predict the window of opportunity for screening) National Cancer Institute – What is Cancer 3A computational model for cancer initiation 4 A single cell • Consider a bunch of ‘pseudo’ cells. • Cells have a stochastic process (Markov process). Birth event Mutation event Random Time 𝑢12 𝜆1A computational model for cancer initiation 4 A single cell • Consider a bunch of ‘pseudo’ cells. • Cells have rnd_generator; std::exponential_distribution<> exp{rate}; double time = exp(rnd_generator); 𝑢12 𝜆1A computational model for cancer initiation 5 Healthy cell Cell that harbors a neutral mutation Cancerous

[tile] DB libraries, and large-scale graph analytics. Open-source software projects resulting from his work include the Matrix Template Library, the Boost Graph Library and Open MPI. 。Phil Ratzloff *。Distinguished relationships between elements of a data set *，Without regard to what the data set actually is *。 Graph theoretical (abstract) results can be applied to many different practical (concrete) problems -theory cvMuNKCATIOWS 有二有 灿瑟必帮 和一是/第 手太则光大 A，训四 昱 站 -本| 厅 是，主 半一司、|全之体 ~ 对 /人-看 奋才全 和 全原 和 刁曾 The Future ls Big Graph: on meetalThngs soneaiadman MD] Basic Principles *。The C++ standard library (nee STL) provides

Scott, Principal Engineer at CMU SEI Graph/ML/AI algorithms for large- and small- scale parallel systems. Working on GBTL, a linear algebra-based C++ library for graph analytics.[DISTRIBUTION STATEMENT GraphBLAS community, C API Overview of our draft C++ API How might this interoperate with standard C++, graph library proposal? 4[DISTRIBUTION STATEMENT A] This material has been approved for public release GraphBLAS community, C API Overview of our draft C++ API How might this interoperate with standard C++, graph library proposal? 5[DISTRIBUTION STATEMENT A] This material has been approved for public release

top-down task graph What is Task Graph-based Programming System (TGPS) Code 4• TGPS encapsulates function calls and their dependencies in a top-down task graph What is Task Graph-based Programming task graph What is Task Graph-based Programming System (TGPS) Code A B C D B A C D 6• TGPS encapsulates function calls and their dependencies in a top-down task graph What is Task Graph-based precede(task_d); 19 20 sched.schedule(); 21 sched.wait(); B A C D 1. Easy to write and express a task graph 2. Allow to implement irregular parallel decomposition strategies 8Existing TGPSs on Heterogenous

resulting type is the “computational graph”lazy continuations auto k = http::Post(url, body, /* k' */); k.Start(); ● resulting type is the “computational graph” ● the graph is lazy, i.e., nothing has resulting type is the “computational graph” ● the graph is lazy, i.e., nothing has started when we get it (tradeoff for dynamic allocation) and must be explicitly started ● the graph can be allocated on resulting type is the “computational graph” ● the graph is lazy, i.e., nothing has started when we get it (tradeoff for dynamic allocation) and must be explicitly started ● the graph can be allocated on

Complexity @ CppCon 2021 Computational Complexity Computational Complexity or simply Complexity of an algorithm is the amount of resources required to run it. - from Computational complexity in wikipedia The amount of time, storage, or any other resource. 15 Algorithmic Complexity @ CppCon 2021 Computational Complexity n → f(n) n - is size of input f(n) - is the amount of resources required to run Amount of memory required Often denoted by S(n) or s(n) 16Algorithmic Complexity @ CppCon 2021 Computational Complexity Worst-Case Complexity Maximum amount of resources needed over all inputs of size

in higher dimensions. This unlocks structural and computational composition by separating what from where. This unlocks structural and computational composition by separating what from where. We can

whether some parallelism models have other limitations that make them scale worse than others. Computational structure Our mini-app is the ‘power method’: an algorithm for computing the largest eigenvalue

within “Digital Arts and Entertainment” bachelor,r Game Development major • C++ • Algorithms • Computational System Fundamentals • *new* Retro Console and Emulator Programming • https://www.howest.be/en

4 km deep 51The operating environment This is a spatial graph extracted from the map. 52The operating environment This is a spatial graph informs the robot about good "roadways" to travel along. 53The operating environment A robot could use this graph to make global plans to get around the warehouse. 54Why not just pre-compute all paths? 55Why not just pre-compute all paths? 56What do we (early stopping) 65Dijkstra's algorithm (early stopping) function Dijkstras(Graph, source, target): for each vertex v in Graph.Vertices: prev[v] ← UNDEFINED # predecessors