Sasu Tarkoma

Publications

Research Output per year

2001 2021

• 141 Conference contribution
• 70 Article
• 14 Chapter
• 5 Book
• 18 More
  • 4 Commissioned report
  • 3 Conference article
  • 3 Review Article
  • 3 Working paper
  • 2 Poster
  • 1 Abstract
  • 1 Other contribution
  • 1 Doctoral Thesis

Research Output per year

Research Output per year

Search results

• 2021

  Low-Cost Outdoor Air Quality Monitoring and Sensor Calibration: A Survey and Critical Analysis

  Concas, F., Mineraud, J., Lagerspetz, E., Varjonen, S., Liu, X., Puolamäki, K., Nurmi, P. & Tarkoma, S., 2021, (Accepted/In press) In : ACM transactions on sensor networks.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Sketching an AI Marketplace: Tech, Economic, and Regulatory Aspects

  Kumar, A., Finley, B. J., Braud, T., Tarkoma, S. & Hui, P., 11 Jan 2021, In : IEEE Access. 14 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Toward Large-Scale Autonomous Marine Pollution Monitoring

  Flores, H., Hossein Motlagh, N., Zuniga Corrales, A., Liyanage, M., Passananti, M., Tarkoma, S., Youssef, M. & Nurmi, P., 2021, (Accepted/In press) In : IEEE Internet of Things Magazine.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File
• 2020

  6G White Paper on Edge Intelligence

  Peltonen, E., Bennis, M., Capobianco, M., Debbah, M., Ding, A., Gil-Castiñeira, F., Jurmu, M., Karvonen, T., Kelanti, M., Kliks, A., Leppänen, T., Lovén, L., Mikkonen, T., Samarakoon, S., Rao, A., Seppänen, K., Sroka, P., Tarkoma, S. & Yang, T., 30 Jun 2020, Oulu: University of Oulu. 34 p. (6G Research Visions; no. 8)

  Research output: Book/Report › Commissioned report

  Open Access

  File

• An SDN Perspective on Multi-connectivity and Seamless Flow Migration

  Hätönen, S., Huque, T. I. U., Rao, A., Jourjon, G., Gramoli, V. & Tarkoma, S., 2020, In : IEEE Networking Letters. 2, 1, p. 19-22 4 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Band Ranking via Extended Coefficient of Variation for Hyperspectral Band Selection

  Su, P., Tarkoma, S. & Pellikka, P. K. E., Oct 2020, In : Remote Sensing. 12, 20, 12 p., 3319.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Battery Health Estimation for IoT Devices using V-Edge Dynamics

  Kumar, A., Hoque, M. A., Nurmi, P., Pecht, M. G., Tarkoma, S. & Song, J., 4 Mar 2020, Proceedings of the 21st International Workshop on Mobile Computing Systems and Applications: HotMobile'2020. New York: ACM , p. 56-61 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• BONIK: A Blockchain Empowered Chatbot for Financial Transactions

  Bhuiyan, M. S. I., Razzak, A., Ferdous, M. S., Chowdhury, M. J. M., Hoque, M. A. & Tarkoma, S., 29 Dec 2020, (Accepted/In press) IEEE TrustCom 2020. IEEE, 9 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• COSINE: Collaborator Selector for Cooperative Multi-Device Sensing and Computing

  Flores, H., Zuniga, A., Faghihi Berenjegani, F., Li, X., Hemminki, S., Tarkoma, S., Hui, P. & Nurmi, P., 2020, (Accepted/In press) 2020 IEEE International Conference on Pervasive Computing and Communications (PerCom).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  File

• Data Analysis of Low-cost Air Quality Sensors in Helsinki

  Zaidan, M., Hossein Motlagh, N., Fung, P. L., Timonen, H., Tarkoma, S., Hussein, T., Petäjä, T. & Kulmala, M., Jun 2020, (Accepted/In press) 1 p. Denmark : Nordic Society for Aerosol Research (NOSA).

  Research output: Other contribution

  Open Access

  File

• Enhancing the Internet of Things with Knowledge-Driven Software-Defined Networking Technology: Future Perspectives

  Li, Y., Su, X., Ding, A. Y., Lindgren, A., Liu, X., Prehofer, C., Riekki, J., Rahmani, R., Tarkoma, S. & Hui, P., 19 Jun 2020, In : Sensors. 20, 12, 20 p., 3459.

  Research output: Contribution to journal › Review Article › peer-review

  Open Access

  File

• Evaluation of white-box versus black-box machine learning models in estimating ambient black carbon concentration

  Fung, P. L., Zaidan, M. A., Timonen, H., Niemi, J. V., Kousa, A., Kuula, J., Luoma, K. H., Tarkoma, S., Petäjä, T., Kulmala, M. & Hussein, T., 15 Oct 2020, (Accepted/In press) In : Journal of Aerosol Science. 105694.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

• FlexState: Enabling Innovation in Network Function State Management

  Pozza, M., Rao, A., Lugones, D. & Tarkoma, S., 24 Mar 2020, (Submitted) In : arXiv.org . 13 p.

  Research output: Contribution to journal › Article › Scientific

  File

• GeoMatch: Efficient Large-Scale Map Matching on Apache Spark

  Zeidan, A., Lagerspetz, E., Zhao, K., Nurmi, P., Tarkoma, S. & Vo, H., 25 May 2020, (Accepted/In press) In : ACM/IMS transactions on data science. 1

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Human Data Model: Improving Programmability of Health and Well-Being Data for Enhanced Perception and Interaction

  Mäkitalo, N., Flores-Martin, D., Flores, H., Lagerspetz, E., Christophe, F., Ihantola, P., Babazadeh, M., Hui, P., Murillo, J. M., Tarkoma, S. & Mikkonen, T., Sep 2020, In : ACM Transactions on Computing for Healthcare. 1, 4, 39 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  File

• In Situ Network and Application Performance Measurement on Android Devices and the Imperfections

  Hoque, M. A., Rao, A. & Tarkoma, S., 11 Mar 2020, (Submitted) In : arXiv.org . 7 p.

  Research output: Contribution to journal › Article › Scientific

  File

• Intelligent Calibration and Virtual Sensing for Integrated Low-Cost Air Quality Sensors

  Zaidan, M. A., Hossein Motlagh, N., Fung, P. L., Lu, D., Timonen, H., Kuula, J., Niemi, J. V., Tarkoma, S., Petäjä, T., Kulmala, M. & Hussein, T., 15 Nov 2020, In : IEEE Sensors Journal. 20, 22, p. 13638-13652 15 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• IoT-KEEPER: Detecting Malicious IoT Network Activity using Online Traffic Analysis at the Edge

  Hafeez, I., Antikainen, M., Ding, A. Y. & Tarkoma, S., Mar 2020, In : IEEE Transactions on Network and Service Management. 17, 1, p. 45-59 15 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Low-cost Air Quality Sensing Process: Validation by Indoor-Outdoor Measurements

  Hossein Motlagh, N., Arbayani Zaidan, M., Fung, P. L., Li, X., Matsumi, Y., Petäjä, T., Kulmala, M., Tarkoma, S. & Hussein, T., 9 Nov 2020, 15th IEEE Conference on Industrial Electronics and Applications (ICIEA2020). IEEE, p. 223-228 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• Marketplace for AI Models

  Kumar, A., Finley, B. J., Braud, T., Tarkoma, S. & Hui, P., 2020, (Submitted) 8 p.

  Research output: Working paper › Scientific

  File

• MegaSense: Cyber-Physical System for Real-time Urban Air Quality Monitoring

  Rebeiro-Hargrave, A., Hossein Motlagh, N., Varjonen, S., Lagerspetz, E., Nurmi, P. & Tarkoma, S., 9 Nov 2020, 15th IEEE Conference on Industrial Electronics and Applications (ICIEA2020). IEEE, 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• Multiple Set Matching with Bloom Matrix and Bloom Vector

  Concas, F., Xu, P., Hoque, M. A., Lu, J. & Tarkoma, S., Mar 2020, In : ACM Transactions on Knowledge Discovery from Data. 14, 2, 21 p., 21.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Network and Application Performance Measurement Challenges on Android Devices

  Hoque, M. A., Rao, A. & Tarkoma, S., 2 Nov 2020, 38th International Symposium on Computer Performance, Modeling, Measurements and Evaluation 2020: Performance' 20. ACM , 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• On Reconfiguring 5G Network Slices

  Pozza, M., Nicholson, P., Lugones, D., Rao, A., Flinck, H. & Tarkoma, S., Jul 2020, In : IEEE Journal on Selected Areas in Communications. 38, 7, p. 1542-1554

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• PENGUIN: Aquatic Plastic Pollution Sensing using AUVs

  Flores, H., Zuniga Corrales, A., Hossein Motlagh, N., Liyanage, M., Passananti, M., Tarkoma, S., Youssef, M. & Nurmi, P., 2020, (Accepted/In press) In Proceedings of the ACM International Conference on Mobile Systems, Applications, and Services (MobiSys Workshops) 2020.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• Preference-Based Privacy Markets

  Pal, R., Crowcroft, J., Wang, Y., Li, Y., De, S., Tarkoma, S., Liu, M., Nag, B., Kumar, A. & Hui, P., 2020, In : IEEE Access. 8, p. 146006-146026 21 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Sensing multimedia contexts on mobile devices

  Hoque, M. A., Rao, A., Kumar, A., Ammar, M., Hui, P. & Tarkoma, S., Jun 2020, NOSSDAV '20: Proceedings of the 30th ACM Workshop on Network and Operating Systems Support for Digital Audio and Video. ACM , p. 40-46 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• The Bits of Silence: Redundant Traffic in VoIP

  Hoque, M. A., Nurmi, P., Siekkinen, M., Hui, P. & Tarkoma, S., 2020, MMSys '20: Proceedings of the 11th ACM Multimedia Systems Conference. ACM , p. 1-14 14 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Toward Massive Scale Air Quality Monitoring

  Hossein Motlagh, N., Lagerspetz, E., Nurmi, P., Li, X., Varjonen, S., Mineraud, J., Siekkinen, M., Rebeiro-Hargrave, A., Hussein, T., Petäjä, T., Kulmala, M. & Tarkoma, S., Feb 2020, In : IEEE Communications Magazine. 58, 2, p. 54-59 6 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• To What Extent We Repeat Ourselves? Discovering Daily Activity Patterns Across Mobile App Usage

  Li, T., Li, Y., Hoque, M. A., Xia, T., Tarkoma, S. & Hui, P., 4 Sep 2020, (Accepted/In press) In : IEEE Transactions on Mobile Computing. 16 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Trustworthy AI in the Age of Pervasive Computing and Big Data

  Kumar, A., Braud, T., Tarkoma, S. & Hui, P., 2020, IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops). IEEE, 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• Validation Frameworks for Self-Driving Vehicles: A Survey

  Concas, F., Nurminen, J. K., Mikkonen, T. & Tarkoma, S., 2020, Smart Cities: A Data Analytics Perspective. Khan, M. A., Algarni, F. & Quasim, M. T. (eds.). Cham: Springer, p. 197-212 ( Lecture Notes in Intelligent Transportation and Infrastructure).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

• "What Apps Did You Use?": Understanding the Long-term Evolution of Mobile App Usage

  Li, T., Zhang, M., Cao, H., Li, Y., Tarkoma, S. & Hui, P., Apr 2020, (Accepted/In press) In Proceedings of the ACM International World Wide Web Conference (WWW 2020). International World Wide Web Conferences Steering Committee

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• When Are Cyber Blackouts in Modern Service Networks Likely?: A Network Oblivious Theory on Cyber (Re)Insurance Feasibility

  Pal, R., Psounis, K., Crowcroft, J., Kelly, F., Hui, P., Tarkoma, S., Kumar, A., Kelly, J., Chatterjee, A., Golubchik, L., Sastry, N. & Nag, B., Jun 2020, In : ACM transactions on management information systems. 11, 2, 38 p., 5.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File
• 2019

  AppLens 2019: the 2nd International Workshop on Mining and Learning from Smartphone Apps for Users

  Zhao, S., Li, Y., Tarkoma, S., Yu, Z., Dey, A. K. & Pan, G., 2019, UbiComp/ISWC '19 Adjunct: Adjunct Proceedings of the 2019 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2019 ACM International Symposium on Wearable . New York, NY: ACM, p. 418-421 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Composing 5G Network Slices by Co-locating VNFs in μslices

  Pozza, M., Patel, A., Rao, A., Flinck, H. & Tarkoma, S., 2019, 2019 IFIP Networking Conference (IFIP Networking). IEEE, p. 1-9 9 p. (2019 IFIP Networking Conference).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

• Cost-effective Resource Provisioning for Spark Workloads

  Chen, Y., Lu, J., Chen, C., Hoque, M. A. & Tarkoma, S., 3 Nov 2019, CIKM '19 : Proceedings of the 28th ACM International Conference on Information and Knowledge Management . New York, NY: ACM, p. 2477-2480 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• Crowd Replication: Sensing-Assisted Quantification of Human Behaviour in Public Spaces

  Hemminki, S., Kuribayashi, K., Konomi, SI., Nurmi, P. & Tarkoma, S., Aug 2019, In : ACM transactions on spatial algorithms and systems. 5, 3, 34 p., 15.

  Research output: Contribution to journal › Article › Scientific › peer-review

• DoubleEcho: Mitigating Context-Manipulation Attacks in Copresence Verification

  Truong, H. T. T., Toivonen, J., Nguyen, T. D., Soriente, C., Tarkoma, S. & Asokan, N., Mar 2019, 2019 IEEE International Conference on Pervasive Computing and Communications (PerCom). IEEE, 9 p. (International Conference on Pervasive Computing and Communications).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• d-Simplexed: Adaptive Delaunay Triangulation for Performance Modeling and Prediction on Big Data Analytics

  Chen, Y., Goetsch, P., Hoque, M. A., Lu, J. & Tarkoma, S., 21 Oct 2019, (Accepted/In press) In : IEEE Transactions on Big Data.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Enhancing Indoor IoT Communication with Visible Light and Ultrasound

  Haus, M., Ding, A. Y., Wang, Q., Toivonen, J., Tonetto, L., Tarkoma, S. & Ott, J., May 2019, ICC 2019 - 2019 IEEE International Conference on Communications (ICC). IEEE, 6 p. (IEEE International Conference on Communications).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Exploiting Usage to Predict Instantaneous App Popularity: Trend Filters and Retention Rates

  Sigg, S., Lagerspetz, E., Peltonen, E., Nurmi, P. & Tarkoma, S., Apr 2019, In : ACM Transactions on the Web. 13, 2, 25 p., 13.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• I/O Is Faster Than the CPU - Let's Partition Resources and Eliminate (Most) OS Abstractions

  Enberg, P., Rao, A. & Tarkoma, S., 2019, HotOS '19: Proceedings of the Workshop on Hot Topics in Operating Systems. New York, NY: ACM, p. 81-87 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  File

• Indoor Air Quality Monitoring Using Infrastructure-Based Motion Detectors

  Hossein Motlagh, N., Zaidan, M., Lagerspetz, E., Varjonen, S., Toivonen, J., Mineraud, J., Rebeiro-Hargrave, A., Siekkinen, M., Hussein, T., Nurmi, P. & Tarkoma, S., 2019, Proceedings: 2019 IEEE 17th International Conference on Industrial Informatics (INDIN). IEEE, Vol. 1. p. 902-907 6 p. ( IEEE International Conference on Industrial Informatics (INDIN); vol. 1).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• Input-Adaptive Proxy for Black Carbon as a Virtual Sensor

  Fung, P. L., Zaidan, M., Sillanpää, S., Kousa, A., Niemi, J. V., Timonen, H., Kuula, J., Saukko, E., Luoma, K. H., Petäjä, T., Tarkoma, S., Kulmala, M. & Hussein, T., 28 Dec 2019, In : Sensors. 20, 1, 23 p., 182.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• MegaSense: Feasibility of Low-Cost Sensors for Pollution Hot-spot Detection

  Lagerspetz, E., Hossein Motlagh, N., Zaidan, M., Fung, P. L., Mineraud, J., Varjonen, S., Siekkinen, M., Nurmi, P., Matsumi, Y., Tarkoma, S. & Hussein, T., 2019, Proceedings: 2019 IEEE 17th International Conference on Industrial Informatics (INDIN). IEEE, Vol. 1. p. 1083-1090 8 p. ( IEEE International Conference on Industrial Informatics (INDIN).; vol. 1).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• Partition-Aware Packet Steering Using XDP and eBPF for Improving Application-Level Parallelism

  Enberg, P., Rao, A. & Tarkoma, S., 2019, Proceedings of the 1st ACM CoNEXT Workshop on Emerging in-Network Computing Paradigms. New York, NY, USA: ACM, p. 27-33 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Protecting IoT-environments against Traffic Analysis Attacks with Traffic Morphing

  Hafeez, I., Antikainen, M. & Tarkoma, S., 6 Jun 2019, 2019 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops). IEEE, p. 196-201 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• The Impact of Thread-Per-Core Architecture on Application Tail Latency

  Enberg, P., Rao, A. & Tarkoma, S., 2019, Architectures for Networking and Communications Systems (ANCS),2019 ACM/IEEE Symposium on. IEEE, p. 1-8 8 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  File

• Tortoise or Hare? Quantifying the Effects of Performance on Mobile App Retention

  Zuniga, A., Flores, H., Lagerspetz, E., Tarkoma, S., Manner, J., Hui, P. & Nurmi, P., 2019, Proceedings of the 2019 World Wide Web Conference (WWW ’19). Liu, L. & White, R. (eds.). International World Wide Web Conferences Steering Committee, p. 2517-2528 12 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File