PPT-Regression Verification for Multi-Threaded Programs

VMCAI 2012 January 24 2012 Arie Gurfinkel Sagar Chaki SEICMU Ofer Strichman Technion Regression Verification Formal equivalence checking of two similar programs Three selling points. Di64256erentiating 8706S 8706f Setting the partial derivatives to 0 produces estimating equations for the regression coe64259cients Because these equations are in general nonlinear they require solution by numerical optimization As in a linear model Stata. manuals. You have all these as . pdf. ! . Check the folder /Stata12/docs. ASSUMPTION CHECKING AND OTHER NUISANCES. In regression analysis with . Stata. In logistic regression analysis with . Stata. Singularity and seL. 4. Outline. Formal Verification & Type Systems. Singularity. Software-Isolated Processes. Contract-Based Channels. Manifest-Based Programs. Formal Verification. seL4. Assumptions. for . Multi-Threaded Programs. Sagar Chaki, SEI-Pittsburgh. Arie Gurfinkel, SEI-Pittsburgh. Ofer Strichman. , Technion-Haifa. Originally presented at VMCAI 2012. VSSE 2012. 2. Regression Verification. ). Threaded bores Threaded bores should be free of chips and burrs (ref. section 3 ). Feathered burr (UNACCEPTABLE) Difficult to detect Burr in recess that may be hidden from viewUNACCEPTABLE Scratc (via Automated Refinement Type Inference). Tachio. Terauchi. Nagoya University. TexPoint fonts used in EMF. . Read the TexPoint manual before you delete this box.: . A. A. A. A. A. A. A. A. A. Verifying higher-order functional programs. Lecture on relational semantics. Exercises on logic and relations. Labs on using Isabelle to do proofs. Synthesis, Analysis, and Verification. Lecture . 02a. Lectures: . . . Viktor . Kuncak. Relational Semantics. Aron. . Culotta. Jedsada Chartree. Introduction. Growing interest in monitoring disease outbreaks.. Growing of twitter users. - February, 2010 50 million tweets/day. - June, 2010 65 million tweets/day (750 tweets/. Through . Barrier-Interval Time-Parallelism . Paul D. Bryan, . Jason A. . Poovey. , Jesse G. . Beu. , Thomas M. . Conte. Georgia Institute of Technology. Outline. Introduction. Multi-threaded Application Simulation Challenges. Verification Tracking Flag. 2016-2017. 2017-2018. V1. Standard Verification Group. Standard Verification Group. V4. Custom Verification (HS Completion, Identity, SNAP, Child Support Paid). Umang Mathur. P. Madhusudan. Mahesh Viswanathan. Existing Decidable Classes. Program Verification. Unnatural program models. Undecidable. In general, verification over infinite domains is undecidable. Logistic Regression. Mark Hasegawa-Johnson, 2/2022. License: CC-BY 4.0. Outline. One-hot vectors: rewriting the perceptron to look like linear regression. Softmax. : Soft category boundaries. Cross-entropy = negative log probability of the training data. 1. 2. Office Hours. :. More office hours, schedule will be posted soon.. . On-line office hours are for everyone, please take advantage of them.. . Projects:. Project guidelines and project descriptions will be posted Thursday 9/25.. Logistic Regression, SVMs. CISC 5800. Professor Daniel Leeds. Maximum A Posteriori: a quick review. Likelihood:. Prior: . Posterior Likelihood x prior = . MAP estimate:. . .  . Choose . and . to give the prior belief of Heads bias .