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Heterogeneous multi core processors can offer diverse computing capabilities. The efficiency of Market Basket Analysis Algorithm can be improved with heterogeneous multi core processors. Market basket analysis algorithm utilises apriori…

分布式、并行与集群计算 · 计算机科学 2014-09-24 Aashiha Priyadarshni. L

Due to the high computational demands executing a rigorous comparison between hyperparameter optimization (HPO) methods is often cumbersome. The goal of this paper is to facilitate a better empirical evaluation of HPO methods by providing…

机器学习 · 计算机科学 2019-05-14 Aaron Klein , Frank Hutter

Similarity search in high-dimentional spaces is a pivotal operation found a variety of database applications. Recently, there has been an increase interest in similarity search for online content-based multimedia services. Those services,…

多媒体 · 计算机科学 2012-09-04 George Teodoro , Eduardo Valle , Nathan Mariano , Ricardo Torres , Wagner Meira , Joel H. Saltz

The Model Checking Integrated Planning System (MIPS) is a temporal least commitment heuristic search planner based on a flexible object-oriented workbench architecture. Its design clearly separates explicit and symbolic directed exploration…

人工智能 · 计算机科学 2011-07-04 S. Edelkamp

This work explores the characteristics of implementing parallel Quick Sort algorithm over the OTIS Hyper Hexa-Cell interconnection network OHHC. OHHC interconnection architecture offers efficient processor connectivity by utilizing both…

分布式、并行与集群计算 · 计算机科学 2021-09-14 Esam Nsour , Mohammad Fasha

With increasing complexity of hardwares, systems with different memory nodes are ubiquitous in High Performance Computing (HPC). It is paramount to develop strategies to overlap the data transfers between memory nodes with computations in…

性能 · 计算机科学 2019-06-12 Suraj Kumar , Lionel Eyraud-Dubois , Sriram Krishnamoorthy

The HPEC Graph Challenge is a collection of benchmarks representing complex workloads that test the hardware and software components of HPC systems, which traditional benchmarks, such as LINPACK, do not. The first benchmark, Subgraph…

分布式、并行与集群计算 · 计算机科学 2025-09-05 Siddharth Samsi , Dan Campbell , Emanuel Scoullos , Oded Green

To maximize the performance of concurrent data structures, researchers have often turned to highly complex fine-grained techniques, resulting in efficient and elegant algorithms, which can however be often difficult to understand and prove…

分布式、并行与集群计算 · 计算机科学 2022-12-21 Trevor Brown , William Sigouin , Dan Alistarh

Optimizing metamaterials with complex geometries is a big challenge. Although an active learning algorithm, combining machine learning (ML), quantum computing, and optical simulation, has emerged as an efficient optimization tool, it still…

量子物理 · 物理学 2024-05-06 Seongmin Kim , In-Saeng Suh

In April 2023, HEPScore23, the new benchmark based on HEP specific applications, was adopted by WLCG, replacing HEP-SPEC06. As part of the transition to the new benchmark, the CPU corepower published by the sites needed to be compared with…

分布式、并行与集群计算 · 计算机科学 2025-02-10 Natalia Szczepanek , Domenico Giordano , Ivan Glushkov , Gonzalo Menendez Borge , Alessandro Di Girolamo , Alexander Lory , Ilija Vukotic

Modern drug discovery is often time-consuming, complex and cost-ineffective due to the large volume of molecular data and complicated molecular properties. Recently, machine learning algorithms have shown promising results in virtual…

神经与进化计算 · 计算机科学 2022-02-08 Dongning Ma , Rahul Thapa , Xun Jiao

Planning under uncertainty is critical for robust robot performance in uncertain, dynamic environments, but it incurs high computational cost. State-of-the-art online search algorithms, such as DESPOT, have vastly improved the computational…

人工智能 · 计算机科学 2018-02-20 Panpan Cai , Yuanfu Luo , David Hsu , Wee Sun Lee

The biomedical literature contains a vast collection of omics studies, yet most published data remain functionally inaccessible for computational reuse. When raw data are deposited in public repositories, essential information for…

基因组学 · 定量生物学 2026-03-16 Alexandre Hutton , Jesse G. Meyer

Peptide identification in mass spectrometry-based proteomics is crucial for understanding protein function and dynamics. Traditional database search methods, though widely used, rely on heuristic scoring functions and statistical…

定量方法 · 定量生物学 2024-05-13 Yonghan Yu , Ming Li

Drug discovery is the most expensive, time demanding and challenging project in biopharmaceutical companies which aims at the identification and optimization of lead compounds from large-sized chemical libraries. The lead compounds should…

分布式、并行与集群计算 · 计算机科学 2021-12-02 Natarajan Arul Murugan , Artur Podobas , Davide Gadioli , Emanuele Vitali , Gianluca Palermo , Stefano Markidis

Genomic sequence alignment is an important research topic in bioinformatics and continues to attract significant efforts. As genomic data grow exponentially, however, most of alignment methods face challenges due to their huge computational…

计算工程、金融与科学 · 计算机科学 2018-06-07 Hanyu Jiang , Narayan Ganesan , Yu-Dong Yao

Developing complex biomolecular workflows is not always straightforward. It requires tedious developments to enable the interoperability between the different biomolecular simulation and analysis tools. Moreover, the need to execute the…

分布式、并行与集群计算 · 计算机科学 2022-12-20 Jorge Ejarque , Pau Andrio , Adam Hospital , Javier Conejero , Daniele Lezzi , Josep LL. Gelpi , Rosa M. Badia

Maximum Inner Product Search (MIPS) is a ubiquitous task in machine learning applications such as recommendation systems. Given a query vector and $n$ atom vectors in $d$-dimensional space, the goal of MIPS is to find the atom that has the…

机器学习 · 计算机科学 2023-06-28 Mo Tiwari , Ryan Kang , Je-Yong Lee , Donghyun Lee , Chris Piech , Sebastian Thrun , Ilan Shomorony , Martin Jinye Zhang

Modern Out-of-Order (OoO) CPUs are complex systems with many components interleaved in non-trivial ways. Pinpointing performance bottlenecks and understanding the underlying causes of program performance issues are critical tasks to make…

In this paper, we propose the first optimum process scheduling algorithm for an increasingly prevalent type of heterogeneous multicore (HEMC) system that combines high-performance big cores and energy-efficient small cores with the same…

分布式、并行与集群计算 · 计算机科学 2021-09-13 Chien-Hao Chen , Ren-Song Tsay