045 S. Kenwood Ave. Chicago, IL 60637 email: at ttic.edu.Administrative Assistant: Mary Marre (773)834-1757. The Toyota Technological Institute at Chicago (TTIC or TTI-Chicago) is a PhD-granting computer science institute focusing in the areas of machine learning, algorithms, AIMICHAEL MAIRE
Chicago, IL 60637. mmaire@uchicago.edu. CV Google Scholar arXiv GitHub. News. 2018 | 2017 | 2016 | 2015 | 2014. I have joined the University of Chicago as an Assistant Professor in Computer Science! Two papers appearing at ECCV 2018: Sparsely Aggregated CNNs and Self-Supervised Relative Depth Learning. New arXiv paper on sparselyaggregated
FOUNDATIONS OF DATA SCIENCE Foundations of Data Science Avrim Blum, John Hopcroft, and Ravindran Kannan Thursday 27th February, 2020 This material has been published by Cambridge University Press as Foundations of Data Science by Avrim Blum, John Hopcroft, and Ravi Kannan.AUTOMATIC COLORIZER
Drop image here for automatic colorization. Developed by Gustav Larsson.Hosted by TTI Chicago.TTI Chicago. JINBO XU'S HOME PAGE Jinbo Xu's Home Page. Jinbo Xu. Professor of Toyota Technological Institute at Chicago. Senior Fellow, Computational Institute at the University of Chicago. Address: 6045 S. Kenwood Ave., Chicago, IL 60637. Email: jinboxu AT gmail dot com. MASSART’S FINITE CLASS LEMMA AND GROWTH FUNCTION Finite Class Lemma (Massart). Let Abe some finite subset of Rm and 1;:::; m be independent Rademacher random variables. Let r= sup a2A kak. Then, we have, E " sup a2A 1 m Xm i=1 ia i # r p 2lnjAj GENERALIZATION BOUNDS Generalization Bounds Here we consider the problem of learning from binary labels. We assume training data D = hx 1,y 1i,hx N,y Ni with y t being one of the two values 1 or −1. We will assume that these training pairs have been drawn independently LECTURE 5: OCTOBER 14, 2014 1 PINSKER’S INEQUALITY AND ITS Information and Coding Theory Autumn 2014 Lecture 5: October 14, 2014 Lecturer: Madhur Tulsiani Scribe: G okalp Demirci 1 Pinsker’s inequality and its applications to lower bounds APPROXIMATION ALGORITHMS SPRING 2014 HOMEWORK ASSIGNMENT 1 Approximation Algorithms Spring 2014 Homework Assignment 1 Due: Thursday, May 1, in class. General remark: whenever you are asked to provide an -approximation algorithm, you need toJULIA CHUZHOY
Professor (part time) Department of Computer Science, University of Chicago. Address: 6045 S. Kenwood Ave., Chicago IL 60637. Phone: 773-834-2490. Email: cjulia@ttic.edu. Toyota Technological Institute at Chicago is a research and educational institution, located on the University of Chicago campus. CMSC 35246 DEEP LEARNING This course aims to cover the basics of Deep Learning and some of the underlying theory with a particular focus on supervised Deep Learning, with a good coverage of unsupervised methods. Instructors: Shubhendu Trivedi and Risi Kondor. shubhendu@cs.uchicago.edu. risi@cs.uchicago.edu. Time: Mondays and Wednesdays, 3.00pm-4.20pm,Ryerson 277.
AUTOMATIC COLORIZER
Drop image here for automatic colorization. Developed by Gustav Larsson.Hosted by TTI Chicago.TTI Chicago.SHENG WANG @TTIC
Recent News. A new server, PredMP, for de novo prediction and visualization of membrane proteins has been accepted by Bioinformatics.Congratulations to Shiyang Fei and Zongan Wang. A new algorithm, continuous wavelet Dynamic Time Warping (cwDTW), for end-to-end mapping in ultra-long nanopore sequencing has been accepted for presentation at ECCB 2018. 1 PROPERTIES OF GROWTH FUNCTION Theorem 2.1. Let Fdenote the class of functions computed a multilayer neural network as defined above. Then VCdim(F) = O(Nlog 2 (N)). Proof. Let there be a set of size mthat is shattered. DUDLEY’S THEOREM, FAT SHATTERING DIMENSION, PACKING 2.2 Increasing Functions Now assume that Fj x 1:n is the set of non-decreasing functions. Considering discretizing Y= into bins of size 1= . We can approximate a function in f2Fby: for each of the bins (there are 1= bins), just specify one of the n EMERGENT BEHAVIOR IN FLOCKS (a) For all v ∈ IE 3, L x(v,,v)=0. (b) If λ1,,λ k are the eigenvalues of L x then 0=λ1 ≤ λ2 ≤ ≤ λ k = L x. (c) For all v ∈ (IE3)k, L xv,v = k i,j=1 a ij v i −v j 2. Note that (b) implies L x is positive semidefinite. ThequantityE x(v)= k i,j=1 a ij v i−v j 2 is the energy of the flock (at a position x ∈ (IE3)k and a velocity v ∈ (IE3)k).Note that E x(v) = 0 THE MATHEMATICS OF EMERGENCE The Mathematics of Emergence∗ Felipe Cucker Department of Mathematics City University of Hong Kong 83 Tat Chee Avenue, Kowloon HONG KONG e-mail: macucker@math.cityu.edu.hk 1 DYNAMIC PROGRAMMING TTIC 31010 / CMSC 37000 - Algorithms January 23, 2019 Lecture #5 last changed: January 20, 2019 1 Dynamic Programming Dynamic Programming is a powerful technique that RANK, TRACE-NORM AND MAX-NORM Rank, Trace-Norm and Max-Norm Nathan Srebro1 and Adi Shraibman2 1 University of Toronto Department of Computer Science, Toronto ON, CANADA 2 Hebrew University Institute of Computer Science, Jerusalem, ISRAEL nati@cs.toronto.edu, adidan@cs.huji.ac.il Abstract. We study the rank, trace-norm and max-norm as complexity TTICABOUT TTICANNUAL REPORTAWARDS AND HONORSINDUSTRY AFFILIATESPROGRAMNEWSFAQ
TTIC welcomes new members to the Board of Trustees. May, 2021 - The Board welcomes three new Trustees, and announces a new Chair. AVRIM BLUM'S HOME PAGE Avrim Blum Professor and Chief Academic Officer Toyota Technological Institute at Chicago (TTIC) 6045 S. Kenwood Ave. Chicago, IL 60637 email: at ttic.edu.Administrative Assistant: Mary Marre (773)834-1757. The Toyota Technological Institute at Chicago (TTIC or TTI-Chicago) is a PhD-granting computer science institute focusing in the areas of machine learning, algorithms, AI TTIC DR. ARTURS BACKURS Arturs Backurs received Ph.D. degree from MIT in 2018. He previously received his bachelor’s degree from University of Latvia in 2012. His research area is theoretical computer science with the main focus on proving conditional lower bounds for problems that are solvable in polynomial time as well as designing faster algorithms inspired byYURY MAKARYCHEV
Surveys 1. Perturbation Resilience, Konstantin Makarychev, Yury Makarychev, In Beyond the Worst-Case Analysis of Algorithms, Tim Roughgarden (Ed.), Cambridge University Press. 2. Approximation Algorithms for CSPs (a survey of results), Konstantin Makarychev, Yury Makarychev, In The Constraint Satisfaction Problem: Complexity and Approximability, Andrei Krokhin and Stanislav Zivny (EdsKEVIN GIMPEL
Kevin Gimpel. Hello! I am an assistant professor at Toyota Technological Institute at Chicago, a philanthropically endowed academic computer science institute on the University of Chicago campus. I am also an assistant professor (part-time) in the Department of Computer Science at UChicago. I received my Ph.D. in 2012 from theLanguage
AUTOMATIC COLORIZER
Drop image here for automatic colorization. Developed by Gustav Larsson.Hosted by TTI Chicago.TTI Chicago. JINBO XU'S HOME PAGE Jinbo Xu's Home Page. Jinbo Xu. Professor of Toyota Technological Institute at Chicago. Senior Fellow, Computational Institute at the University of Chicago. Address: 6045 S. Kenwood Ave., Chicago, IL 60637. Email: jinboxu AT gmail dot com. MASSART’S FINITE CLASS LEMMA AND GROWTH FUNCTION Finite Class Lemma (Massart). Let Abe some finite subset of Rm and 1;:::; m be independent Rademacher random variables. Let r= sup a2A kak. Then, we have, E " sup a2A 1 m Xm i=1 ia i # r p 2lnjAj LECTURE 5: OCTOBER 14, 2014 1 PINSKER’S INEQUALITY AND ITS Information and Coding Theory Autumn 2014 Lecture 5: October 14, 2014 Lecturer: Madhur Tulsiani Scribe: G okalp Demirci 1 Pinsker’s inequality and its applications to lower bounds ON DEEP MULTI-VIEW REPRESENTATION LEARNING On Deep Multi-View Representation Learning Weiran Wang WEIRANWANG@TTIC.EDU Toyota Technological Institute at Chicago Raman Arora ARORA@CS.JHU.EDU Johns Hopkins University Karen LivescuKLIVESCU@TTIC.EDU
TTICABOUT TTICANNUAL REPORTAWARDS AND HONORSINDUSTRY AFFILIATESPROGRAMNEWSFAQ
TTIC welcomes new members to the Board of Trustees. May, 2021 - The Board welcomes three new Trustees, and announces a new Chair. AVRIM BLUM'S HOME PAGE Avrim Blum Professor and Chief Academic Officer Toyota Technological Institute at Chicago (TTIC) 6045 S. Kenwood Ave. Chicago, IL 60637 email: at ttic.edu.Administrative Assistant: Mary Marre (773)834-1757. The Toyota Technological Institute at Chicago (TTIC or TTI-Chicago) is a PhD-granting computer science institute focusing in the areas of machine learning, algorithms, AI TTIC DR. ARTURS BACKURS Arturs Backurs received Ph.D. degree from MIT in 2018. He previously received his bachelor’s degree from University of Latvia in 2012. His research area is theoretical computer science with the main focus on proving conditional lower bounds for problems that are solvable in polynomial time as well as designing faster algorithms inspired byYURY MAKARYCHEV
Surveys 1. Perturbation Resilience, Konstantin Makarychev, Yury Makarychev, In Beyond the Worst-Case Analysis of Algorithms, Tim Roughgarden (Ed.), Cambridge University Press. 2. Approximation Algorithms for CSPs (a survey of results), Konstantin Makarychev, Yury Makarychev, In The Constraint Satisfaction Problem: Complexity and Approximability, Andrei Krokhin and Stanislav Zivny (EdsKEVIN GIMPEL
Kevin Gimpel. Hello! I am an assistant professor at Toyota Technological Institute at Chicago, a philanthropically endowed academic computer science institute on the University of Chicago campus. I am also an assistant professor (part-time) in the Department of Computer Science at UChicago. I received my Ph.D. in 2012 from theLanguage
AUTOMATIC COLORIZER
Drop image here for automatic colorization. Developed by Gustav Larsson.Hosted by TTI Chicago.TTI Chicago. JINBO XU'S HOME PAGE Jinbo Xu's Home Page. Jinbo Xu. Professor of Toyota Technological Institute at Chicago. Senior Fellow, Computational Institute at the University of Chicago. Address: 6045 S. Kenwood Ave., Chicago, IL 60637. Email: jinboxu AT gmail dot com. MASSART’S FINITE CLASS LEMMA AND GROWTH FUNCTION Finite Class Lemma (Massart). Let Abe some finite subset of Rm and 1;:::; m be independent Rademacher random variables. Let r= sup a2A kak. Then, we have, E " sup a2A 1 m Xm i=1 ia i # r p 2lnjAj LECTURE 5: OCTOBER 14, 2014 1 PINSKER’S INEQUALITY AND ITS Information and Coding Theory Autumn 2014 Lecture 5: October 14, 2014 Lecturer: Madhur Tulsiani Scribe: G okalp Demirci 1 Pinsker’s inequality and its applications to lower bounds ON DEEP MULTI-VIEW REPRESENTATION LEARNING On Deep Multi-View Representation Learning Weiran Wang WEIRANWANG@TTIC.EDU Toyota Technological Institute at Chicago Raman Arora ARORA@CS.JHU.EDU Johns Hopkins University Karen LivescuKLIVESCU@TTIC.EDU
TTIC
TTIC welcomes new members to the Board of Trustees. May, 2021 - The Board welcomes three new Trustees, and announces a new Chair.WWW.TTIC.EDU
Apache/2.4.29 (Ubuntu) Server at www.ttic.edu Port 443TTIC TTI-JAPAN
The Toyota Technological institute (TTI) in Nagoya, Japan, established TTIC in cooperation with the University of Chicago in 2003. TTI was founded in 1981, as part of the social contribution activities of the Toyota Motor Corporation, to provide undergraduate education inengineering.
TTIC DR. JINBO XU
Dr. Jinbo Xu received his B.S. in Computer Science from the University of Science and Technology of China, his M.Sc. from Chinese Academy of Sciences, and his Ph.D. from the University of Waterloo. He spent one year following as a research assistant professor at the University of Waterloo and one year as a Postdoctoral Fellow in the Department TTIC HARIS ANGELIDAKIS Alumni Highlight - Haris Angelidakis. After graduating from TTIC in June of 2018, Dr. Haris Angelidakis joined ETH Zurich as a Postdoctoral Researcher. After spending two years in Zurich, he was considering whether he should continue on an academic path, or to look for an industry position.MICHAEL MAIRE
Chicago, IL 60637. mmaire@uchicago.edu. CV Google Scholar arXiv GitHub. News. 2018 | 2017 | 2016 | 2015 | 2014. I have joined the University of Chicago as an Assistant Professor in Computer Science! Two papers appearing at ECCV 2018: Sparsely Aggregated CNNs and Self-Supervised Relative Depth Learning. New arXiv paper on sparselyaggregated
KEVIN GIMPEL
Kevin Gimpel. Hello! I am an assistant professor at Toyota Technological Institute at Chicago, a philanthropically endowed academic computer science institute on the University of Chicago campus. I am also an assistant professor (part-time) in the Department of Computer Science at UChicago. I received my Ph.D. in 2012 from theLanguage
SPEECH AND LANGUAGE @ TTIC Speech and Language @ TTIC. TTIC is hiring new faculty, both tenure-track and endowed 3-year research faculty, including in speech and language. We are always looking for motivated PhD students, visiting students, and undergraduate research assistants. 1 PROPERTIES OF GROWTH FUNCTION Theorem 2.1. Let Fdenote the class of functions computed a multilayer neural network as defined above. Then VCdim(F) = O(Nlog 2 (N)). Proof. Let there be a set of size mthat is shattered. KOOPMAN OPERATORS AND DYNAMIC MODE DECOMPOSITION Koopman Operators and Dynamic Mode Decomposition Shubhendu Trivedi The University of Chicago Toyota Technological Institute Chicago, IL - 60637 Shubhendu Trivedi (TTI-C) Koopman Operators 1 / 50Toggle navigation
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