Heiko Ludwig

Affiliations:
  • IBM Research


According to our database1, Heiko Ludwig authored at least 115 papers between 1996 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
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Links

Online presence:

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Bibliography

2023
Privacy-Preserving Federated Learning over Vertically and Horizontally Partitioned Data for Financial Anomaly Detection.
CoRR, 2023

Single-shot General Hyper-parameter Optimization for Federated Learning.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022
Amnis: Optimized stream processing for edge computing.
J. Parallel Distributed Comput., 2022

Single-shot Hyper-parameter Optimization for Federated Learning: A General Algorithm & Analysis.
CoRR, 2022

Decentralized Allocation of Geo-distributed Edge Resources using Smart Contracts.
Proceedings of the 22nd IEEE International Symposium on Cluster, 2022

DeTrust-FL: Privacy-Preserving Federated Learning in Decentralized Trust Setting.
Proceedings of the IEEE 15th International Conference on Cloud Computing, 2022

Federated Learning for Collaborative Financial Crimes Detection.
Proceedings of the Federated Learning, 2022

Introduction to Federated Learning.
Proceedings of the Federated Learning, 2022

Federated Learning and Fairness.
Proceedings of the Federated Learning, 2022

2021
FLoRA: Single-shot Hyper-parameter Optimization for Federated Learning.
CoRR, 2021

The Design and Development of a Game to Study Backdoor Poisoning Attacks: The Backdoor Game.
Proceedings of the IUI '21: 26th International Conference on Intelligent User Interfaces, 2021

Accountable Federated Machine Learning in Government: Engineering and Management Insights.
Proceedings of the Electronic Participation - 13th IFIP WG 8.5 International Conference, 2021

FedV: Privacy-Preserving Federated Learning over Vertically Partitioned Data.
Proceedings of the AISec@CCS 2021: Proceedings of the 14th ACM Workshop on Artificial Intelligence and Security, 2021

2020
Locality-Aware Scheduling for Containers in Cloud Computing.
IEEE Trans. Cloud Comput., 2020

Adaptive Histogram-Based Gradient Boosted Trees for Federated Learning.
CoRR, 2020

Mitigating Bias in Federated Learning.
CoRR, 2020

IBM Federated Learning: an Enterprise Framework White Paper V0.1.
CoRR, 2020

TiFL: A Tier-based Federated Learning System.
Proceedings of the HPDC '20: The 29th International Symposium on High-Performance Parallel and Distributed Computing, 2020

2019
A Hybrid Approach to Privacy-Preserving Federated Learning - (Extended Abstract).
Inform. Spektrum, 2019

Extensible persistence as a service for containers.
Future Gener. Comput. Syst., 2019

Towards Federated Graph Learning for Collaborative Financial Crimes Detection.
CoRR, 2019

Towards Taming the Resource and Data Heterogeneity in Federated Learning.
Proceedings of the 2019 USENIX Conference on Operational Machine Learning, 2019

Using BPM Technology to Deploy and Manage Distributed Analytics in Collaborative IoT-Driven Business Scenarios.
Proceedings of the 9th International Conference on the Internet of Things, 2019

HybridAlpha: An Efficient Approach for Privacy-Preserving Federated Learning.
Proceedings of the 12th ACM Workshop on Artificial Intelligence and Security, 2019

A Hybrid Approach to Privacy-Preserving Federated Learning.
Proceedings of the 12th ACM Workshop on Artificial Intelligence and Security, 2019

Co-location Specification for IoT-Aware Collaborative Business Processes.
Proceedings of the Information Systems Engineering in Responsible Information Systems, 2019

Detecting Backdoor Attacks on Deep Neural Networks by Activation Clustering.
Proceedings of the Workshop on Artificial Intelligence Safety 2019 co-located with the Thirty-Third AAAI Conference on Artificial Intelligence 2019 (AAAI-19), 2019

Bolt: Towards a Scalable Docker Registry via Hyperconvergence.
Proceedings of the 12th IEEE International Conference on Cloud Computing, 2019

2018
Building a cognitive platform for the managed IT services lifecycle.
IBM J. Res. Dev., 2018

A Hybrid Approach to Privacy-Preserving Federated Learning.
CoRR, 2018

Modeling IoT-aware Business Processes - A State of the Art Report.
CoRR, 2018

Complex Collaborative Physical Process Management: A Position on the Trinity of BPM, IoT and DA.
Proceedings of the Collaborative Networks of Cognitive Systems, 2018

Cross-Client SLA Management with the ysla Language and Engine.
Proceedings of the Service-Oriented Computing - ICSOC 2018 Workshops, 2018

Detecting Poisoning Attacks on Machine Learning in IoT Environments.
Proceedings of the 2018 IEEE International Congress on Internet of Things, 2018

Improving Docker Registry Design Based on Production Workload Analysis.
Proceedings of the 16th USENIX Conference on File and Storage Technologies, 2018

Storage Service Orchestration with Container Elasticity.
Proceedings of the 4th IEEE International Conference on Collaboration and Internet Computing, 2018

ysla: Reusable and Configurable SLAs for Large-Scale SLA Management.
Proceedings of the 4th IEEE International Conference on Collaboration and Internet Computing, 2018

2017
rSLA: An Approach for Managing Service Level Agreements in Cloud Environments.
Int. J. Cooperative Inf. Syst., 2017

Foggy: A Framework for Continuous Automated IoT Application Deployment in Fog Computing.
Proceedings of the IEEE International Conference on AI & Mobile Services, 2017

Ubiquity: Extensible Persistence as a Service for Heterogeneous Container-Based Frameworks.
Proceedings of the On the Move to Meaningful Internet Systems. OTM 2017 Conferences, 2017

Domain-Independent Monitoring and Visualization of SLA Metrics in Multi-provider Environments - (Short Paper).
Proceedings of the On the Move to Meaningful Internet Systems. OTM 2017 Conferences, 2017

Ubiquity: An Extensible Framework for Persistence in Container Environments.
Proceedings of the Service-Oriented Computing - ICSOC 2017 Workshops, 2017

Zenith: Utility-Aware Resource Allocation for Edge Computing.
Proceedings of the IEEE International Conference on Edge Computing, 2017

Security SLA Based Monitoring in Clouds.
Proceedings of the IEEE International Conference on Edge Computing, 2017

Mitigating Poisoning Attacks on Machine Learning Models: A Data Provenance Based Approach.
Proceedings of the 10th ACM Workshop on Artificial Intelligence and Security, 2017

Living in the Cloud or on the Edge: Opportunities and Challenges of IOT Application Architecture.
Proceedings of the 2017 IEEE International Conference on Services Computing, 2017

2016
Managing Service Quality at the Platform and Application Levels with rSLa.
Proceedings of the 25th IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises, 2016

SLA analytics for adaptive service provisioning in the cloud.
Proceedings of the 2016 IEEE/IFIP Network Operations and Management Symposium, 2016

Data Provenance Model for Internet of Things (IoT) Systems.
Proceedings of the Service-Oriented Computing - ICSOC 2016 Workshops, 2016

Securing Data Provenance in Internet of Things (IoT) Systems.
Proceedings of the Service-Oriented Computing - ICSOC 2016 Workshops, 2016

Coordinating analytics methods for mobile healthcare applications.
Proceedings of the International Workshop on Software Engineering in Healthcare Systems, 2016

The rSLA Framework: Monitoring and Enforcement of Service Level Agreements for Cloud Services.
Proceedings of the IEEE International Conference on Services Computing, 2016

rSLA: A Service Level Agreement Language for Cloud Services.
Proceedings of the 9th IEEE International Conference on Cloud Computing, 2016

2015
rSLA: Monitoring SLAs in Dynamic Service Environments.
Proceedings of the Service-Oriented Computing - 13th International Conference, 2015

On selective compression of primary data.
Proceedings of the 11th International Conference on Network and Service Management, 2015

Toward locality-aware scheduling for containerized cloud services.
Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

2014
Service Value Modeling: A Systematic Method to Unveil the Business Value of Industry Solutions.
Proceedings of the 2014 Annual SRII Global Conference, 2014

IEEE IRI 2014 invited industry talks (I): Managing shared information in multi-tenant service provider applications.
Proceedings of the 15th IEEE International Conference on Information Reuse and Integration, 2014

Managing Big Data Effectively - A Cloud Provider and a Cloud Consumer Perspective.
Proceedings of the 18th IEEE International Enterprise Distributed Object Computing Conference, 2014

2013
Guest Editors' Introduction.
Int. J. Cooperative Inf. Syst., 2013

Value cost impact analysis: Estimating the IT cost impact of business developments.
Proceedings of the 2013 IFIP/IEEE International Symposium on Integrated Network Management (IM 2013), 2013

Integrating Service Release Management with Service Solution Design.
Proceedings of the Service-Oriented Computing - ICSOC 2013 Workshops, 2013

2012
Identifying and Managing Variation Scope in Service Management.
Proceedings of the 2012 IEEE 19th International Conference on Web Services, 2012

2011
Process Variation Analysis Using Empirical Methods: A Case Study.
Proceedings of the Business Process Management - 9th International Conference, 2011

2010
Change scheduling based on business impact analysis of change-related risk.
IEEE Trans. Netw. Serv. Manag., 2010

Aligning infrastructure and business processes using watermarks.
Proceedings of the 6th International Conference on Network and Service Management, 2010

Dispatch tooling for global service delivery.
Proceedings of the 6th International Conference on Network and Service Management, 2010

2009
Negotiating SLAs-An Approach for a Generic Negotiation Framework for WS-Agreement.
J. Grid Comput., 2009

REST-based management of loosely coupled services.
Proceedings of the 18th International Conference on World Wide Web, 2009

A Negotiation Protocol Description Language for Automated Service Level Agreement Negotiations.
Proceedings of the 2009 IEEE Conference on Commerce and Enterprise Computing, 2009

Distributed Cross-Domain Change Management.
Proceedings of the IEEE International Conference on Web Services, 2009

Distributed Cross-Domain Configuration Management.
Proceedings of the Service-Oriented Computing, 7th International Joint Conference, 2009

Introduction to the Second International Workshop on Event-Driven Business Process Management (edBPM09).
Proceedings of the Business Process Management Workshops, 2009

2008
Negotiating Service Levels - A Generic Negotiation Framework for WS Agreement.
Proceedings of the Twentieth International Conference on Software Engineering & Knowledge Engineering (SEKE'2008), 2008

Decision support for service transition management Enforce change scheduling by performing change risk and business impact analysis.
Proceedings of the IEEE/IFIP Network Operations and Management Symposium: Pervasive Management for Ubioquitous Networks and Services, 2008

Dynamic management of outsourced service processes' QoS in a service provider - service supplier environment.
Proceedings of BDIM 2008, 2008

2007
Catalog-based service request management.
IBM Syst. J., 2007

Using a model-driven transformational approach and service-oriented architecture for service delivery management.
IBM Syst. J., 2007

A Layered Service Process Model for Managing Variation and Change in Service Provider Operations.
Proceedings of the Web Information Systems Engineering, 2007

Managing Process Customizability and Customization: Model, Language and Process.
Proceedings of the Web Information Systems Engineering, 2007

Management of Service Process QoS in a Service Provider - Service Supplier Environment.
Proceedings of the 9th IEEE International Conference on E-Commerce Technology (CEC 2007) / 4th IEEE International Conference on Enterprise Computing, 2007

2006
An analysis of web services support for dynamic business process outsourcing.
Inf. Softw. Technol., 2006

PINCET - Process Integration of Collaborative Enterprises.
Proceedings of the 15th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises (WETICE 2006), 2006

Reliable Orchestration of Resources Using WS-Agreement.
Proceedings of the High Performance Computing and Communications, 2006

2005
Template-Based Automated Service Provisioning - Supporting the Agreement-Driven Service Life-Cycle.
Proceedings of the Service-Oriented Computing, 2005

05462 Session Summary - "Cross Cutting Concerns".
Proceedings of the Service Oriented Computing (SOC), 15.-18. November 2005, 2005

2004
Policy-basiertes Management: State-of-the-Art und zukünftige Fragestellungen.
Prax. Inf.verarb. Kommun., 2004

Web services on demand: WSLA-driven automated management.
IBM Syst. J., 2004

Cremona: An Architecture and Library for Creation and Monitoring of WS-Agreents.
Proceedings of the Service-Oriented Computing, 2004

2003
The WSLA Framework: Specifying and Monitoring Service Level Agreements for Web Services.
J. Netw. Syst. Manag., 2003

A Three-Level Framework for Process and Data Management of Complex E-Services.
Int. J. Cooperative Inf. Syst., 2003

Preface to the Focus Theme on Web Services.
Electron. Mark., 2003

A Service Level Agreement Language for Dynamic Electronic Services.
Electron. Commer. Res., 2003

Web services QoS: external SLAs and internal policies or: how do we deliver what we promise?
Proceedings of the 4th International Conference on Web Information Systems Engineering Workshops, 2003

Simple Obligation and Right Model (SORM) - for the Runtime Management of Electronic Service Contracts.
Proceedings of the Web Services, 2003

PANDA: Specifying Policies for Automated Negotiations of Service Contracts.
Proceedings of the Service-Oriented Computing, 2003

2002
A Service Level Agreement Language for Dynamic Electronic Services.
Proceedings of the Fourth IEEE International Workshop on Advanced Issues of E-Commerce and Web-Based Information Systems (WECWIS'02), 2002

Managing dynamic services: a contract based approach to a conceptual architecture.
Proceedings of the Management Solutions for the New Communications World, 2002

Defining and Monitoring Service-Level Agreements for Dynamic e-Business.
Proceedings of the 16th Conference on Systems Administration (LISA 2002), 2002

2001
CrossFlow: integrating workflow management and electronic commerce.
SIGecom Exch., 2001

CrossFlow: Cross-Organizational Workflow Management for Service Outsourcing in Dynamic Virtual Enterprises.
IEEE Data Eng. Bull., 2001

Contract-driven creation and operation of virtual enterprises.
Comput. Networks, 2001

CRAFT: A Framework for Integration Facilitation in Cross-Organisational Distributed Systems.
Proceedings of the Ninth Euromicro Workshop on Parallel and Distributed Processing, 2001

The Role of Contract and Component Semantics in Dynamic E-Contract Enactment Configuration.
Proceedings of the Semantic Issues in E-Commerce Systems, 2001

Modeling of Customers' Interactive Control of Service Processes.
Proceedings of the Information Modeling in the New Millennium, 2001

2000
Report in ISDO '00: The CAiSE*00 Workshop on Infrastructures for Dynamic Business-to-Business Service Outsourcinga.
SIGMOD Rec., 2000

VEC: Gateways for Cross-Organizational Document Flow.
IEEE Multim., 2000

An Architecture for Cross-Organizational Business Processes.
Proceedings of the Second International Workshop on Advance Issues of E-Commerce and Web-Based Information Systems (WECWIS 2000), 2000

MIERA: Method for Inter-Enterprise Role-Based Authorization.
Proceedings of the Electronic Commerce and Web Technologies, 2000

1999
Contract-based Cross-Organisational Workflows - The CrossFlow Project.
Proceedings of the Workshop on Cross-Organisational Workflow Management and Co-ordination, 1999

Virtual enterprise co-ordinator - agreement-driven gateways for cross-organisational workflow management.
Proceedings of the international joint conference on Work activities coordination and collaboration 1999, 1999

Termination handling in inter-organisational workflows-an exception management approach.
Proceedings of the Seventh Euromicro Workshop on Parallel and Distributed Processing. PDP'99, 1999

1998
Analysis Framework of Complex Service Performance for Electronic Commerce.
Proceedings of the Ninth International Workshop on Database and Expert Systems Applications, 1998

1997
Koordination objektzentrierter Kooperationen: Metamodell und Konzept eines Basisdienstes für verteilte Arbeitsgruppen.
PhD thesis, 1997

1996
Integration von CSCW-Anwendungen zur Unterstützung von Telekooperationen.
Proceedings of the Herausforderung Telekooperation: Einsatzerfahrungen und Lösungsansätze für ökonomische und ökologische, 1996


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