Our Books
| Strategic Blueprint for Enterprise Analytics | |
| Subtitle: Integrating Advanced Analytics into Data-Driven Business | |
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This book is a comprehensive guide for professionals, leaders, and academics seeking to unlock the power of data and analytics in the modern business landscape. It delves deeply into the strategic, architectural, and managerial aspects of implementing enterprise analytics (EA) systems in large enterprises. The book is meticulously structured into three parts. Part 1 lays the foundation for adaptable architecture in EA. Part 2 explores technical considerations: data, cloud platforms, and AI solutions. The final part focuses on strategy execution, investment, and risk management. Acting as a comprehensive guide, the book enables the creation of robust EA capabilities that foster growth, optimize operations, and keep pace with EA's dynamic world. Whether readers are leaders harnessing data's potential, practitioners navigating analytics, or academics exploring this evolving domain, this book provides insights and knowledge to guide readers toward a thriving, data-driven future. |
| OCaml Scientific Computing | |
| Subtitle: Functional Programming in Data Science and Artificial Intelligence | |
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This book is about the harmonious synthesis of functional programming and numerical computation. It shows how the expressiveness of OCaml allows for fast and safe development of data science applications. Step by step, the authors build up to use cases drawn from many areas of Data Science, Machine Learning, and AI, and then delve into how to deploy at scale, using parallel, distributed, and accelerated frameworks to gain all the advantages of cloud computing environments. This book aims at anyone with a basic knowledge of functional programming and a desire to explore the world of scientific computing, whether to generally explore the field in the round, to build applications for particular topics, or to deep-dive into how numerical systems are constructed. |
| Advanced Architecture of Numerical Analysis Systems | |
| Subtitle: Designing a Scientific Computing System using OCaml |
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This unique book applies the functional OCaml programming language to numerical or computational weighted data science, engineering, and scientific applications. This book is based on the authors' first-hand experience building and maintaining Owl, an OCaml-based numerical computing library. You'll first learn the various components in a modern numerical computation library. Then, you will learn how these components are designed and built up and how to optimize their performance. After reading and using this book, you'll have the knowledge required to design and build real-world complex systems that effectively leverage the advantages of the OCaml functional programming language. |
Selected Articles
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Trade Flows, Carbon Leakage, and the EU Emissions Trading System
forthcoming in Energy Economics, 2024
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Does Compensating Firms for Indirect Carbon Costs Work? Evidence from Finnish Manufacturing
forthcoming in the Journal of the Finnish Economic Association, 2024
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Parallel and Memory-Efficient Distributed Edge Learning in B5G IoT Networks
in IEEE Journal of Selected Topics in Signal Processing, 2023.
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Creating Data Markets in Future Smart Cities
in WP3 Data Ecosystem, white paper, LuxTurrim 5G Project, Business Finland Funded, 2022.
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Federated Learning with Heterogeneity-Aware Probabilistic Synchronous Parallel on Edge
in IEEE Transactions on Services Computing (TSC), 2021.
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Carbon Border Adjustment Mechanisms and Their Economic Impact on Finland and the EU
in Publications of the Government's analysis, assessment and research activities 2020
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The economic impact of EU free trade agreements for Finland and the EU
in Publications of the Government's analysis, assessment and research activities, 2019
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Executing Owl Computation on GPU and TPU
in OCaml 2019 co-located with ICFP’19, Berlin, Germany, 2019.
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OwlDE: Making ODEs First-class Owl Citizens
in OCaml 2019 co-located with ICFP’19, Berlin, Germany, 2019.
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Data Analytics Service Composition and Deployment on Edge Devices
in ACM SIGCOMM 2018 Workshop on Big Data Analytics and Machine Learning for Data Communication Networks (Big-DAMA), 2018.
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Data Analytics Service Composition and Deployment on IoT Devices
in ACM Open IoT Day, 2018.
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Privacy-Preserving Personal Model Training
in ACM/IEEE International Conference on Internet-of-Things Design and Implementation (IoTDI), 2018.
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Building Accountability into the Internet of Things: The IoT Databox Model
in Journal of Reliable Intelligent Environments, Springer, 2018.
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Privacy-preserving Machine Learning Based Data Analytics on Edge Devices
in AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (AIES), 2018.
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Understanding Scoped-Flooding for Content Discovery and Caching in Content Networks
in IEEE Journal on Selected Areas in Communications (JSAC), June. 2018.
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Milking the Cache Cow with Fairness in Mind
in IEEE/ACM Transactions on Networking (ToN), ACM/IEEE, 2017.
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Owl: A General-Purpose Numerical Library in OCaml
in OCaml Workshop, ACM SIGPLAN International Conference on Functional Programming (ICFP), 2017.
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Of Bots and Humans (on Twitter)
in IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), 2017.
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Fast Nearest Neighbor Search through Sparse Random Projections and Voting
in IEEE International Conference on Big Data, IEEE, USA, Dec. 2016.
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FairCache: Introducing Fairness to ICN Caching
in IEEE International Conference on Network Protocols (ICNP), IEEE, Singapore, Nov. 2016.
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Kvasir: Scalable Provision of Semantically Relevant Web Content on Big Data Framework
in IEEE Transactions on Big Data, Aug. 2016.
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Hybrid Renewable Energy Routing for ISP Networks
in the Proceedings of IEEE INFOCOM 2016, IEEE, Apr. 2016.
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I(FIB)F: Iterated Bloom Filters for Routing in Named Data Networks
in NetSys’17, Germany, 2017. Best Paper Award!
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Containing User-Centric Processing of Personal Data with Databox
in ACM Workshop on Cloud-Assisted Networking (CAN), 2016.
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Resource Pooling for Wireless Networks: Solutions for the Developing World
in ACM Computer Communication Reviews, ACM, Nov. 2016.
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C3PO: Computation Congestion Control (PrOactive) - dynamic diffusion of ephemeral services
in ACM ICN (Information-Centric Networking), ACM, Sept. 2016.
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On Content Indexing for Off-Path Caching in Information-Centric Networks
in ACM ICN (Information-Centric Networking), ACM, Sept. 2016.
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Personal Data Management with the Databox: What’s Inside the Box?
in Cloud-Assisted Networking workshop co-located with ACM CoNEXT, 2016.
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Scalable Bloom-Filter Based Content Dissemination in Community Networks using Information-Centric Principles
in IEICE ICTF’16, Greece, Jul. 2016.
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Bandwidth-aware Service Placement in Community Network Clouds
in IEEE Local Computer Networks (LCN), Dubai, UAE, Jul. 2016.
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Taming Limits with Approximate Networking
in ACM LIMITS’16 (Computing within Limits), ACM, Irvine, CA, USA, Jun. 2016.
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LiteLab: Efficient Large-scale Network Experiments
in the Proceedings of IEEE CCNC FI4D, IEEE, Jan. 2016.
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Pro-Diluvian: Understanding Scoped-Flooding for Content Discovery in Information-Centric Networking
in ACM ICN, ACM, Oct. 2015. Best Paper Award!
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Understanding Internet Usage and Network Locality in a Rural Community Wireless Mesh Network
in ACM AINTEC, ACM, Nov. 2015. Best Paper Award
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Optimal Chunking and Partial Caching in Information-Centric Networks
in Journal of Computer Communications, Elsevier, Feb. 2015.
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Kvasir: Seamless Integration of Latent Semantic Analysis-Based Content Provision into Web Browsing
in the Proceedings of WWW Companion’15, May. 2015.
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SCANDEX: Service Centric Networking for Challenged Decentralised Networks
in the Proceedings of ACM Mobisys DIY Workshop. ACM, May. 2015.
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Content, Topology and Cooperation in In-network Caching
Report A-2015-1, Department of Computer Science, University of Helsinki, Finland, March. 2015.
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Effects of Cooperation Policy and Network Topology on Performance of In-network Caching
in IEEE Communication Letters. IEEE, Vol.18, No.4, pp.680-683, Apr. 2014.
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Enhancing Compact Routing in CCN with Prefix Embedding and Topology-Aware Hashing
in the Proceedings of ACM MobiCom workshop on MobiArch. ACM, Sept. 2014.
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MobiCCN: Mobility Support with Greedy Routing in Content-Centric Networks
in the Proceedings of IEEE Globecom. IEEE, Vol., No., pp.2069-2075. Dec. 9-13 2013.
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Cooperation Policies for Efficient In-Network Caching
in ACM SIGCOMM Computer Communication Review, ACM, Vol. 43 Issue 4, Oct. 2013.
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Measuring Large-Scale Distributed Systems: Case of BitTorrent Mainline DHT
in the Proceedings of IEEE Peer-to-Peer Computing (P2P). Vol.1, No.1, pp.1-10, Sept. 9-11 2013.
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Neighborhood Search and Admission Control in Cooperative Caching Networks
in the Proceedings of IEEE Globecom. IEEE, Vol., No., pp.2852-2858. Dec. 3-7 2012.
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Real-world Sybil Attacks in BitTorrent Mainline DHT
in the Proceedings of IEEE Globecom. IEEE, Vol., No., pp.826-832. Dec. 3-7 2012.
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