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springen Institut D1 Algorithms & Complexity D2 Computer Vision and Machine Learning D3 Internet Architecture D4 Computer Graphics D5 Databases and Information Systems D6 Visual Computing and Artificial Intelligence [...] Abteilungen D1 Algorithms & Complexity D2 Computer Vision and Machine Learning D3 Internet Architecture D4 Computer Graphics D5 Databases and Information Systems D6 Visual Computing and Artificial Intelligence [...] RG2 Network and Cloud Systems RG3 Multimodal Language Processing Publikationen Algorithms & Complexity Computer Vision and Machine Learning Internet Architecture Computer Graphics Databases and Information

Approximation Algorithms " by V. Vazirani " The Design of Approximation Algorithms " by David P. Williamson and David B. Shmoys ( pdf ) Randomized Algorithms and Probabilistic Analysis of Algorithms Approximation [...] Forschung Abteilungen Algorithms and Complexity Teaching Winter 2022/23 Approximation Algorithms Approximation Algorithms Advanced Course (2+2) Basic Information Lectures: Tuesdays, 10:15-11:45, Building [...] Unfortunately, for many optimization problems, no efficient algorithms are known (and under standard complexity theoretic assumptions, no such algorithms are expected to exist). However, feasible solutions are

Abteilungen Algorithms and Complexity Teaching Winter 2022/23 Randomized Algorithms and Probabilistic Analysis of Algorithms Randomized Algorithms and Probabilistic Analysis of Algorithms Advanced Course [...] sense to analyze algorithms under probabilistic input models. In this course, we will introduce you to the foundations of randomized algorithms and probabilistic analysis of algorithms. We will cover different [...] lectures will be added after the corresponding lectures.) Randomized Algorithms and Probabilistic Analysis of Algorithms Approximation Algorithms Ideen und Konzepte der Informatik

graph algorithms, sequential distributed algorithms, and parallel distributed algorithms. I will use the graph coloring problem as a running example, and I will explore settings like this: - Online graph [...] including Vertex Cover, Feedback Vertex Set, and Treewidth Deletion, and provides an interesting forum where ideas from approximation and parameterized algorithms influence each other. In this talk, I will [...] Forschung Abteilungen Algorithms and Complexity Seminars Virtual Theory Seminar Virtual Theory Seminar Upcoming Talks To be announced Schedule Date Time Speaker Host Title Recordings Sept 20, 2022 13:00

Algorithmic Game Theory Approximation Algorithms Fine-Grained Complexity and Algorithm Design Graph Algorithms Optimization Parameterized and Counting Algorithms and Complexity Robust Learning [...] Abteilungen Algorithms and Complexity Research Approximation Algorithms Approximation Algorithms Most interesting optimization problems are NP-Hard. For such problems, unless P=NP, exact algorithms cannot be [...] efficient. In the field of approximation algorithms, we take the reverse perspective: efficient algorithms cannot be exact. But if we naturally insist on efficient algorithms, how close can we get to an optimal

Algorithmic Game Theory Approximation Algorithms Fine-Grained Complexity and Algorithm Design Graph Algorithms Optimization Parameterized and Counting Algorithms and Complexity Robust Learning [...] Forschung Abteilungen Algorithms and Complexity Research Graph Algorithms Graph Algorithms Our long-term vision is to develop techniques for designing efficient graph algorithms and use them to understand [...] graph data. We currently focus on algorithms that work across many models of computation, such as dynamic, distributed, streaming, parallel, and quantum algorithms. We aim to achieve two goals simultaneously:

Approximation Algorithms Fine-Grained Complexity and Algorithm Design Graph Algorithms Optimization Parameterized and Counting Algorithms and Complexity Robust Learning String Algorithms and Data Compression [...] Abteilungen Algorithms and Complexity Research String Algorithms and Data Compression String Algorithms and Data Compression Strings (texts, sequences) appear everywhere in our daily lives, and they constitute [...] datasets generated by humanity (such as the petabytes of genomic data). We develop cutting-edge algorithms for processing huge strings of all kinds, focusing on classical problems such as measuring the

Abteilungen Algorithms and Complexity Teaching Summer 2023 Teaching - Summer 2023 Techniques for Counting Problems Advanced Course (2+1). Lecturers: Jacob Focke, Philip Wellnitz mehr Parametrized Algorithms (external) [...] Roohani Sharma, Hans Simon, Shreyas Srinivas mehr Techniques for Counting Problems Parametrized Algorithms (external) Seminar: Foundations of Machine Learning

Computational Complexity of Counting and Sampling (Discrete Mathematics and Its Applications). CRC Press 2019 [CCD19] Hubie Chen, Radu Curticapean, and Holger Dell. The Exponential-Time Complexity of Counting [...] Prerequisites: Basic knowledge in Algorithms Description In this course we give an introduction to counting problems and counting complexity. While often in complexity theory we investigate decision problems [...] Forschung Abteilungen Algorithms and Complexity Teaching Summer 2023 Techniques for Counting Problems Techniques for Counting Problems Advanced Course, 2+1 Basic Information Lectures: Thursdays, 14:00

guarantees on their predictive power and complexity measures, typically sample complexity. We do not cover more recent advances in the theoretical understanding of neural nets and deep learning. Other related [...] Adam Polak Introduction and PAC Learning Chapters 1 and 2 (mostly 2) E1 4, 024 April 19 Adam Polak, Hans Simon PAC Learning for Finite and Infinite Hypothesis Classes Chapters 2 and 3 E1 4, 024 April 26 Hans [...] Forschung Abteilungen Algorithms and Complexity Teaching Summer 2023 Seminar: Foundations of Machine Learning Foundations of Machine Learning Seminar Basic Information Lectures: Wednesday, 16:00 to 18:00