Honkala, Mikko

1. Semi-Supervised Learning with Ladder Networks
   2015/07/09 by Antti Rasmus, Harri Valpola, Rasmus, Antti +7 · 38 citations
   Computer Science · #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
2. DeepRx: Fully Convolutional Deep Learning Receiver
   2020/05/04 by Honkala, Mikko, Korpi, Dani, Huttunen, Janne M. J. · 28 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Signal Processing (eess.SP) #electronic engineering #information engineering
3. DeepRx MIMO: Convolutional MIMO Detection with Learned Multiplicative\n Transformations
   2020/10/30 by Dani Korpi, Mikko Honkala, Korpi, Dani +5 · 5 citations
   Computer Science · Engineering · #Antenna Design and Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Signal Processing (eess.SP) #Speech and Audio Processing #Wireless Signal Modulation Classification #electronic engineering #information engineering
4. HybridDeepRx: Deep Learning Receiver for High-EVM Signals
   2021/06/30 by Pihlajasalo, Jaakko, Korpi, Dani, Honkala, Mikko +6 · 3 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
5. Deep Learning-Based Pilotless Spatial Multiplexing
   2023/10/31 by Dani Korpi, Mikko Honkala, Korpi, Dani +3 · 5 citations
   Engineering · #Advanced MIMO Systems Optimization #Advanced Wireless Communication Techniques #Advanced Wireless Communication Technologies #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
6. DeepTx: Deep Learning Beamforming with Channel Prediction
   2022/02/16 by Huttunen, Janne M. J., Korpi, Dani, Honkala, Mikko · 1 citation
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
7. Adapting to Reality: Over-the-Air Validation of AI-Based Receivers Trained with Simulated Channels
   2024/08/08 by Riku Luostari, Luostari, Riku, Dani Korpi +5 · 1 citation
   Engineering · #FOS: Electrical engineering #Fault Detection and Control Systems #Signal Processing (eess.SP) #electronic engineering #information engineering