Search Results - "Puschel, Markus"
-
1
Algebraic Signal Processing Theory: Cooley-Tukey Type Algorithms for DCTs and DSTs
Published in IEEE transactions on signal processing (01-04-2008)“…This paper presents a systematic methodology to derive and classify fast algorithms for linear transforms. The approach is based on the algebraic signal…”
Get full text
Journal Article -
2
Causal Fourier Analysis on Directed Acyclic Graphs and Posets
Published in IEEE transactions on signal processing (2023)“…We present a novel form of Fourier analysis, and associated signal processing concepts, for signals (or data) indexed by edge-weighted directed acyclic graphs…”
Get full text
Journal Article -
3
Discrete Signal Processing with Set Functions
Published in IEEE transactions on signal processing (2021)“…Set functions are functions (or signals) indexed by the powerset (set of all subsets) of a finite set <inline-formula><tex-math notation="LaTeX">\boldsymbol…”
Get full text
Journal Article -
4
Möbius Total Variation for Directed Acyclic Graphs
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04-06-2023)“…We propose a novel definition of total variation (TV) specifically defined for directed acyclic graphs (DAGs). It is a generalization of the classical…”
Get full text
Conference Proceeding -
5
D-ADMM: A Communication-Efficient Distributed Algorithm for Separable Optimization
Published in IEEE transactions on signal processing (15-05-2013)“…We propose a distributed algorithm, named Distributed Alternating Direction Method of Multipliers (D-ADMM), for solving separable optimization problems in…”
Get full text
Journal Article -
6
Efficient Compression of QRS Complexes Using Hermite Expansion
Published in IEEE transactions on signal processing (01-02-2012)“…We propose a novel algorithm for the compression of ECG signals, in particular QRS complexes. The algorithm is based on the expansion of signals with compact…”
Get full text
Journal Article -
7
A Discrete Signal Processing Framework for Meet/join Lattices with Applications to Hypergraphs and Trees
Published in ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01-05-2019)“…We introduce a novel discrete signal processing framework, called discrete-lattice SP, for signals indexed by a finite lattice. A lattice is a partially…”
Get full text
Conference Proceeding -
8
Discrete Signal Processing on Meet/Join Lattices
Published in IEEE transactions on signal processing (2021)“…A lattice is a partially ordered set supporting a meet (join) operation that returns the largest lower bound (smallest upper bound) of two elements. Just like…”
Get full text
Journal Article -
9
Compressive Sensing Using Iterative Hard Thresholding with Low Precision Data Representation: Theory and Applications
Published in IEEE transactions on signal processing (01-01-2020)“…Modern scientific instruments produce vast amounts of data, which can overwhelm the processing ability of computer systems. Lossy compression of data is an…”
Get full text
Journal Article -
10
Digraph Signal Processing With Generalized Boundary Conditions
Published in IEEE transactions on signal processing (2021)“…Signal processing on directed graphs (digraphs) is problematic, since the graph shift, and thus associated filters, are in general not diagonalizable…”
Get full text
Journal Article -
11
A Compiler for Sound Floating-Point Computations using Affine Arithmetic
Published in 2022 IEEE/ACM International Symposium on Code Generation and Optimization (CGO) (02-04-2022)“…Floating-point arithmetic is extensively used in scientific and engineering applications to approximate real arithmetic. Unfortunately, floating-point…”
Get full text
Conference Proceeding -
12
An Interval Compiler for Sound Floating-Point Computations
Published in 2021 IEEE/ACM International Symposium on Code Generation and Optimization (CGO) (27-02-2021)“…Floating-point arithmetic is widely used by software developers but is unsound, i.e., there is no guarantee on the accuracy obtained, which can be imperative…”
Get full text
Conference Proceeding -
13
A Discrete Signal Processing Framework for Set Functions
Published in 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01-04-2018)“…A set function associates a real (or complex) value with every subset of a given finite set S . In this paper, we derive a novel discrete signal processing…”
Get full text
Conference Proceeding -
14
Generalizing block LU factorization: A lower–upper–lower block triangular decomposition with minimal off-diagonal ranks
Published in Linear algebra and its applications (15-11-2016)“…We propose a novel factorization of a non-singular matrix P, viewed as a 2×2-blocked matrix. The factorization decomposes P into a product of three matrices…”
Get full text
Journal Article -
15
Algebraic Signal Processing Theory: 1-D Nearest Neighbor Models
Published in IEEE transactions on signal processing (01-05-2012)“…We present a signal processing framework for the analysis of discrete signals represented as linear combinations of orthogonal polynomials. We demonstrate that…”
Get full text
Journal Article -
16
Learning Signals and Graphs from Time-Series Graph Data with Few Causes
Published in ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (14-04-2024)“…In this paper we port assumptions and techniques from DAG (directed acyclic graph) learning and causal inference to time-series graph data. In particular, we…”
Get full text
Conference Proceeding -
17
Distributed Optimization With Local Domains: Applications in MPC and Network Flows
Published in IEEE transactions on automatic control (01-07-2015)“…We consider a network where each node has exclusive access to a local cost function. Our contribution is a communication-efficient distributed algorithm that…”
Get full text
Journal Article -
18
DSL-Based Modular IP Core Generators: Example FFT and Related Structures
Published in 2019 IEEE 26th Symposium on Computer Arithmetic (ARITH) (01-06-2019)“…We present a hardware generator for signal processing algorithms that consist of a network of small processing elements, including the fast Fourier transform…”
Get full text
Conference Proceeding -
19
In Search of the Optimal Walsh-hadamard Transform for Streamed Parallel Processing
Published in ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01-05-2019)“…The Walsh-Hadamard transform (WHT) is computed using a network of butterflies, similar to the fast Fourier transform. The network is not unique but can be…”
Get full text
Conference Proceeding -
20
SPIRAL: Extreme Performance Portability
Published in Proceedings of the IEEE (01-11-2018)“…In this paper, we address the question of how to automatically map computational kernels to highly efficient code for a wide range of computing platforms and…”
Get full text
Journal Article