Magnus Boman
About me
I am a professor in AI and Health at the Department of Medicine, Solna, Division of Clinical Epidemiology [1]. Come visit me at the beautiful Eugeniahemmet!
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I lead the AI@KI project [2] since 2020. Moreover, I am engaged with AI questions at MedTechLabs [3] since 2023 and an advisor on research methodology involving machine learning in Clinicum [4].
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[1] https://ki.se/en/meds/clinical-epidemiology
[2] https://ki.se/en/lime/artificial-intelligence-at-karolinska-institutet
[3] https://www.medtechlabs.se/
[4] https://staff.ki.se/clinicum-common-support-structures-for-clinical-and-translational-research-within-ki-and-the
Research
My research is in Artificial Intelligence and how it
- may be used for precision medicine and multimodal prediction and prevention
- will make us think about evolving norms and values in future services and products
- can help us humans learn over time for cross-domain applications and then save or share those learned structures
- should take on energy-efficient forms that address the von Neumann bottleneck, such as reservoirs for neuromorphic computing
- can help translate the output from quantum sensors into meaningful and actionable information
Teaching
I teach the Precision Medicine track of the course Current Trends in Health Informatics (5HI024) at LIME.
Ph D students at KI, KTH and SU have to suffer me as their main supervisor. A list of finished Ph D theses can be found below, and under that a list of completed master (and a few bachelor) theses. Most of these students had me as supervisor or examiner at KTH, where I was a professor in Intelligent Software Services for 20 years.
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Completed Ph D theses
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Diarmuid Corcoran: Systematic Data-Driven Continual Self-Learning, TRITA-EECS-AVL 2023:29, KTH. May 2023.
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Saranya Natarajan: Programming Language Primitives and Tools for Integrated Real-Time Systems Development, (asst supervisor) TRITA-EECS-AVL 2021:32, KTH. June 2021.
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Kambiz Ghoorchian: Graph Algorithms for Large-Scale and Dynamic Natural Language Processing, TRITA-EECS-AVL 2019:85, KTH. December 2019.
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Magnus Hjelmblom: Norm-Regulation of Agent Systems: Instrumentalizing an algebraic approach to agent system norms, DSV Report 15-014, Stockholm University, November 2015.
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Pedro Sanches: Health Data: Representation and (In)visibility, DOI: 10.13140/RG.2.1.4749.5206, KTH. January 2015.
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Baki Cakici: The Informed Gaze: On the Implications of ICT-Based Surveillance, DSV Report 13-006, Stockholm University. October 2013.
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Jan Odelstad: Many-Sorted Implicative Conceptual Systems, DSV Report 08-012, KTH. December 2008.
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Thomas Sandholm: Statistical Methods for Computational Markets---Proportional Share Market Prediction and Admission Control, DSV Report 08-006, KTH. May 2008.
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Jarmo Laaksolahti: Plot, Spectacle and Experience---Contributions to the Design and Evaluation of Interactive Storytelling, (asst supervisor) DSV Report 08-001, Stockholm University. February 2008.
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Markus Bylund: A Design Rationale for Pervasive Computing---User Experience, Contextual Change, and Technical Requirements, DSV Report 05-015, KTH. June 2005.
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Lisa Brouwers: Microsimulation Models for Disaster Policy Making, DSV Report 05-012, Stockholm University. May 2005.
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Stefan Johansson: On Coordination in Multi-Agent Systems, (asst supervisor), Department of Software Engineering and Computer Science, Blekinge Institute of Technology. May 2002.
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Bengt Carlsson: Conflicts in Information Ecosystems---Modelling Selfish Agents and Antagonistic Groups, (asst supervisor), Department of Software Engineering and Computer Science, Blekinge Institute of Technology. December 2001.
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Harko Verhagen: Norm Autonomous Agents, DSV Report 00-004, Stockholm University. May 2000.
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Completed M Sc theses
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Pierre Meyrat: "Spatiotemporal PET reconstruction with Learned Registration" (KTH)
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Glacier Ali and Rebecka Gustavsson: "Risk Stratification of Acute Coronary Syndrome using Machine Learning: An analysis of CLEOS-CPDS data" (KTH B Sc thesis, Receiver: Danderyd hospital, Stockholm)
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Rosario Silva Sepulveda: "Using Multimodal Machine Learning for Analysing Multifactorial Causes of Disease: The case of childhood overweight and obesity in Mexico" (KI)
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Núria Rodríguez-Ruiz: "Multimodal Data Interpretation to Support Clinical Decision-Making: A Conceptual Design for Molecular Tumour Board Meetings for Lymphoma" (KI)
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Added Kina: Task-Agnostic Knowledge Distillation of mBERT to Swedish" (KTH)
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Ahmad Sadek: "Primary stage Lung Cancer Prediction with Natural Language Processing-Based Machine Learning" (KTH, Receiver: KI)
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David Mellin: "Improving a Few-shot Named Entity Recognition Model Using Data Augmentation" (KTH, Receiver: Findwise)
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Styliani Katsarou: "Improving Multilingual Models for the Swedish Language - Exploring Cross-Lingual Transferability and Stereotypical Biases" (KTH, Receiver: Peltarion)
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Sevket Melih Zenciroglu: "Comparing Non-Bayesian Uncertainty Evaluation Methods in Chromosome Classification by Using Deep Neural Networks" (KTH, Receiver: Arkus AI)
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Sarthak Langde: "QPLaBSE: Quantized and Pruned Language-Agnostic BERT Sentence Embedding Model - Production-ready compression for multilingual transformers" (KTH, Receiver: Sinch)
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Robin de Groot: "Developing a Mobile Eye Tracking Solution using Transfer Learning" (KTH, Receiver: Lexplore)
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Juan Aldamis Orcajo: "A Machine Learning Approach to the analysis of mortality in patients with cardiovascular diseases" (KTH, Receiver: Intelligent Data Analysis Laboratory, Valencia Uni)
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Omar Emilio Contreras Zaragoza: "Explainable Antibiotics Prescriptions in NLP with Transformer Models" (KTH, Receiver: Peltarion)
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Boris Bubla: "DistilLaBSE: Task-agnostic distillation of multilingual sentence embeddings" (KTH, Receiver: Sinch)
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Bazil Muzaffar Kotriwala: "Predictive Maintenance of Construction Equipment using Log Data" (KTH: Receiver: Volvo Construction Equipment)
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Einar Lennelöv: "Overcoming generative likelihood bias for voxel-based out-of-distribution detection" (KTH, Receiver: RaySearch)
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Annika Gerigoorian and Maha Kloub: "A Cross-Sectional Technology Acceptance Study of an AI CAD System in a Breast Screening Unit" (KTH B Sc thesis, Receiver: Sankt Görans hospital, Stockholm)
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Tengfei Ma: "A Graph Attention plus Reinforcement Learning Method for Antenna Tilt Optimization" (KTH, Receiver: Ericsson)
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Esoon Ko: "Product Matching through Multimodal Image and Text Combined Similarity Matching" (KTH: Receiver: APPRL)
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Johan Vikström: "Comparing decentralized learning to Federated Learning when training Deep Neural Networks under churn" (KTH)
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Mastafa Foufa: "Anomaly Detection Across Multiple Languages" (KTH, Receiver: Microsoft, Dublin)
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Pietro Alovisi: "Static Branch Prediction with Representation Learning" (KTH)
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Eric Samikwa: "Multi-modal IoT sensing with edge computing for early warning systems" (KTH, Receiver: RISE, Kista)
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Xin Ren: "Machine Learning for Genome-Wide Association Study Data" (KTH, Receiver: KI, Huddinge)
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Marcos Fernández Carbonell: "Automated Multimodal Emotion Recognition" (KTH, Receiver: Stockholm University, Psychology Dept)
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Ronja Jösch: "Managing Microservices with a Service Mesh---An implementation of a service mesh with Kubernetes and Istio" (KTH, Receiver: Sveriges Television)
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Tongtong Fang: "Learning from noisy labels by importance reweighting: A deep learning approach" (KTH, Receiver: RIKEN AIP, Tokyo)
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Christian Boersmaa: "Designing a platform to communicate posture and movement data to medical professionals" (KTH, Receiver: Qinematic)
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Ottar Gudmunsson: "Gating Networks in Learning Machines for Multimodal Data: Decision Fusion on Single Modality Classifiers" (KTH, Receiver: RISE)
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Diego Roa: "Analysis of Short Text Classification Strategies using Out-of-Domain Vocabularies" (KTH, Receiver: Celonis)
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Hadi Sotudeh: "Predicting Undesired Business Process Behavior using Supervised Machine Learning" (KTH, Receiver: Celonis)
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Mattias Arro: "Label-Efficient Multi-Objective Machine Learning for e-Commerce" (KTH, Receiver: SICS)
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Erik Droh: "T-Distributed Stochastic Neighbor Embedding Data Preprocessing Impact on Image Classification using Deep Convolutional Neural Networks" (KTH B Sc thesis)
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Staffan Jansson Aldenfalk: "Prediction of Alarms in a Pump Station using Neural Networks" (KTH, Receiver: Xylem Inc.)
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Tijmen Verhulsdonck: "One Shot Object Detection for Tracking Purposes" (KTH, Receiver: ETH / UC Berkeley)
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Daniyal Shahrokhian: "Syna: Emotion Recognition based on Spatio-Temporal Machine Learning" (KTH, Receiver: SICS)
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Akash Singh: "Anomaly Detection for Temporal Data using Long Short-Term Memory (LSTM)" (KTH, Receiver: Ericsson)
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Filip Stojanovski: "Churn Prediction using Sequential Activity Patterns in an On-Demand Music Streaming Service" (KTH, Receiver: Spotify)
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Dominik Harz: "Trust and verifiable computation for smart contracts in permissionless blockchains" (KTH, Receiver: SICS)
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Mazen Aly: "Automated Bid Adjustments in Search Engine Advertising" (KTH, Receiver: Precis Digital)
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Andrea Azzini: "Deep Learning Quantification: Extracting Quantitative Information from Images using Convolutional Autoencoders" (KTH)
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Henny Selig: "Continuous Event Log Extraction for Process Mining" (KTH, Receiver: Signavio, Berlin)
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Robert Velu: "BarcodeCheck: Retrieval of Product Information" (KTH, Receiver: SICS)
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Ali Merikh: "A Triplestore built on Document-Oriented Databases" (KTH, Receiver: SICS)
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Mikael Stoltz: "A Parrondo asset allocation strategy based on a discrete time microstructure model" (KTH, Receiver: SICS)
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Abdulah Kayal: "A Neural Networks Filtering Mechanism For Foreign Exchange Trading Signals" (KTH, Receiver: SICS)
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Stephanie Habib: "Web Caching in IPTV Portals" (KTH, Receiver: Ericsson)
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Anusharani Gopu: "Using non-medical risk factors related to dementia and cognitive decline for developing an evidencebased e-health tool" (KTH, Receiver: SICS)
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Khurram Shairyar Qalander: "Translating policy statements of Abu Dhabi health authorities into Business Rules" (KTH)
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Eric-Oluf Svee: "Time Geography and Structuration Theory as a Basis for Human-centered Microsimulation" (KTH, Receiver: SICS)
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Mathias Engvall: "The design of an order flow simulator to validate algorithmic trading strategies" (KTH, Receiver: OMX)
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Sharenya Krishnan: "Text-Based Information Retrieval Using Relevance Feedback" (KTH, Receiver: SICS)
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Jon Gretar Gudjonsson and Gary MacRitchie: "Strategy Adapting Trading Agent" (KTH, Receiver: SICS)
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Henrik Aronsson: "Modeling strategies using predictive analytics: Forecasting future sales and churn management" (KTH, Receiver: Attollo)
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Maryamossadat Nematollahi Mahani: "Resolving ambiguities in service robots' behavior" (KTH)
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Alexander Bea: "Re-engineering two financial trading invoicing systems into one integrated solution" (KTH, Receiver: Nordicstation)
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Somshree Mukherjee: "Ranking System for IoT Industry Platform" (KTH, Receiver: SICS)
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Baki Cakici: "Pickman's Machine: A Reasoning Architecture" (KTH, Receiver: SICS)
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Katarina Gyllenbäck: "Narrative bridging: A specification of a modelling method for game design" (KTH, Receiver: SICS)
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Nicolas Grasset: "Multi-agent microsimulations with time geography" (KTH, Receiver: SICS)
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Khandaker Tabin Hasan: "Metadata-rich Web development methodology" (KTH, Receiver: Univ of Trento)
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German Gonzalez: "Kinematic tracking and activity recognition using motion primitives" (KTH, Receiver: Brown Univ, NY)
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Ka Lok Chan: "Integration of browsing and searching for semantic information spaces" (KTH)
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Zinat Sultana: "Improving the Design Method of the Analysis Pipeline for Spatial Transcriptomics" (KTH, Receiver: SciLifeLab/KI)
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Robert Nilsson "Genetiska algoritmer och neurala nät tillämpade på aktiehandel" (KTH, Receiver: SICS)
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Asim Ghaffar: "Visualization of Epidemic Spread" (KTH, Receiver: SMI)
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Dimitrios Konstantinou and Sofia Savvidou "Benchmark för mobiltelefoner" (KTH, Receiver: SICS)
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Niklas Boström: "Implementing advanced business logic for stock trade agents" (SU, Receiver: SICS)
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Daniel Hilmersson: "SmartTrader: Implementing an Advanced Business Logic Agent for Agent Trade Servers" (Mid-Sweden University, Examiner: Prof Love Ekenberg, Receiver: SICS)
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Tobias Hasselrot: "Fair Bandwidth Allocation in Internet Access Gateways: Using Agent-Based Electronic Markets" (KTH, Receiver: SICS)
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Kristina Andréasson: "Modelling Infectious Disease Control" (SU, Receiver: SICS)
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Jesper Johansson and Michael Poijes: "Agent Shell for Stock Market Systems" (SU, Receiver: SICS)
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Jan Odelstad: "Artificial Agents and Norms" (SU)
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Peter Hultman: "A Risk-Averse TAC Agent" (KTH, Receiver: SICS)
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Wah-Sui Almberg: "Improved Pricing on the Stock Market with Trading Agents" (SU, Receiver: OM)
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Vincent Hauser and Joakim Orrhult: "Network Monitoring for Networking Agents" (SU, Receiver: SICS)
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Rikard Wigforss: "Artificial Intelligence for Real-Time Computer Games" (KTH, Receiver: Grin)
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Terese Lund: "Cell-phones and Context" (KTH, NADA, IPLab, Examiner: Anna Swartling, Receiver: SICS)
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Björn Qvarsell: "Programming SIM Cards for Mobile Services" (KTH, Receiver: Razorfish)
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Hilde Hasli and Jing Cheng: "Smart Downloading of Multimedia" (SU, Receiver: Ericsson Radio Systems)
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Jari Pyyluoma: "The origin of law - An Epistemological Artificial Societies Approach" (SU)
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Conny Loung: "Agent Behaviour in Groups" (KTH, Receiver: Ducere)
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Magnus Hübner: "Pagent - A Search Engine Interface for Mobile Terminals" (KTH, Receiver: Toshiba, Tokyo branch)
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Martin Kalén: "A JINI-Based Multi-Agent System" (KTH, Receiver: Spectral)
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Erik Welander: "Decision Analysis on the Internet - The DELTA/CGI Pronouncer" (SU)
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Sven-Erik Ceedigh: "Trading Agents" (SU)
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Göran Eneroth: "Smart Equipment" (KTH)
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Jannilla Lidén: "Agent Related Properties of Dutch and English Auctions" (SU)
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Christian Guttmann: "A Software Architecture for Four-Legged Robots" (KTH)
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David Lybäck: "Transient Diversity in Multi-Agent Systems" (KTH)
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Olle Källander: Behaviour-Based Bots in Quake2" (KTH)
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Håkan Younes: "Current Tools for Assisting Intelligent Agents in Real-Time Decision Making" (KTH)
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Marcus Hammarberg and Mats Bovin: "Decision Support for Software Agents" (SU, Receiver: Telia Research)
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Per Thorsson-Börd: "Adding Resource-Specific Information to Agents in a Multi-Agent System" (KTH, Receiver: Telia Research)
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Sebastian Wand: "Building a Monitor for a Multi-Agent System" (KTH, Receiver: Telia Research)
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Helena Åberg: "Agent Roles in RoboCup Teams" (KTH)
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Åsa Åhman: "Decision Control in RoboCup Teams" (KTH)
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Henrik Bergström: "Applications, Minimisation, and Visualisation of Finite State Machines" (SU)
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Henrik Engström and Johan Kummeneje: "DR ABBility: Agent Technology and Process Control" (SU, Receiver: ABB Network Partner)
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Daniel Ejderberg: "Creating a User Agent in a Distributed Information Retrieval Environment" (KTH, Receiver: Telia Research)
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Ioannis Tzikas: "Agents and Objects: The Differences" (SU)
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Lars Rasmusson: "Socially Controlled Global Agent Systems" (KTH, Receiver: SICS)
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Andreas Rasmusson: "Interactive Security Assistance for End-User Supervision of Untrusted Programs" (KTH, Receiver: SICS)
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Gabriel Fuchs: "On Diminishing the Gap Between Speed and Correctness in a Decision-Making System" (SU)
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Articles
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Article: SCIENTIFIC REPORTS. 2024;14(1):8036
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Journal article: DIGITAL SOCIETY. 2023;2(3):46
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Article: BMJ OPEN. 2023;13(10):e069427
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Journal article: BRAIN AND SPINE. 2023;3:101963
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Article: IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT. 2022;19(4):4779-4793
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Article: TRANSLATIONAL PSYCHIATRY. 2022;12(1):488
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Journal article: EUROPEAN NEUROPSYCHOPHARMACOLOGY. 2022;63:e138-e139
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Article: TRANSLATIONAL PSYCHIATRY. 2022;12(1):357
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Article: FRONTIERS IN ONCOLOGY. 2022;12:984021
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Article: BMC MEDICINE. 2021;19(1):99
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Article: PEERJ COMPUTER SCIENCE. 2021;7:e804
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Article: JOURNAL OF CONSULTING AND CLINICAL PSYCHOLOGY. 2020;88(4):311-321
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Article: FRONTIERS IN PSYCHOLOGY. 2020;11:567310
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Article: IEEE ACCESS. 2020;8:120388-120416
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Journal article: PROGRESS IN ARTIFICIAL INTELLIGENCE. 2019;8(4):475-485
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Article: PHYSICAL REVIEW E. 2018;98(5):052101
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Article: GLOBAL HEALTH ACTION. 2017;10(sup3):1321904
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Article: TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE. 2015;101:147-164
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Journal article: KI - KUNSTLICHE INTELLIGENZ. 2015;29(2):143-152
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Journal article: NETWORK AND COMMUNICATION TECHNOLOGIES. 2013;2(1)
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Article: JOURNAL OF COMPUTATIONAL SCIENCE. 2011;2(3):216-222
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Article: EUROSURVEILLANCE. 2010;15(35):19651-24
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Article: EUROSURVEILLANCE. 2009;14(37):19333-11
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Article: DECISION SUPPORT SYSTEMS. 2006;42(1):318-327
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Article: INFORMATION SCIENCES. 2005;171(4):293-307
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Journal article: ACM TRANSACTIONS ON INTERNET TECHNOLOGY. 2004;4(3):329-339
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Journal article: INFO. 2004;6(3):169-171
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Article: PERSONAL AND UBIQUITOUS COMPUTING. 2004;8(1):42-46
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Article: FLUCTUATION AND NOISE LETTERS. 2002;2(4):L343-L348
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Journal article: ELECTRONIC COMMERCE RESEARCH. 2001;1(1-2):149-158
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Journal article: ELECTRONIC COMMERCE RESEARCH. 2001;1(1-2):159-168
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Journal article: JOURNAL OF RISK RESEARCH. 2001;4(1):31-47
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Journal article: ARTIFICIAL INTELLIGENCE AND LAW. 1999;7(1):17-35
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Article: DECISION SUPPORT SYSTEMS. 1997;20(1):3-15
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Article: INTERNATIONAL JOURNAL OF COOPERATIVE INFORMATION SYSTEMS. 1996;5(2-3):315-331
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Journal article: APPLIED ARTIFICIAL INTELLIGENCE. 1994;8(4):543-563
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All other publications
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Conference publication: 2023;:163-176
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Conference publication: 2022;00:338-344
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Review: JOURNAL OF INTERNAL MEDICINE. 2022;292(2):278-295
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Preprint: PSYARXIV. 2022
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Preprint: ARXIV. 2021
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Conference publication: 2021;00:216-224
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Meeting abstract: EUROPEAN PSYCHIATRY. 2021;64:S20
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Conference publication: 2021;:575-580
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Preprint: IEEE ACCESS. 2020
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Book chapter: FINANCIAL CRYPTOGRAPHY AND DATA SECURITY: LECTURE NOTES IN COMPUTER SCIENCE. 2019;p. 279-293
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Book chapter: FUTURES THINKING AND ORGANIZATIONAL POLICY. 2019;p. 179-199
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Preprint: ARXIV. 2018
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Preprint: ARXIV. 2018
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Preprint: ARXIV. 2014
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Conference publication: 2014;:1-5
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Book chapter: SOCIAL COLLECTIVE INTELLIGENCE. 2014;p. 203-225
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Preprint: ARXIV. 2013
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Preprint: SSRN ELECTRONIC JOURNAL. 2013
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Conference publication: 2012;:31-35
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Preprint: ARXIV. 2009
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Editorial comment: BMJ-BRITISH MEDICAL JOURNAL. 2008;337:a2500
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Book chapter: MICRO MESO MACRO. 2005;p. 305-316
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Published conference paper: ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE. 2004;42(1-3):141-166
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Book chapter: SYSTEMS APPROACHES AND THEIR APPLICATION. 2004;p. 95-118
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Preprint: ARXIV. 2003
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Preprint: ARXIV. 2003
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Published conference paper: LECTURE NOTES IN COMPUTER SCIENCE. 2003;2684:243-261
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Preprint: ARXIV. 2002
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Preprint: ARXIV. 2002
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Preprint: ARXIV. 2002
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Preprint: ARXIV. 2002
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Preprint: ARXIV. 2002
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Conference publication: 2001;:150-159
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Book chapter: ROBOCUP 2000: ROBOT SOCCER WORLD CUP IV: LECTURE NOTES IN COMPUTER SCIENCE. 2001;p. 643-646
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Conference publication: 2000;:377-378
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Conference publication: PROCEEDINGS - INTERNATIONAL WORKSHOP ON DATABASE AND EXPERT SYSTEMS APPLICATIONS, DEXA. 2000;:565-569
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Published conference paper: LECTURE NOTES IN COMPUTER SCIENCE. 2000;1882:166-177
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Published conference paper: LECTURE NOTES IN COMPUTER SCIENCE. 2000;1856:642-645
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Published conference paper: LECTURE NOTES IN COMPUTER SCIENCE. 2000;1856:784-787
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Published conference paper: LECTURE NOTES IN COMPUTER SCIENCE. 1999;1604:352-357
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Published conference paper: LECTURE NOTES IN COMPUTER SCIENCE. 1999;1585:285-292
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Editorial comment: ROBOTICS AND AUTONOMOUS SYSTEMS. 1998;24(3-4):89-91
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Published conference paper: LECTURE NOTES IN COMPUTER SCIENCE. 1997;1237:36-44
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Published conference paper: MULTI-AGENT RATIONALITY. 1997;1237:156-176
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Book chapter: DISTRIBUTED SOFTWARE AGENTS AND APPLICATIONS: LECTURE NOTES IN COMPUTER SCIENCE. 1996;p. 54-62
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Book chapter: CKBS ’90. 1991;p. 255-270
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Grants
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Swedish Research Council1 January 2024 - 31 December 2026
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Swedish Research Council1 January 2023 - 31 December 2025
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Swedish Research Council for Health Working Life and Welfare1 January 2019 - 31 December 2021
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Swedish Research Council1 January 2019 - 31 December 2021
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Swedish Research Council1 January 2017 - 31 December 2019