Publications

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2025

• Sushant Gautam, Cise Midoglu, Vajira Thambawita, Michael A. Riegler, Pål Halvorsen, Mubarak Shah. SoccerChat: Integrating Multimodal Data for Enhanced Soccer Game Understanding. arXiv, 2025. DOI: 10.48550/arXiv.2505.16630

• Mehdi Houshmand Sarkhoosh, Sushant Gautam, Cise Midoglu, Saeed Shafiee Sabet, Tomas Kupka, Pål Halvorsen. HockeyRink: A Dataset for Precise Ice Hockey Rink Keypoint Mapping and Analytics. 16th ACM Multimedia Systems Conference (MMSys’25), 2025. DOI: 10.1145/3712676.3718338

• Mehdi Houshmand Sarkhoosh, Sushant Gautam, Cise Midoglu, Saeed Shafiee Sabet, Tomas Kupka, Pål Halvorsen. HockeyOrient: A Dataset for Ice Hockey Player Orientation Classification. 16th ACM Multimedia Systems Conference (MMSys’25), 2025. DOI: 10.1145/3712676.3718342

• Mehdi Houshmand Sarkhoosh, Sushant Gautam, Cise Midoglu, Saeed Shafiee Sabet, Tomas Kupka, Pål Halvorsen. HockeyAI: A Multi-Class Ice Hockey Dataset for Object Detection. 16th ACM Multimedia Systems Conference (MMSys’25), 2025. DOI: 10.1145/3712676.3718335

• Mehdi Houshmand Sarkhoosh, Cise Midoglu, Saeed Shafiee Sabet, Tomas Kupka, Pål Halvorsen. SmartCrop-R: Adaptive Real-Time Video Cropping for Sports. 4th Mile-High Video Conference (MHV’25), 2025. DOI: 10.1145/3715675.3715794

2024

• Sayed Mohammad Majidi Dorcheh, Mehdi Houshmand Sarkhoosh, Cise Midoglu, Saeed S. Sabet, Tomas Kupka, Michael A. Riegler, Dag Johansen, Pål Halvorsen. AI-Based Cropping of Sport Videos using SmartCrop. International Journal of Semantic Computing, 2024. DOI: 10.1142/S1793351X24450028 [UiT Munin Record]

• Sushant Gautam, Mehdi Houshmand Sarkhoosh, Jan Held, Cise Midoglu, Anthony Cioppa, Silvio Giancola, Vajira Thambawita, Michael A. Riegler, Pal Halvorsen, Mubarak Shah. SoccerNet-Echoes: A Soccer Game Audio Commentary Dataset. IEEE International Symposium on Multimedia (ISM), 2024. DOI: 10.1109/ISM63611.2024.00016

• Finn Bartels, Lu Xing, Cise Midoglu, Matthias Boeker, Toralf Kirsten, Pål Halvorsen. SoccerGuard: Investigating Injury Risk Factors for Professional Soccer Players with Machine Learning. arXiv, 2024. DOI: https://doi.org/10.48550/arXiv.2411.08901

• Sushant Gautam, Andrea M. Storås, Cise Midoglu, Steven A. Hicks, Vajira Thambawita, Pål Halvorsen, Michael A. Riegler. Kvasir-VQA: A Text-Image Pair GI Tract Dataset. First International Workshop on Vision-Language Models for Biomedical Applications (VLM4Bio’24), 2024. DOI: 10.1145/3689096.3689458

• Zahra Sepasdar, Sushant Gautam, Cise Midoglu, Michael A. Riegler, Pål Halvorsen. Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study. arXiv, 2024. DOI: 10.48550/arXiv.2409.17580

• Aleksander Theo Strand, Sushant Gautam, Cise Midoglu, Pål Halvorsen. Demo: Soccer Information Retrieval Via Natural Queries using SoccerRAG. International Conference on Content-Based Multimedia Indexing (CBMI), 2024. DOI: 10.1109/CBMI62980.2024.10859233 [arXiv]

• Aleksander Theo Strand, Sushant Gautam, Cise Midoglu, Pål Halvorsen. SoccerRAG: Multimodal Soccer Information Retrieval via Natural Queries. International Conference on Content-Based Multimedia Indexing (CBMI), 2024. DOI: 10.1109/CBMI62980.2024.10859209 [arXiv]

• Håkon Maric Solberg, Mehdi Houshmand Sarkhoosh, Sushant Gautam, Saeed Shafiee Sabet, Pål Halvorsen, Cise Midoglu. Demo: Creating Player-Specific Soccer Highlight Clips with PlayerTV. International Conference on Content-Based Multimedia Indexing (CBMI), 2024. DOI: 10.1109/CBMI62980.2024.10859224

• Håkon Maric Solberg, Mehdi Houshmand Sarkhoosh, Sushant Gautam, Saeed Shafiee Sabet, Pål Halvorsen, Cise Midoglu. PlayerTV: Advanced Player Tracking and Identification for Automatic Soccer Highlight Clips. IEEE International Symposium on Multimedia (ISM), 2024. DOI: 10.1109/ISM63611.2024.00019 [arXiv]

• Mehdi Houshmand Sarkhoosh, Sayed Mohammad Majidi Dorcheh, Cise Midoglu, Saeed Shafiee Sabet, Tomas Kupka, Dag Johansen, Michael A. Riegler, Pål Halvorsen. AI-Based Cropping of Ice Hockey Videos for Different Social Media Representations. IEEE Access, 2024. DOI: 10.1109/ACCESS.2024.3449152

• Steven Hicks, Andrea Storås, Michael A. Riegler, Cise Midoglu, Malek Hammou, Thomas de Lange, Sravanthi Parasa, Pål Halvorsen, Inga Strümke. Visual Explanations for Polyp Detection: How Medical Doctors Assess Intrinsic versus Extrinsic Explanations. PLOS One, 2024. DOI: 10.1371/journal.pone.0304069

• Cise Midoglu, Andreas Kjæreng Winther, Matthias Boeker, Susann Dahl Pettersen, Sigurd Pedersen, Nourhan Ragab, Tomas Kupka, Steven A. Hicks, Morten Bredsgaard Randers, Ramesh Jain, Håvard J. Dagenborg, Svein Arne Pettersen, Dag Johansen, Michael A. Riegler, Pål Halvorsen. A large-scale multivariate soccer athlete health, performance, and position monitoring dataset. Nature Scientific Data, 2024. DOI: 10.1038/s41597-024-03386-x

• Mehdi Houshmand Sarkhoosh, Sushant Gautam, Cise Midoglu, Saeed Shafiee Sabet, Thomas Torjusen, Pål Halvorsen. The SoccerSum Dataset for Automated Detection, Segmentation, and Tracking of Objects on the Soccer Pitch. 15th ACM Multimedia Systems Conference (MMSys’24), 2024. DOI: 10.1145/3625468.3652180 verified

• Mehdi Houshmand Sarkhoosh, Sushant Gautam, Cise Midoglu, Saeed Shafiee Sabet, Pål Halvorsen. Multimodal AI-Based Summarization and Storytelling for Soccer on Social Media. 15th ACM Multimedia Systems Conference (MMSys’24), 2024. DOI: 10.1145/3625468.3652197 [ Best demo award] verified

• Mohammad Majidi, Mehdi Houshmand Sarkhoosh, Cise Midoglu, Saeed S. Sabet, Tomas Kupka, Dag Johansen, Pål Halvorsen. SmartCrop-H: AI-Based Cropping of Ice Hockey Videos. 15th ACM Multimedia Systems Conference (MMSys’24), 2024. DOI: 10.1145/3625468.3652195 [UiT Munin Record]

• Evan Jåsund Kassab, Håkon Maric Solberg, Sushant Gautam, Saeed Shafiee Sabet, Thomas Torjusen, Michael Riegler, Pål Halvorsen, Cise Midoglu. TACDEC: Dataset of Tackle Events in Soccer Game Videos. 15th ACM Multimedia Systems Conference (MMSys’24), 2024. DOI: 10.1145/3625468.3652166 verified

• Zahra Sepasdar, Sushant Gautam, Cise Midoglu, Michael A. Riegler, Pål Halvorsen. Soccer-GraphRAG: Applications of GraphRAG in Soccer. International Workshop on Graph-Based Approaches in Information Retrieval, 2024. DOI: 10.1007/978-3-031-71382-8_1

• Cise Midoglu, Saeed Shafiee Sabet, Mehdi Houshmand Sarkhoosh, Mohammad Majidi, Sushant Gautam, Håkon Maric Solberg, Tomas Kupka, Pål Halvorsen. AI-Based Sports Highlight Generation for Social Media. 3rd Mile-High Video Conference (MHV’24), 2024. DOI: .10.1145/3638036.3640799

• Mehdi Houshmand Sarkhoosh, Sayed Mohammad Majidi Dorcheh, Cise Midoglu, Saeed Shafiee Sabet, Tomas Kupka, Dag Johansen, Michael A Riegler, Pål Halvorsen. AI-Based Cropping of Soccer Videos for Different Social Media Representations. International Conference on Multimedia Modeling (MMM), 2024. DOI: 10.1007/978-3-031-53302-0_22 [UiT Munin Record]

2023

• Sayed Mohammad Majidi Dorcheh, Mehdi Houshmand Sarkhoosh, Cise Midoglu, Saeed Shafiee Sabet, Tomas Kupka, Michael A. Riegler, Dag Johansen, Pål Halvorsen. SmartCrop: AI-Based Cropping of Soccer Videos. IEEE International Symposium on Multimedia (ISM), 2023. DOI: 10.1109/ISM59092.2023.00009

• Stefan Pham, Shri Hari Gopalakrishnan, Cise Midoglu, Robert Seeliger, Stefan Arbanowski, Stephan Steglich. A Novel Approach to Streaming QoE Score Calculation by Integrating Error Impacts. 12th International Symposium on Information and Communication Technology (SOICT’23), 2023. DOI: 10.1145/3628797.3628985

• Mehdi Houshmand Sarkhoosh, Sayed Mohammad Majidi Dorcheh, Sushant Gautam, Cise Midoglu, Saeed Shafiee Sabet, Pål Halvorsen. Soccer on Social Media. arXiv, 2023. DOI: 10.48550/arXiv.2310.12328

• Duc-Tien Dang-Nguyen, Sohail Ahmed Khan, Cise Midoglu, Michael Riegler, Pål Halvorsen, Minh-Son Dao. Grand Challenge On Detecting Cheapfakes. arXiv, 2023. DOI: 10.48550/arXiv.2304.01328

• Cise Midoglu, Malek Hammou, Arian Sharifi, Lu Xing, Mainul Hasan, Andrea Storas, Saeed Shafiee Sabet, Steven Alexander Hicks, Inga Strumke, Michael Alexander Riegler, Carsten Griwodz, Pal Halvorsen. Experiences and Lessons Learned from a Crowdsourced-Remote Hybrid User Survey Framework for Multimedia Evaluation. Encyclopedia with Semantic Computing and Robotic Intelligence, 2023. [World Scientific Publishing Record]

• Matthias Boeker, Cise Midoglu. Soccer Athlete Data Visualization and Analysis with an Interactive Dashboard. International Conference on Multimedia Modeling (MMM), 2023. DOI: 10.1007/978-3-031-27077-2_44

2022

• Cise Midoglu, Andrea Storås, Saeed Shafiee Sabet, Malek Hammou, Steven Alexander Hicks, Inga Strümke, Michael Alexander Riegler, Carsten Griwodz, Pål Halvorsen. Experiences and Lessons Learned from a Crowdsourced-Remote Hybrid User Survey Framework. IEEE International Symposium on Multimedia (ISM), 2022. DOI: 10.1109/ISM55400.2022.00035

• Sushant Gautam, Cise Midoglu, Saeed Shafiee Sabet, Dinesh Baniya Kshatri, Pål Halvorsen. Soccer Game Summarization using Audio Commentary, Metadata, and Captions. 1st Workshop on User-centric Narrative Summarization of Long Videos (NarSUM’22), 2022. DOI: 10.1145/3552463.3557019

• Sushant Gautam, Cise Midoglu, Saeed Shafiee Sabet, Dinesh Baniya Kshatri, Pål Halvorsen. Assisting Soccer Game Summarization via Audio Intensity Analysis of Game Highlights. 12th IOE Graduate Conference, 2022. [PDF]

• Saeed Shafiee Sabet, Cise Midoglu, Syed Zohaib Hassan, Pegah Salehi, Gunn Astrid Baugerud, Carsten Griwodz, Miriam Johnson, Michael Alexander Riegler, Pål Halvorsen. Comparison of Crowdsourced and Remote Subjective User Studies: A Case Study of Investigative Child Interviews, 14th International Conference on Quality of Multimedia Experience (QoMEX), 2022. DOI: 10.1109/QoMEX55416.2022.9900900

• Shivangi Aneja, Cise Midoglu, Duc-Tien Dang-Nguyen, Sohail Ahmed Khan, Michael Riegler, Pål Halvorsen, Chris Bregler, Balu Adsumilli. ACM Multimedia Grand Challenge on Detecting Cheapfakes. arXiv, 2022. DOI: 10.48550/arXiv.2207.14534

• Siarhei Kulakou, Nourhan Ragab, Cise Midoglu, Matthias Boeker, Dag Johansen, Michael A. Riegler, Pål Halvorsen. Exploration of Different Time Series Models for Soccer Athlete Performance Prediction. Engineering Proceedings, 2022. DOI: 10.3390/engproc2022018037

• Cise Midoglu, Benjamin Ragan-Kelley, Sven-Arne Reinemo, Jon Jahren, Pål Halvorsen. “Chapter 3 Smittestopp Backend”. Smittestopp − A Case Study on Digital Contact Tracing, edited by Ahmed Elmokashfi, Olav Lysne, Valeriya Naumova, Springer International Publishing, 2022, pp.29-62. DOI: 10.1007/978-3-031-05466-2_3

• Malek Hammou, Cise Midoglu, Steven A. Hicks, Andrea Storås, Saeed Shafiee Sabet, Inga Strümke, Michael A. Riegler, Pål Halvorsen. Huldra: A Framework for Collecting Crowdsourced Feedback on Multimedia Assets. 13th ACM Multimedia Systems Conference (MMSys’22), 2022. DOI: 10.1145/3524273.3532887

• Andreas Husa, Cise Midoglu, Malek Hammou, Steven A. Hicks, Dag Johansen, Tomas Kupka, Michael A. Riegler, Pål Halvorsen. Automatic Thumbnail Selection for Soccer Videos using Machine Learning. 13th ACM Multimedia Systems Conference (MMSys’22), 2022. DOI: 10.1145/3524273.3528182 verified

• Andreas Husa, Cise Midoglu, Malek Hammou, Pål Halvorsen, Michael A. Riegler. HOST-ATS: Automatic Thumbnail Selection with Dashboard-Controlled ML Pipeline and Dynamic User Survey. 13th ACM Multimedia Systems Conference (MMSys’22), 2022. DOI: 10.1145/3524273.3532908

• Cise Midoglu, Mariana Avelino, Shri Hari Gopalakrishnan, Stefan Pham, Pål Halvorsen. Multimedia Streaming Analytics: Quo Vadis?. 1st Mile-High Video Conference (MHV’22), 2022. DOI: 10.1145/3510450.3517321

• Cise Midoglu, Steven A. Hicks, Vajira Thambawita, Tomas Kupka, Pål Halvorsen. MMSys’22 Grand Challenge on AI-based Video Production for Soccer. arXiv, 2022. DOI: 10.48550/arXiv.2202.01031

• Cise Midoglu. Empirical Analysis of QoS and QoE in Mobile Broadband Networks. PhD Thesis, University of Oslo (UiO), April 2022. [UiO Record]

2021

• Olav Andre Nergård Rongved, Markus Stige, Steven Alexander Hicks, Vajira Lasantha Thambawita, Cise Midoglu, Evi Zouganeli, Dag Johansen, Michael Alexander Riegler, Pål Halvorsen. Automated Event Detection and Classification in Soccer: The Potential of Using Multiple Modalities. Machine Learning and Knowledge Extraction, 2021. DOI: 10.3390/make3040051

• Joakim Olav Valand, Haris Kadragic, Steven Alexander Hicks, Vajira Lasantha Thambawita, Cise Midoglu, Tomas Kupka, Dag Johansen, Michael Alexander Riegler, Pål Halvorsen. AI-Based Video Clipping of Soccer Events. Machine Learning and Knowledge Extraction, 2021. DOI: 10.3390/make3040049

• Joakim O. Valand, Haris Kadragic, Steven A. Hicks, Vajira Thambawita, Cise Midoglu, Tomas Kupka, Dag Johansen, Michael A. Riegler, Pål Halvorsen. Automated Clipping of Soccer Events using Machine Learning. IEEE International Symposium on Multimedia (ISM), 2021. DOI: 10.1109/ISM52913.2021.00042

• Yuqing Liao, Xinke Li, Zekun Tong, Yabang Zhao, Andrew Lim, Zhenzhong Kuang, Cise Midoglu. Reproducibility Companion Paper: Campus3D: A Photogrammetry Point Cloud Benchmark for Outdoor Scene Hierarchical Understanding. 29th ACM International Conference on Multimedia (MM’21), 2021. DOI: 10.1145/3474085.3477934 verified

• Jari Korhonen, Yicheng Su, Junyong You, Steven Hicks, Cise Midoglu. Reproducibility Companion Paper: Blind Natural Video Quality Prediction via Statistical Temporal Features and Deep Spatial Features. 29th ACM International Conference on Multimedia (MM’21), 2021. DOI: 10.1145/3474085.3477933 verified

• Shivangi Aneja, Cise Midoglu, Duc-Tien Dang-Nguyen, Michael Alexander Riegler, Paal Halvorsen, Matthias Nießner, Balu Adsumilli, Chris Bregler. MMSys’21 Grand Challenge on Detecting Cheapfakes. arXiv, 2021. DOI: 10.48550/arXiv.2107.05297

• Olav A. Nergård Rongved, Steven A. Hicks, Vajira Thambawita, Håkon K. Stensland, Evi Zouganeli, Dag Johansen, Cise Midoglu, Michael A. Riegler, Pål Halvorsen. Using 3D Convolutional Neural Networks for Real-time Detection of Soccer Events. International Journal of Semantic Computing, 2021. DOI: 10.1142/S1793351X2140002X [UiT Munin Record]

• Cise Midoglu, Konstantinos Kousias, Özgü Alay, Andra Lutu, Antonios Argyriou, Michael Riegler, Carsten Griwodz. Large Scale “Speedtest” Experimentation in Mobile Broadband Networks. Computer Networks, 2021. DOI: 10.1016/j.comnet.2020.107629

2020

• Ali Safari Khatouni, Martino Trevisan, Danilo Giordano, Mohammad Rajiullah, Stefan Alfredsson, Anna Brunstrom, Cise Midoglu, Özgü Alay. An Open Dataset of Operational Mobile Networks. 18th ACM Symposium on Mobility Management and Wireless Access (MobiWac’20), 2020. DOI: 10.1145/3416012.3424619

• Mohammad Rajiullah, Ali Safari Khatouni, Cise Midoglu, Özgü Alay, Anna Brunstrom, Carsten Griwodz. Mobile Network Performance During the COVID-19 Outbreak from a Testbed Perspective. 14th International Workshop on Wireless Network Testbeds, Experimental evaluation & Characterization (WiNTECH’20), 2020. DOI: 10.1145/3411276.3412194

• Anika Schwind, Cise Midoglu, Özgü Alay, Carsten Griwodz, Florian Wamser. Dissecting the performance of YouTube video streaming in mobile networks. International Journal of Network Management, 2020. DOI: 10.1002/nem.2058

2019

• Cise Midoglu, Anatoliy Zabrovskiy, Ozgu Alay, Daniel Hoelbling-Inzko, Carsten Griwodz, Christian Timmerer. Docker-Based Evaluation Framework for Video Streaming QoE in Broadband Networks. 27th ACM International Conference on Multimedia (MM’19), 2019. DOI: 10.1145/3343031.3350538

• Cise Midoglu, Magnus Klausen, Özgü Alay, Anis Yazidi, Hårek Haugerud, Carsten Griwodz. Poster: QoE-Based Analysis of Real-Time Adaptive 360-Degree Video Streaming. 11th ACM Wireless of the Students, by the Students, and for the Students Workshop (S3’19), 2019. DOI: 10.1145/3349621.3355728

• Cise Midoglu, Özgü Alay, Carsten Griwodz. Evaluation Framework for Real-Time Adaptive 360-Degree Video Streaming over 5G Networks. 11th ACM Wireless of the Students, by the Students, and for the Students Workshop (S3’19), 2019. DOI: 10.1145/3349621.3355726

• Vincenzo Mancuso, Miguel Peón Quirós, Cise Midoglu, Mohamed Moulay, Vincenzo Comite, Andra Lutu, Özgü Alay, Stefan Alfredsson, Mohammad Rajiullah, Anna Brunström, Marco Mellia, Ali Safari Khatouni, Thomas Hirsch. Results from Running an Experiment as a Service Platform for Mobile Broadband Networks in Europe. Computer Communications, 2019. DOI: 10.1016/j.comcom.2018.09.004

2018

• Chad Jarvis, Cise Midoglu, Andra Lutu, Ozgu Alay. Visualizing Mobile Coverage from Repetitive Measurements on Defined Trajectories. Network Traffic Measurement and Analysis Conference (TMA), 2018. DOI: 10.23919/TMA.2018.8506487

• Cise Midoglu, Mohamed Moulay, Vincenzo Mancuso, Özgü Alay, Andra Lutu, Carsten Griwodz. Open Video Datasets over Operational Mobile Networks with MONROE. 9th ACM Multimedia Systems Conference (MMSys’18), 2018. DOI: 10.1145/3204949.3208138 [PDF]

• Cise Midoglu, Leonhard Wimmer, Andra Lutu, Özgü Alay, Carsten Griwodz. MONROE-Nettest: A Configurable Tool for Dissecting Speed Measurements in Mobile Broadband Networks. IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 2018. DOI: 10.1109/INFCOMW.2018.8406836 [ Best paper award]

2017

• Konstantinos Kousias, Cise Midoglu, Ozgu Alay, Andra Lutu, Antonios Argyriou, Michael Riegler. The Same, Only Different: Contrasting Mobile Operator Behavior from Crowdsourced Dataset. IEEE 28th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), 2017. DOI: 10.1109/PIMRC.2017.8292203

• Ali Safari Khatouni, Marco Mellia, Marco Ajmone Marsan, Stefan Alfredsson, Jonas Karlsson, Anna Brunstrom, Ozgu Alay, Andra Lutu, Cise Midoglu, Vincenzo Mancuso. Speedtest-Like Measurements in 3G/4G Networks: The MONROE Experience. IEEE 29th International Teletraffic Congress (ITC 29), 2017. DOI: 10.23919/ITC.2017.8064353

• Cise Midoglu, Konstantinos Kousias, Carsten Griwodz, Ozgu Alay. Evaluation of DASH Rate Adaptation Algorithms in Operational Mobile Networks. TMA PhD School, 2017. [Poster]

2016

• Cise Midoglu, Leonhard Wimmer, Philipp Svoboda. Server Link Load Modeling and Request Scheduling for Crowdsourcing-Based Benchmarking Systems. IEEE International Wireless Communications and Mobile Computing Conference (IWCMC), 2016. DOI: 10.1109/IWCMC.2016.7577193

• Cise Midoglu, Philipp Svoboda. Opportunities and Challenges of Using Crowdsourced Measurements for Mobile Network Benchmarking: A Case Study on RTR Open Data. SAI Computing Conference (SAI), 2016. DOI: 10.1109/SAI.2016.7556101

• Cise Midoglu. Smartphone-Based Crowdsourcing for Mobile Network Benchmarking. Vienna Young Scientists Symposium (VSS), 2016. [TU Wien Record]

2015

• Cise Midoglu, Philipp Svoboda, Markus Rupp. Modeling Indoor WLAN Performance Towards User-Oriented Evaluation Metrics. IEEE 23rd Telecommunications Forum (TELFOR), 2015. DOI: 10.1109/TELFOR.2015.7377419

• Taulant Berisha, Cise Midoglu, Samira Homayouni, Philipp Svoboda, Markus Rupp. Measurement Setup for Automatized Baselining of WLAN Network Performance. IEEE International Conference on Systems, Signals and Image Processing (IWSSIP), 2015. DOI: 10.1109/IWSSIP.2015.7313928

• Samira Homayouni, Cise Midoglu, Philipp Svoboda, Markus Rupp. Empirical KPIs for interfered WLAN. IEEE International Symposium on Wireless Communication Systems (ISWCS), 2015. DOI: 10.1109/ISWCS.2015.7454416

2013

• Cise Midoglu. Modeling of Spatial Load Distribution and Optimal Allocation of Resources to Antennas in Wireless Access Networks. Master’s Thesis, University of Stuttgart, September 2013.