„… computation and distributed computing. The distributed machine learning framework is able to parallelize the …” „… that way, program objects are allowed to asynchronously communicate among distributed computing nodes …” „… Chapter 4Distributed Machine Learning Framework 62 This chapter gives a brief introduction in the …”

„… – Fractal Features – Data Augmentation – Machine Learning – Adaptive Boosting – Distributed Computing This …” „… , Distributed Computing XII Kurzfassung Die Objektdetektion ist eine wichtige Teilaufgabe im maschinellen Sehen …” „… Reihe 10 Object Detection using Feature Mining in a Distributed Machine Learning Framework Institut …”

„… of computing power that is required for learning high-performance object detectors, a distributed …” „… detection based on machinelearned classifiers. A distributed machine learning framework has been developed …” „… confidence of merged detections. Distributed machine learning framework: In order to utilize the huge amount …”

„… used machine learning algorithm AdaBoost can be performed in parallel so that a distributed machine …” „… computing power. In this way, the overall computational costs are not decreased but the required time can be …” „… 4: This chapter presents the distributed machine learning framework that has been developed to …”

„… following experiments, the object detectors have been learned by the distributed machine learning framework …” „… performance For the face detectors learned on customized features by the distributed framework, the feature …” „… with the resulting speed-up on the FDDB test set when computing the detector cascades from the integral …”

„… this thesis is to parallelize the classifier learning on a distributed computing cluster. The weak …” „… but also the memory consumption is distributed in the computing cluster. As part of this thesis, a …” „… ) Computing the sum of pixel intensities of arbitrary rectangular areas in integral images. The pixel sum in …”

„… synchronization. Springer ‐ Distributed Computing 3/3, Aug. 1989, ISSN: 0178‐2770. [Fr14] Frotzscher, A.; Wetzker …” „… Real‐Time Distributed Computing (ISORC). Pp. 84–91, May 2016. [KO87] Kopetz, H.; Ochsenreiter, W.: Clock …” „… Distributed Computing 63/12, pp. 1315– 1324, 2003, ISSN: 0743‐7315. PRINT RESOURCES 135 [Li15] Li, B.; Pei, Y …”

„… Computing. Unlike Edge Computing, its participants are distributed over a broader network, similar to CDN …” „… participating computers can access. Grid computing can also be called distributed computing. Unlike High …” „… Services (AWS) Cloud services for non‐real‐time, but computing‐intensive tasks. One Edge Device has a …”

„… fault‐tolerant, distributed, decentralized, scalable, or interoperable solu‐ tion, then Edge Computing must be …” „… that are composed of a computing platform, the physical world, sensors and actuators [Na21]. Hence …” „… increase the downtime of the communication, which causes non‐productive time. Cloud Computing can scale …”

„… Edge Servers to put Edge Computing benefits such as real‐time execution, self‐configuration …” „… supersets of Edge Computing, as defined in this thesis. Edge Computing components are illustrated as subsets …” „… and supersets in Fig. 4.1. In this thesis, Edge Computing is seen as the superset of Edge Network …”

„… production.Cloud ComputingEdgeComputingAR AR122342Figure 1.1: A conceptual unmanned factory inspired by 5G ACIA …” „… emerging tech-nologies, such as cloud computing, digital twin, and Artificial Intelligence (AI). Wireless …” „… ’ tablets, and equips sensors everywhere. Enabled by cloud computing, thisfactory can collaborate smartly …”

„… , Qingqing Liu, and Yaoxue Zhang. Distributed andefficient object detection in edge computing: Challenges and …” „… IEEE 37th international conferenceon distributed computing systems (ICDCS), pages 276–286. IEEE …” „… edge and end devices. In 2017 IEEE 37th InternationalConference on Distributed Computing Systems (ICDCS …”

„… proves its superiority.To meet the distributed computing requirements of the dependability assessment and …” „… distributed edge intelligence (DEI) and wire-less communication systems (WCSs) for industrial applications …” „… distributed edge assessment. The AE-based model with two stages (i.e.,dimension reduction and clustering) can …”

„… distributed mobile computing system, which significantly accelerates thecomputation. Other a few studies focus …” „… FifthGeneration Computing System (FGCS) [21]; and many algorithms of machine learning wereproposed. From 1987 to …” „… (LPP) [46],isomap [47], and t-distributed stochastic neighbor embedding (t-SNE) [48].Clustering …”

„… _08_1278_Cover.pdf · Seite 2L_221048_Reihe_08_1278_Cover.pdf · Seite 222Distributed Edge Intelligence …” „… JumarProf. Dr.-Ing. Michael WeyrichProf. Dr.-Ing. Huifeng WuPromotionskolloquium am 30.09.2022Distributed …” „… , ISSN 0178-9546Sun Danfeng, M. Eng.Distributed Edge Intelligence Enabled Wireless Communication Systems …”

„… nonlinear problems, however, its time complexity is higher than PCA.3. t-distributed stochastic neighbor …” „… .3.4.2 Device Level and System Level Assessment with theDistributed Edge IntelligenceFig. 3.15 depicts a …” „… brief system of distributed edge intelligence (DEI) for supporting the device-level and system-level …”

„… the 2016ACM Symposium on Document Engineering, pages 99–102. Association for ComputingMachinery …” „… , 2021.[27] T. Yang and A. Gerasoulis. Web search engines: Practice and experience. In ComputingHandbook …” „… 123[61] A. K. Jain, M. N. Murty, and P. J. Flynn. Data clutering: a review. ACM ComputingSurvey …”

„… graph structures could be found andimplemented. The achieved, almost linear speed-up on a distributed …” „… in a parallel manner onall peers of a distributed system. Hereby, the immense computation for the …” „… the co-occurrence graph and its direct neighbours. In such a manner,it can be applied on distributed …”

„… Fortschritt-Berichte VDICooperatively Managing and Exploiting Distributed Co-occurrence GraphsAsst …” „… INFORMATIK/KOMMUNIKATIONBAND 1|1VOLUME 1|1NR. 879REIHE 10INFORMATIK/KOMMUNIKATIONSimcharoenDistributed Co-occurrence …” „… 222Cooperatively Managing and ExploitingDistributed Co-occurrence GraphsSupaporn …”

„… distributed, influencedby different cultures and religions, often specialised and could only be accessed by a …” „… addressed in this work asa new distributed approach.First method to identify clusters and solve some …” „… way from a distributed to decentralised management of the entireco-occurrence graph. Since no global …”

„… management of the co-occurrence graph in order touse the computing power of many machines for all necessary …” „… processing.The distributed management of the graph structure with all its extensions is easy, as long as aglobal …” „… , distributed solution as it is shown in Fig. 4.1). A designated master peer is used topre-process all documents …”

„… “, in IEEE International Symposium on Parallel and Distributed Computing, 2004, S. 49–56. [68] E …” „… The Convergence Rate Of Iterative Algorithms“, Journal of Parallel and Distributed Computing, Bd. 34 …” „… Performance Computing Applications, Bd. 27, Nr. 1, S. 4–83, 2013. [3] M. Rauscher, „Agentenbasierte …”

„… Rechencluster (Berkeley Open Infrastructure for Network Computing) CG Lösungsverfahren (Conjugate Gradient …” „… equations on distributed and dynamically changing computer networks motivates the usage of a software agent …” „… simulations works for autonomous calculation units on distributed systems, even for different discretizations …”