PPT-Generalization in Adaptive Data via Max-Information

Vitaly Feldman Accelerated Discovery Lab IBM Research Almaden Cynthia Dwork Moritz Hardt Toni Pitassi Omer Reingold Aaron Roth Microsoft Res Google Res U of Toronto Samsung Res. Chapter 10 . Generalization of birds. Generalization of Women’s Hair Color. Importance of Generalization. http://drchris.teachtown.com/2009/06/18/the-importance-of-generalization/. Generalization Objectives. Moritz Hardt. IBM Research Almaden. Joint work with Cynthia Dwork, Vitaly Feldman, . Toni Pitassi, Omer Reingold, Aaron Roth. Statistical Estimation. Data domain . X. , class labels . Y. Unknown distribution . Hasty . Generalization: . when someone judges someone or something without or very little information. .. Ex. When you say that one school is bad because your friends told you it was. You can’t say that the school is bad without attending or without the right information.. . Pingali. The University of Texas at Austin. Specialization . is for . d. odos. Lesson from natural world. Brown bears. Adapted to live in temperate forests. Polar bears. A. dapted to live above Arctic Circle. General Tools for Post-Selection Inference. Aaron Roth. What do we want to protect against?. Over-fitting from fixed algorithmic procedures (easiest – might hope to analyze exactly). e.g. variable/parameter selection followed by model fitting. Joe . Boninger. , . Joshua Brody. , Owen . Kephart. Swarthmore College. Cell Probe Model . [Yao81]. Memory consists of . w-bit. cells. Updates/queries charged for . # probes. All other computation . in Adaptive Data Analysis. Vitaly. Feldman. Overview. Adaptive data analysis. Motivation. Definitions. Basic techniques. With . Dwork. , . Hardt. , . Pitassi. , . Reingold. , Roth . [DFHPRR 14,15]. New results . General Tools for Post-Selection Inference. Aaron Roth. From: . Trustworthy-broker@trustme.com. To: . aaroth@cis.upenn.edu. Date: 2/27/15. Subject: Gr8 investment tip!!!. Hi! You don’t know me, but here is a tip! . June, 2017. Started in FP&A – Excel Power user. Joined Intuitive TEK in 2012 – Started in Professional Services. 4 years ago moved to NetSuite as an Account Executive. Lead NetSuite Global Sales of Adaptive for NetSuite. Vagelis. . Hristidis. Eduardo Ruiz. 1. Collaborative Adaptive Data Sharing - FIU. Motivation. Many application domains where . users . collaborate and share domain-specific information. .. Disaster Management. CADS: A Collaborative Adaptive Data Sharing Platform Vagelis Hristidis Eduardo Ruiz 1 Collaborative Adaptive Data Sharing - FIU Motivation Many application domains where users collaborate and share domain-specific information Sacha Epskamp. Tests from a Network Perspective. Interest in the score pattern rather than latent traits. Symptom diagnosis rather than disorder diagnosis. Voting recommendation based on specific opinions, rather than conservatism / left-right. MARCH 2021A pathway to stronger collaboration learning and adaptingMOMENTUM Knowledge AcceleratorMOMENTUM works alongside governments local and international private and civil society organizations an Open Ideas at PearsonSharing independent insights on the big unanswered questions in educationINTELLIGENCE UNLEASHEDAbout Open Ideas at Pearson About PearsonOPEN IDEAS AT PEARSONAbout EdSurgeAcknowled